diff --git "a/ntu60_xsub/j_2/20240707_153115.log" "b/ntu60_xsub/j_2/20240707_153115.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/j_2/20240707_153115.log" @@ -0,0 +1,4951 @@ +2024-07-07 15:31:15,895 - 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+ +------------------------------------------------------------ + +2024-07-07 15:31:16,153 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/test_aclnet/ntu60_xsub/j_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module', + gcn_ratio=0.125, + gcn_ctr='T', + gcn_ada='T', + 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', data_cfg='ntu60', num_classes=60, in_channels=384)) +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) + +2024-07-07 15:31:16,154 - pyskl - INFO - Set random seed to 795569641, deterministic: False +2024-07-07 15:31:20,890 - pyskl - INFO - 40091 videos remain after valid thresholding +2024-07-07 15:31:28,172 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-07 15:31:28,179 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2 +2024-07-07 15:31:28,179 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(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 ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(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 + -------------------- +2024-07-07 15:31:28,180 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-07-07 15:31:28,180 - pyskl - INFO - Checkpoints will be saved to /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2 by HardDiskBackend. +2024-07-07 15:32:08,696 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 18:17:25, time: 0.405, data_time: 0.173, memory: 6429, top1_acc: 0.0425, top5_acc: 0.1888, loss_cls: 5.2518, loss: 5.2518 +2024-07-07 15:32:31,362 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 8:57:59, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.0725, top5_acc: 0.2631, loss_cls: 5.4283, loss: 5.4283 +2024-07-07 15:32:54,040 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 5:51:30, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.1006, top5_acc: 0.3156, loss_cls: 5.2884, loss: 5.2884 +2024-07-07 15:33:16,832 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 4:19:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1013, top5_acc: 0.3488, loss_cls: 5.1199, loss: 5.1199 +2024-07-07 15:33:39,655 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 3:25:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1400, top5_acc: 0.4381, loss_cls: 4.8594, loss: 4.8594 +2024-07-07 15:34:02,490 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 2:48:37, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1675, top5_acc: 0.4656, loss_cls: 4.6847, loss: 4.6847 +2024-07-07 15:34:25,336 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 2:22:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1919, top5_acc: 0.5300, loss_cls: 4.5202, loss: 4.5202 +2024-07-07 15:34:48,165 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 2:02:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1975, top5_acc: 0.5569, loss_cls: 4.4422, loss: 4.4422 +2024-07-07 15:35:10,908 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 1:46:40, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.2350, top5_acc: 0.6212, loss_cls: 4.2113, loss: 4.2113 +2024-07-07 15:35:33,744 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 1:34:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.2475, top5_acc: 0.6338, loss_cls: 4.1604, loss: 4.1604 +2024-07-07 15:35:56,593 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 1:24:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.2600, top5_acc: 0.6644, loss_cls: 3.9978, loss: 3.9978 +2024-07-07 15:36:19,457 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 1:15:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.2856, top5_acc: 0.7006, loss_cls: 3.8822, loss: 3.8822 +2024-07-07 15:36:42,217 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 1:08:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.2969, top5_acc: 0.7206, loss_cls: 3.8074, loss: 3.8074 +2024-07-07 15:37:05,019 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 1:01:41, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.3319, top5_acc: 0.7412, loss_cls: 3.7502, loss: 3.7502 +2024-07-07 15:37:27,866 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 0:56:14, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.3362, top5_acc: 0.7444, loss_cls: 3.7360, loss: 3.7360 +2024-07-07 15:37:50,720 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 0:51:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.3706, top5_acc: 0.7738, loss_cls: 3.6252, loss: 3.6252 +2024-07-07 15:38:13,566 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 0:47:09, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.3875, top5_acc: 0.7875, loss_cls: 3.4885, loss: 3.4885 +2024-07-07 15:38:36,402 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 0:43:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.3981, top5_acc: 0.7975, loss_cls: 3.4638, loss: 3.4638 +2024-07-07 15:38:59,199 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 0:39:37, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.4025, top5_acc: 0.8081, loss_cls: 3.4180, loss: 3.4180 +2024-07-07 15:39:22,043 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 0:36:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.4113, top5_acc: 0.7937, loss_cls: 3.4072, loss: 3.4072 +2024-07-07 15:39:44,898 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 0:33:33, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4231, top5_acc: 0.8306, loss_cls: 3.2790, loss: 3.2790 +2024-07-07 15:40:07,758 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 0:30:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4537, top5_acc: 0.8300, loss_cls: 3.1954, loss: 3.1954 +2024-07-07 15:40:30,620 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 0:28:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4456, top5_acc: 0.8300, loss_cls: 3.2485, loss: 3.2485 +2024-07-07 15:40:53,489 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 0:26:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4794, top5_acc: 0.8438, loss_cls: 3.1056, loss: 3.1056 +2024-07-07 15:41:16,436 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 0:24:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4875, top5_acc: 0.8512, loss_cls: 3.1043, loss: 3.1043 +2024-07-07 15:41:18,216 - pyskl - INFO - Saving checkpoint at 1 epochs +2024-07-07 15:42:36,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 15:42:36,081 - pyskl - INFO - +top1_acc 0.4759 +top5_acc 0.8563 +2024-07-07 15:42:36,200 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2024-07-07 15:42:36,201 - pyskl - INFO - Best top1_acc is 0.4759 at 1 epoch. +2024-07-07 15:42:36,202 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4759, top5_acc: 0.8563 +2024-07-07 15:43:16,191 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 0:59:49, time: 0.400, data_time: 0.171, memory: 6429, top1_acc: 0.4819, top5_acc: 0.8500, loss_cls: 3.0987, loss: 3.0987 +2024-07-07 15:43:39,206 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 0:56:54, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.4888, top5_acc: 0.8644, loss_cls: 3.0277, loss: 3.0277 +2024-07-07 15:44:02,115 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 0:53:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5394, top5_acc: 0.8731, loss_cls: 2.9054, loss: 2.9054 +2024-07-07 15:44:25,007 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 0:51:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5162, top5_acc: 0.8762, loss_cls: 2.8831, loss: 2.8831 +2024-07-07 15:44:47,851 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 0:48:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5162, top5_acc: 0.8581, loss_cls: 2.9279, loss: 2.9279 +2024-07-07 15:45:10,829 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 0:46:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5406, top5_acc: 0.8806, loss_cls: 2.8628, loss: 2.8628 +2024-07-07 15:45:33,671 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 0:43:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5288, top5_acc: 0.8838, loss_cls: 2.8169, loss: 2.8169 +2024-07-07 15:45:56,529 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 0:41:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5463, top5_acc: 0.8800, loss_cls: 2.7822, loss: 2.7822 +2024-07-07 15:46:19,435 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 0:39:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5413, top5_acc: 0.8838, loss_cls: 2.8407, loss: 2.8407 +2024-07-07 15:46:42,273 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 0:36:56, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5413, top5_acc: 0.8888, loss_cls: 2.8165, loss: 2.8165 +2024-07-07 15:47:05,213 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 0:35:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5500, top5_acc: 0.8869, loss_cls: 2.8079, loss: 2.8079 +2024-07-07 15:47:28,080 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 0:33:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5531, top5_acc: 0.8912, loss_cls: 2.7598, loss: 2.7598 +2024-07-07 15:47:51,016 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 0:31:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5681, top5_acc: 0.8850, loss_cls: 2.7677, loss: 2.7677 +2024-07-07 15:48:13,936 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 0:29:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5500, top5_acc: 0.9031, loss_cls: 2.7581, loss: 2.7581 +2024-07-07 15:48:36,754 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 0:27:59, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5650, top5_acc: 0.8988, loss_cls: 2.6842, loss: 2.6842 +2024-07-07 15:48:59,599 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 0:26:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5781, top5_acc: 0.8994, loss_cls: 2.6416, loss: 2.6416 +2024-07-07 15:49:22,459 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 0:24:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5981, top5_acc: 0.9131, loss_cls: 2.5522, loss: 2.5522 +2024-07-07 15:49:45,304 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 0:23:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5619, top5_acc: 0.8988, loss_cls: 2.6431, loss: 2.6431 +2024-07-07 15:50:08,180 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:21:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6006, top5_acc: 0.9069, loss_cls: 2.5711, loss: 2.5711 +2024-07-07 15:50:31,073 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:20:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5825, top5_acc: 0.8988, loss_cls: 2.6178, loss: 2.6178 +2024-07-07 15:50:53,940 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:19:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5837, top5_acc: 0.9144, loss_cls: 2.5870, loss: 2.5870 +2024-07-07 15:51:16,800 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:17:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6125, top5_acc: 0.9031, loss_cls: 2.5959, loss: 2.5959 +2024-07-07 15:51:39,709 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:16:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5919, top5_acc: 0.8894, loss_cls: 2.6177, loss: 2.6177 +2024-07-07 15:52:02,764 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 0:15:25, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5825, top5_acc: 0.9094, loss_cls: 2.5465, loss: 2.5465 +2024-07-07 15:52:25,844 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 0:14:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6331, top5_acc: 0.9187, loss_cls: 2.4607, loss: 2.4607 +2024-07-07 15:52:27,689 - pyskl - INFO - Saving checkpoint at 2 epochs +2024-07-07 15:53:44,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 15:53:44,951 - pyskl - INFO - +top1_acc 0.6158 +top5_acc 0.9080 +2024-07-07 15:53:44,955 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_1.pth was removed +2024-07-07 15:53:45,073 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2024-07-07 15:53:45,074 - pyskl - INFO - Best top1_acc is 0.6158 at 2 epoch. +2024-07-07 15:53:45,075 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.6158, top5_acc: 0.9080 +2024-07-07 15:54:24,893 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 0:32:01, time: 0.398, data_time: 0.170, memory: 6429, top1_acc: 0.6094, top5_acc: 0.9250, loss_cls: 2.4950, loss: 2.4950 +2024-07-07 15:54:47,727 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 0:30:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6131, top5_acc: 0.9213, loss_cls: 2.4220, loss: 2.4220 +2024-07-07 15:55:10,596 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 0:28:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6525, top5_acc: 0.9325, loss_cls: 2.3581, loss: 2.3581 +2024-07-07 15:55:33,491 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 0:27:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6231, top5_acc: 0.9206, loss_cls: 2.4455, loss: 2.4455 +2024-07-07 15:55:56,301 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 0:26:06, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6200, top5_acc: 0.9269, loss_cls: 2.4232, loss: 2.4232 +2024-07-07 15:56:19,135 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 0:24:42, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6075, top5_acc: 0.9156, loss_cls: 2.5015, loss: 2.5015 +2024-07-07 15:56:42,087 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:23:27, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6419, top5_acc: 0.9300, loss_cls: 2.3364, loss: 2.3364 +2024-07-07 15:57:05,009 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:22:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6362, top5_acc: 0.9244, loss_cls: 2.3849, loss: 2.3849 +2024-07-07 15:57:27,892 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:20:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6356, top5_acc: 0.9187, loss_cls: 2.4043, loss: 2.4043 +2024-07-07 15:57:50,751 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:19:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6475, top5_acc: 0.9313, loss_cls: 2.3328, loss: 2.3328 +2024-07-07 15:58:13,559 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:18:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6519, top5_acc: 0.9244, loss_cls: 2.3535, loss: 2.3535 +2024-07-07 15:58:36,557 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:17:23, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6344, top5_acc: 0.9269, loss_cls: 2.3526, loss: 2.3526 +2024-07-07 15:58:59,384 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:16:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6506, top5_acc: 0.9225, loss_cls: 2.3430, loss: 2.3430 +2024-07-07 15:59:22,251 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 0:15:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6350, top5_acc: 0.9244, loss_cls: 2.3548, loss: 2.3548 +2024-07-07 15:59:45,077 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 0:13:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6350, top5_acc: 0.9231, loss_cls: 2.3717, loss: 2.3717 +2024-07-07 16:00:07,942 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 0:12:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6525, top5_acc: 0.9275, loss_cls: 2.3201, loss: 2.3201 +2024-07-07 16:00:30,775 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 0:11:42, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6737, top5_acc: 0.9306, loss_cls: 2.2687, loss: 2.2687 +2024-07-07 16:00:53,659 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 0:10:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6594, top5_acc: 0.9331, loss_cls: 2.2866, loss: 2.2866 +2024-07-07 16:01:16,531 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 0:09:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6819, top5_acc: 0.9337, loss_cls: 2.2546, loss: 2.2546 +2024-07-07 16:01:39,564 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 0:08:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6769, top5_acc: 0.9369, loss_cls: 2.1833, loss: 2.1833 +2024-07-07 16:02:02,535 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 0:07:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6769, top5_acc: 0.9381, loss_cls: 2.1941, loss: 2.1941 +2024-07-07 16:02:25,393 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 0:06:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6756, top5_acc: 0.9363, loss_cls: 2.1561, loss: 2.1561 +2024-07-07 16:02:48,228 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 0:05:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6706, top5_acc: 0.9356, loss_cls: 2.1428, loss: 2.1428 +2024-07-07 16:03:11,094 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 0:04:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6700, top5_acc: 0.9337, loss_cls: 2.2365, loss: 2.2365 +2024-07-07 16:03:34,377 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 0:04:20, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6719, top5_acc: 0.9375, loss_cls: 2.2105, loss: 2.2105 +2024-07-07 16:03:36,196 - pyskl - INFO - Saving checkpoint at 3 epochs +2024-07-07 16:04:53,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 16:04:53,979 - pyskl - INFO - +top1_acc 0.7081 +top5_acc 0.9424 +2024-07-07 16:04:53,982 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_2.pth was removed +2024-07-07 16:04:54,121 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2024-07-07 16:04:54,122 - pyskl - INFO - Best top1_acc is 0.7081 at 3 epoch. +2024-07-07 16:04:54,125 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.7081, top5_acc: 0.9424 +2024-07-07 16:05:33,936 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:15:54, time: 0.398, data_time: 0.169, memory: 6429, top1_acc: 0.6775, top5_acc: 0.9325, loss_cls: 2.1939, loss: 2.1939 +2024-07-07 16:05:56,824 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 0:14:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6756, top5_acc: 0.9450, loss_cls: 2.2085, loss: 2.2085 +2024-07-07 16:06:19,727 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 0:13:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6837, top5_acc: 0.9337, loss_cls: 2.1699, loss: 2.1699 +2024-07-07 16:06:42,532 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 0:12:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6825, top5_acc: 0.9463, loss_cls: 2.1116, loss: 2.1116 +2024-07-07 16:07:05,417 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 0:11:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6763, top5_acc: 0.9375, loss_cls: 2.1602, loss: 2.1602 +2024-07-07 16:07:28,367 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 0:10:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6787, top5_acc: 0.9375, loss_cls: 2.1866, loss: 2.1866 +2024-07-07 16:07:51,287 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 0:09:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7087, top5_acc: 0.9306, loss_cls: 2.1396, loss: 2.1396 +2024-07-07 16:08:14,236 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 0:08:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6837, top5_acc: 0.9425, loss_cls: 2.1229, loss: 2.1229 +2024-07-07 16:08:37,177 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 0:08:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6931, top5_acc: 0.9394, loss_cls: 2.1152, loss: 2.1152 +2024-07-07 16:09:00,066 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 0:07:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7025, top5_acc: 0.9569, loss_cls: 2.0476, loss: 2.0476 +2024-07-07 16:09:23,020 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 0:06:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6975, top5_acc: 0.9369, loss_cls: 2.1035, loss: 2.1035 +2024-07-07 16:09:45,899 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 0:05:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6900, top5_acc: 0.9463, loss_cls: 2.0709, loss: 2.0709 +2024-07-07 16:10:08,815 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 0:04:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6831, top5_acc: 0.9463, loss_cls: 2.1171, loss: 2.1171 +2024-07-07 16:10:31,755 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 0:03:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6737, top5_acc: 0.9387, loss_cls: 2.1769, loss: 2.1769 +2024-07-07 16:10:54,608 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 0:02:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6944, top5_acc: 0.9569, loss_cls: 2.0455, loss: 2.0455 +2024-07-07 16:11:17,447 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 0:01:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6800, top5_acc: 0.9306, loss_cls: 2.1204, loss: 2.1204 +2024-07-07 16:11:40,256 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 0:00:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7125, top5_acc: 0.9531, loss_cls: 2.0451, loss: 2.0451 +2024-07-07 16:12:03,112 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 23:59:58, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6894, top5_acc: 0.9519, loss_cls: 2.0546, loss: 2.0546 +2024-07-07 16:12:25,963 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 23:59:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6969, top5_acc: 0.9563, loss_cls: 1.9971, loss: 1.9971 +2024-07-07 16:12:48,830 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 23:58:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6900, top5_acc: 0.9400, loss_cls: 2.1450, loss: 2.1450 +2024-07-07 16:13:11,767 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 23:57:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6656, top5_acc: 0.9537, loss_cls: 2.0959, loss: 2.0959 +2024-07-07 16:13:34,768 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 23:56:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6900, top5_acc: 0.9500, loss_cls: 2.0539, loss: 2.0539 +2024-07-07 16:13:57,717 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 23:55:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7025, top5_acc: 0.9456, loss_cls: 2.0395, loss: 2.0395 +2024-07-07 16:14:20,669 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 23:55:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6950, top5_acc: 0.9413, loss_cls: 2.1065, loss: 2.1065 +2024-07-07 16:14:43,704 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 23:54:33, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7194, top5_acc: 0.9531, loss_cls: 1.9948, loss: 1.9948 +2024-07-07 16:14:45,527 - pyskl - INFO - Saving checkpoint at 4 epochs +2024-07-07 16:16:03,079 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 16:16:03,149 - pyskl - INFO - +top1_acc 0.6985 +top5_acc 0.9359 +2024-07-07 16:16:03,151 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6985, top5_acc: 0.9359 +2024-07-07 16:16:42,672 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 0:02:54, time: 0.395, data_time: 0.168, memory: 6429, top1_acc: 0.7225, top5_acc: 0.9537, loss_cls: 1.9576, loss: 1.9576 +2024-07-07 16:17:05,479 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 0:02:00, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7100, top5_acc: 0.9456, loss_cls: 1.9907, loss: 1.9907 +2024-07-07 16:17:28,297 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 0:01:06, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9487, loss_cls: 1.9141, loss: 1.9141 +2024-07-07 16:17:51,139 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 0:00:14, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7312, top5_acc: 0.9544, loss_cls: 1.9330, loss: 1.9330 +2024-07-07 16:18:13,983 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 23:59:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6956, top5_acc: 0.9537, loss_cls: 2.0648, loss: 2.0648 +2024-07-07 16:18:36,850 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 23:58:33, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7281, top5_acc: 0.9494, loss_cls: 1.9456, loss: 1.9456 +2024-07-07 16:18:59,715 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 23:57:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7125, top5_acc: 0.9519, loss_cls: 1.9844, loss: 1.9844 +2024-07-07 16:19:22,678 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 23:56:57, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7331, top5_acc: 0.9544, loss_cls: 1.8925, loss: 1.8925 +2024-07-07 16:19:45,569 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 23:56:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7063, top5_acc: 0.9487, loss_cls: 2.0375, loss: 2.0375 +2024-07-07 16:20:08,437 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 23:55:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7269, top5_acc: 0.9594, loss_cls: 1.9254, loss: 1.9254 +2024-07-07 16:20:31,343 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 23:54:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7106, top5_acc: 0.9456, loss_cls: 2.0101, loss: 2.0101 +2024-07-07 16:20:54,256 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 23:53:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7406, top5_acc: 0.9563, loss_cls: 1.8932, loss: 1.8932 +2024-07-07 16:21:17,167 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 23:53:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7244, top5_acc: 0.9481, loss_cls: 2.0082, loss: 2.0082 +2024-07-07 16:21:40,011 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 23:52:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7144, top5_acc: 0.9456, loss_cls: 1.9831, loss: 1.9831 +2024-07-07 16:22:02,861 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 23:51:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7412, top5_acc: 0.9631, loss_cls: 1.8320, loss: 1.8320 +2024-07-07 16:22:25,739 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 23:50:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7269, top5_acc: 0.9487, loss_cls: 1.8901, loss: 1.8901 +2024-07-07 16:22:48,640 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 23:50:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7087, top5_acc: 0.9475, loss_cls: 1.9412, loss: 1.9412 +2024-07-07 16:23:11,553 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 23:49:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6881, top5_acc: 0.9394, loss_cls: 2.0596, loss: 2.0596 +2024-07-07 16:23:34,431 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 23:48:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7262, top5_acc: 0.9537, loss_cls: 1.9532, loss: 1.9532 +2024-07-07 16:23:57,325 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 23:47:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9437, loss_cls: 1.9705, loss: 1.9705 +2024-07-07 16:24:20,213 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 23:47:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9500, loss_cls: 1.8948, loss: 1.8948 +2024-07-07 16:24:43,119 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 23:46:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7250, top5_acc: 0.9456, loss_cls: 1.9214, loss: 1.9214 +2024-07-07 16:25:06,026 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 23:45:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7244, top5_acc: 0.9481, loss_cls: 1.9581, loss: 1.9581 +2024-07-07 16:25:28,909 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 23:44:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7225, top5_acc: 0.9537, loss_cls: 1.9183, loss: 1.9183 +2024-07-07 16:25:51,987 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 23:44:22, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7125, top5_acc: 0.9475, loss_cls: 1.9149, loss: 1.9149 +2024-07-07 16:25:53,831 - pyskl - INFO - Saving checkpoint at 5 epochs +2024-07-07 16:27:10,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 16:27:10,902 - pyskl - INFO - +top1_acc 0.7251 +top5_acc 0.9467 +2024-07-07 16:27:10,906 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_3.pth was removed +2024-07-07 16:27:11,031 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2024-07-07 16:27:11,031 - pyskl - INFO - Best top1_acc is 0.7251 at 5 epoch. +2024-07-07 16:27:11,034 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7251, top5_acc: 0.9467 +2024-07-07 16:27:51,098 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 23:51:13, time: 0.401, data_time: 0.172, memory: 6429, top1_acc: 0.7406, top5_acc: 0.9519, loss_cls: 1.8555, loss: 1.8555 +2024-07-07 16:28:13,950 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 23:50:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9469, loss_cls: 1.8857, loss: 1.8857 +2024-07-07 16:28:36,784 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 23:49:40, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7475, top5_acc: 0.9494, loss_cls: 1.8976, loss: 1.8976 +2024-07-07 16:28:59,643 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 23:48:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7350, top5_acc: 0.9556, loss_cls: 1.9028, loss: 1.9028 +2024-07-07 16:29:22,511 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 23:48:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7356, top5_acc: 0.9613, loss_cls: 1.8498, loss: 1.8498 +2024-07-07 16:29:45,279 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 23:47:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7156, top5_acc: 0.9494, loss_cls: 1.9587, loss: 1.9587 +2024-07-07 16:30:08,148 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 23:46:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 1.7817, loss: 1.7817 +2024-07-07 16:30:31,003 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 23:45:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7275, top5_acc: 0.9544, loss_cls: 1.8601, loss: 1.8601 +2024-07-07 16:30:53,842 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 23:45:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7137, top5_acc: 0.9569, loss_cls: 1.9021, loss: 1.9021 +2024-07-07 16:31:16,708 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 23:44:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7369, top5_acc: 0.9575, loss_cls: 1.8595, loss: 1.8595 +2024-07-07 16:31:39,554 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 23:43:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9575, loss_cls: 1.8534, loss: 1.8534 +2024-07-07 16:32:02,319 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 23:43:00, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9563, loss_cls: 1.8571, loss: 1.8571 +2024-07-07 16:32:25,164 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 23:42:17, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7269, top5_acc: 0.9506, loss_cls: 1.8919, loss: 1.8919 +2024-07-07 16:32:47,931 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 23:41:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7331, top5_acc: 0.9556, loss_cls: 1.8688, loss: 1.8688 +2024-07-07 16:33:10,735 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 23:40:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7331, top5_acc: 0.9563, loss_cls: 1.8511, loss: 1.8511 +2024-07-07 16:33:33,546 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 23:40:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9500, loss_cls: 1.8920, loss: 1.8920 +2024-07-07 16:33:56,422 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 23:39:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7562, top5_acc: 0.9594, loss_cls: 1.7688, loss: 1.7688 +2024-07-07 16:34:19,258 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 23:38:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7306, top5_acc: 0.9506, loss_cls: 1.8986, loss: 1.8986 +2024-07-07 16:34:42,282 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 23:38:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7212, top5_acc: 0.9594, loss_cls: 1.8478, loss: 1.8478 +2024-07-07 16:35:05,255 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 23:37:31, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9650, loss_cls: 1.7184, loss: 1.7184 +2024-07-07 16:35:28,325 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 23:36:56, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7394, top5_acc: 0.9606, loss_cls: 1.7917, loss: 1.7917 +2024-07-07 16:35:51,223 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 23:36:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9656, loss_cls: 1.7030, loss: 1.7030 +2024-07-07 16:36:14,225 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 23:35:40, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7350, top5_acc: 0.9537, loss_cls: 1.8986, loss: 1.8986 +2024-07-07 16:36:37,071 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 23:35:00, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7431, top5_acc: 0.9531, loss_cls: 1.8029, loss: 1.8029 +2024-07-07 16:37:00,101 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 23:34:25, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 1.8031, loss: 1.8031 +2024-07-07 16:37:01,899 - pyskl - INFO - Saving checkpoint at 6 epochs +2024-07-07 16:38:19,932 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 16:38:20,003 - pyskl - INFO - +top1_acc 0.7281 +top5_acc 0.9433 +2024-07-07 16:38:20,007 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_5.pth was removed +2024-07-07 16:38:20,130 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2024-07-07 16:38:20,130 - pyskl - INFO - Best top1_acc is 0.7281 at 6 epoch. +2024-07-07 16:38:20,132 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7281, top5_acc: 0.9433 +2024-07-07 16:39:00,028 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 23:39:57, time: 0.399, data_time: 0.171, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 1.7178, loss: 1.7178 +2024-07-07 16:39:22,744 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 23:39:12, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9587, loss_cls: 1.8038, loss: 1.8038 +2024-07-07 16:39:45,485 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 23:38:28, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9587, loss_cls: 1.7493, loss: 1.7493 +2024-07-07 16:40:08,285 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 23:37:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7312, top5_acc: 0.9531, loss_cls: 1.8636, loss: 1.8636 +2024-07-07 16:40:31,064 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 23:37:03, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7475, top5_acc: 0.9487, loss_cls: 1.8570, loss: 1.8570 +2024-07-07 16:40:53,877 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 23:36:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 1.8183, loss: 1.8183 +2024-07-07 16:41:16,902 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 23:35:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7575, top5_acc: 0.9637, loss_cls: 1.6799, loss: 1.6799 +2024-07-07 16:41:39,769 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 23:35:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7594, top5_acc: 0.9550, loss_cls: 1.7389, loss: 1.7389 +2024-07-07 16:42:02,609 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 23:34:24, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7362, top5_acc: 0.9550, loss_cls: 1.8110, loss: 1.8110 +2024-07-07 16:42:25,354 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 23:33:42, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9556, loss_cls: 1.7895, loss: 1.7895 +2024-07-07 16:42:48,041 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 23:32:59, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7506, top5_acc: 0.9594, loss_cls: 1.8033, loss: 1.8033 +2024-07-07 16:43:10,826 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 23:32:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7556, top5_acc: 0.9619, loss_cls: 1.7084, loss: 1.7084 +2024-07-07 16:43:33,460 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 23:31:34, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9644, loss_cls: 1.6763, loss: 1.6763 +2024-07-07 16:43:56,071 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 23:30:50, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.7500, top5_acc: 0.9606, loss_cls: 1.7471, loss: 1.7471 +2024-07-07 16:44:18,891 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 23:30:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7338, top5_acc: 0.9550, loss_cls: 1.8530, loss: 1.8530 +2024-07-07 16:44:41,718 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 23:29:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7462, top5_acc: 0.9544, loss_cls: 1.8733, loss: 1.8733 +2024-07-07 16:45:04,514 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 23:28:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7369, top5_acc: 0.9594, loss_cls: 1.8167, loss: 1.8167 +2024-07-07 16:45:27,312 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 23:28:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 1.7019, loss: 1.7019 +2024-07-07 16:45:50,292 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 23:27:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9694, loss_cls: 1.6626, loss: 1.6626 +2024-07-07 16:46:13,044 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 23:26:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9644, loss_cls: 1.7431, loss: 1.7431 +2024-07-07 16:46:35,807 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 23:26:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7306, top5_acc: 0.9569, loss_cls: 1.8355, loss: 1.8355 +2024-07-07 16:46:58,619 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 23:25:40, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9581, loss_cls: 1.7680, loss: 1.7680 +2024-07-07 16:47:21,418 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 23:25:01, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7538, top5_acc: 0.9663, loss_cls: 1.7420, loss: 1.7420 +2024-07-07 16:47:44,314 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 23:24:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 1.7064, loss: 1.7064 +2024-07-07 16:48:07,264 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 23:23:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7362, top5_acc: 0.9594, loss_cls: 1.8378, loss: 1.8378 +2024-07-07 16:48:09,072 - pyskl - INFO - Saving checkpoint at 7 epochs +2024-07-07 16:49:26,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 16:49:26,542 - pyskl - INFO - +top1_acc 0.7345 +top5_acc 0.9555 +2024-07-07 16:49:26,546 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_6.pth was removed +2024-07-07 16:49:26,667 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2024-07-07 16:49:26,668 - pyskl - INFO - Best top1_acc is 0.7345 at 7 epoch. +2024-07-07 16:49:26,670 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7345, top5_acc: 0.9555 +2024-07-07 16:50:06,274 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 23:28:24, time: 0.396, data_time: 0.168, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9712, loss_cls: 1.6944, loss: 1.6944 +2024-07-07 16:50:29,029 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 23:27:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 1.7480, loss: 1.7480 +2024-07-07 16:50:51,779 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 23:27:03, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 1.7985, loss: 1.7985 +2024-07-07 16:51:14,562 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 23:26:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9669, loss_cls: 1.6911, loss: 1.6911 +2024-07-07 16:51:37,513 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 23:25:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7462, top5_acc: 0.9637, loss_cls: 1.7746, loss: 1.7746 +2024-07-07 16:52:00,389 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 23:25:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 1.6394, loss: 1.6394 +2024-07-07 16:52:23,210 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 23:24:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9613, loss_cls: 1.8066, loss: 1.8066 +2024-07-07 16:52:46,099 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 23:23:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9594, loss_cls: 1.7681, loss: 1.7681 +2024-07-07 16:53:08,994 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 23:23:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9600, loss_cls: 1.7175, loss: 1.7175 +2024-07-07 16:53:31,846 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 23:22:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7394, top5_acc: 0.9581, loss_cls: 1.7797, loss: 1.7797 +2024-07-07 16:53:54,649 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 23:22:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 1.6746, loss: 1.6746 +2024-07-07 16:54:17,528 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:21:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 1.6188, loss: 1.6188 +2024-07-07 16:54:40,321 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:20:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7500, top5_acc: 0.9600, loss_cls: 1.7297, loss: 1.7297 +2024-07-07 16:55:03,114 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:20:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7556, top5_acc: 0.9644, loss_cls: 1.6941, loss: 1.6941 +2024-07-07 16:55:25,861 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:19:34, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9587, loss_cls: 1.7800, loss: 1.7800 +2024-07-07 16:55:48,666 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:18:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7594, top5_acc: 0.9650, loss_cls: 1.7090, loss: 1.7090 +2024-07-07 16:56:11,479 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:18:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 1.7113, loss: 1.7113 +2024-07-07 16:56:34,361 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:17:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 1.7253, loss: 1.7253 +2024-07-07 16:56:57,226 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:17:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 1.7198, loss: 1.7198 +2024-07-07 16:57:20,043 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:16:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7475, top5_acc: 0.9594, loss_cls: 1.7375, loss: 1.7375 +2024-07-07 16:57:42,976 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:15:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 1.6754, loss: 1.6754 +2024-07-07 16:58:05,814 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 23:15:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9631, loss_cls: 1.6880, loss: 1.6880 +2024-07-07 16:58:28,695 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 23:14:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9594, loss_cls: 1.7459, loss: 1.7459 +2024-07-07 16:58:51,568 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 23:14:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7594, top5_acc: 0.9694, loss_cls: 1.6595, loss: 1.6595 +2024-07-07 16:59:14,502 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 23:13:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.6761, loss: 1.6761 +2024-07-07 16:59:16,254 - pyskl - INFO - Saving checkpoint at 8 epochs +2024-07-07 17:00:33,716 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 17:00:33,785 - pyskl - INFO - +top1_acc 0.7339 +top5_acc 0.9600 +2024-07-07 17:00:33,787 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7339, top5_acc: 0.9600 +2024-07-07 17:01:13,915 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:17:44, time: 0.401, data_time: 0.172, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 1.7265, loss: 1.7265 +2024-07-07 17:01:36,744 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:17:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9669, loss_cls: 1.6955, loss: 1.6955 +2024-07-07 17:01:59,509 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:16:29, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 1.6566, loss: 1.6566 +2024-07-07 17:02:22,276 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:15:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9669, loss_cls: 1.6347, loss: 1.6347 +2024-07-07 17:02:45,010 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 23:15:14, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 1.6483, loss: 1.6483 +2024-07-07 17:03:07,840 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 23:14:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9725, loss_cls: 1.5545, loss: 1.5545 +2024-07-07 17:03:30,690 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 23:14:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9656, loss_cls: 1.6314, loss: 1.6314 +2024-07-07 17:03:53,563 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 23:13:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7538, top5_acc: 0.9594, loss_cls: 1.7345, loss: 1.7345 +2024-07-07 17:04:16,385 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 23:12:51, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9625, loss_cls: 1.6769, loss: 1.6769 +2024-07-07 17:04:39,173 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 23:12:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 1.5811, loss: 1.5811 +2024-07-07 17:05:01,991 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 23:11:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 1.6132, loss: 1.6132 +2024-07-07 17:05:24,872 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 23:11:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9656, loss_cls: 1.7381, loss: 1.7381 +2024-07-07 17:05:47,695 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 23:10:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9656, loss_cls: 1.6328, loss: 1.6328 +2024-07-07 17:06:10,533 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 23:09:55, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9712, loss_cls: 1.6208, loss: 1.6208 +2024-07-07 17:06:33,309 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 23:09:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 1.6295, loss: 1.6295 +2024-07-07 17:06:56,121 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 23:08:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9644, loss_cls: 1.7059, loss: 1.7059 +2024-07-07 17:07:18,866 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 23:08:07, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9650, loss_cls: 1.6479, loss: 1.6479 +2024-07-07 17:07:41,655 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 23:07:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9669, loss_cls: 1.5722, loss: 1.5722 +2024-07-07 17:08:04,462 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 23:06:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9481, loss_cls: 1.7566, loss: 1.7566 +2024-07-07 17:08:27,266 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 23:06:22, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9731, loss_cls: 1.5735, loss: 1.5735 +2024-07-07 17:08:50,042 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 23:05:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 1.5543, loss: 1.5543 +2024-07-07 17:09:12,853 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 23:05:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 1.6213, loss: 1.6213 +2024-07-07 17:09:35,648 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 23:04:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7469, top5_acc: 0.9544, loss_cls: 1.7268, loss: 1.7268 +2024-07-07 17:09:58,615 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 23:04:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 1.7192, loss: 1.7192 +2024-07-07 17:10:21,476 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 23:03:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9625, loss_cls: 1.6608, loss: 1.6608 +2024-07-07 17:10:23,219 - pyskl - INFO - Saving checkpoint at 9 epochs +2024-07-07 17:11:40,370 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 17:11:40,436 - pyskl - INFO - +top1_acc 0.7449 +top5_acc 0.9521 +2024-07-07 17:11:40,440 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_7.pth was removed +2024-07-07 17:11:40,561 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2024-07-07 17:11:40,561 - pyskl - INFO - Best top1_acc is 0.7449 at 9 epoch. +2024-07-07 17:11:40,563 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7449, top5_acc: 0.9521 +2024-07-07 17:12:21,064 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 23:07:11, time: 0.405, data_time: 0.174, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9681, loss_cls: 1.6545, loss: 1.6545 +2024-07-07 17:12:43,943 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 23:06:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9694, loss_cls: 1.6195, loss: 1.6195 +2024-07-07 17:13:06,874 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 23:06:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9694, loss_cls: 1.5940, loss: 1.5940 +2024-07-07 17:13:29,798 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 23:05:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 1.6487, loss: 1.6487 +2024-07-07 17:13:52,634 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 23:04:55, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 1.6782, loss: 1.6782 +2024-07-07 17:14:15,435 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 23:04:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 1.6162, loss: 1.6162 +2024-07-07 17:14:38,276 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 23:03:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 1.5179, loss: 1.5179 +2024-07-07 17:15:01,207 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 23:03:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9706, loss_cls: 1.5751, loss: 1.5751 +2024-07-07 17:15:23,999 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 23:02:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 1.6131, loss: 1.6131 +2024-07-07 17:15:46,759 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 23:02:03, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9700, loss_cls: 1.6386, loss: 1.6386 +2024-07-07 17:16:09,583 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 23:01:29, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 1.5599, loss: 1.5599 +2024-07-07 17:16:32,428 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 23:00:56, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9600, loss_cls: 1.7487, loss: 1.7487 +2024-07-07 17:16:55,282 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 23:00:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7594, top5_acc: 0.9663, loss_cls: 1.7172, loss: 1.7172 +2024-07-07 17:17:18,114 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 22:59:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 1.5626, loss: 1.5626 +2024-07-07 17:17:40,920 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 22:59:14, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7412, top5_acc: 0.9594, loss_cls: 1.7194, loss: 1.7194 +2024-07-07 17:18:03,746 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 22:58:41, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9663, loss_cls: 1.6124, loss: 1.6124 +2024-07-07 17:18:26,564 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 22:58:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 1.6508, loss: 1.6508 +2024-07-07 17:18:49,323 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 22:57:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 1.6126, loss: 1.6126 +2024-07-07 17:19:12,224 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 22:57:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9700, loss_cls: 1.6511, loss: 1.6511 +2024-07-07 17:19:35,049 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 22:56:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9719, loss_cls: 1.5861, loss: 1.5861 +2024-07-07 17:19:57,915 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 22:55:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 1.6422, loss: 1.6422 +2024-07-07 17:20:20,826 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 22:55:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 1.6233, loss: 1.6233 +2024-07-07 17:20:43,662 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 22:54:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9719, loss_cls: 1.5679, loss: 1.5679 +2024-07-07 17:21:06,509 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 22:54:17, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9644, loss_cls: 1.6678, loss: 1.6678 +2024-07-07 17:21:29,552 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 22:53:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 1.5589, loss: 1.5589 +2024-07-07 17:21:31,369 - pyskl - INFO - Saving checkpoint at 10 epochs +2024-07-07 17:22:48,925 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 17:22:48,992 - pyskl - INFO - +top1_acc 0.7552 +top5_acc 0.9614 +2024-07-07 17:22:48,996 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_9.pth was removed +2024-07-07 17:22:49,126 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2024-07-07 17:22:49,126 - pyskl - INFO - Best top1_acc is 0.7552 at 10 epoch. +2024-07-07 17:22:49,128 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7552, top5_acc: 0.9614 +2024-07-07 17:23:29,424 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 22:56:57, time: 0.403, data_time: 0.175, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9681, loss_cls: 1.6163, loss: 1.6163 +2024-07-07 17:23:52,277 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 22:56:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9669, loss_cls: 1.6409, loss: 1.6409 +2024-07-07 17:24:15,092 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 22:55:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9738, loss_cls: 1.5522, loss: 1.5522 +2024-07-07 17:24:37,859 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 22:55:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 1.4988, loss: 1.4988 +2024-07-07 17:25:00,631 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 22:54:41, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 1.5203, loss: 1.5203 +2024-07-07 17:25:23,415 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 22:54:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 1.6140, loss: 1.6140 +2024-07-07 17:25:46,195 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 22:53:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9669, loss_cls: 1.6606, loss: 1.6606 +2024-07-07 17:26:08,979 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 22:53:00, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 1.5422, loss: 1.5422 +2024-07-07 17:26:31,763 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 22:52:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 1.5200, loss: 1.5200 +2024-07-07 17:26:54,552 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 22:51:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9744, loss_cls: 1.5237, loss: 1.5237 +2024-07-07 17:27:17,389 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 22:51:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 1.6080, loss: 1.6080 +2024-07-07 17:27:40,301 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 22:50:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9631, loss_cls: 1.5967, loss: 1.5967 +2024-07-07 17:28:03,148 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 22:50:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 1.6295, loss: 1.6295 +2024-07-07 17:28:26,003 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 22:49:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 1.5543, loss: 1.5543 +2024-07-07 17:28:48,947 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 22:49:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9681, loss_cls: 1.5490, loss: 1.5490 +2024-07-07 17:29:11,832 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 22:48:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 1.5109, loss: 1.5109 +2024-07-07 17:29:34,760 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 22:48:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9706, loss_cls: 1.5654, loss: 1.5654 +2024-07-07 17:29:57,619 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 22:47:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9675, loss_cls: 1.5850, loss: 1.5850 +2024-07-07 17:30:20,526 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 22:47:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 1.5841, loss: 1.5841 +2024-07-07 17:30:43,371 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 22:46:34, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 1.5106, loss: 1.5106 +2024-07-07 17:31:06,185 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 22:46:01, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 1.5270, loss: 1.5270 +2024-07-07 17:31:29,056 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 22:45:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9706, loss_cls: 1.6375, loss: 1.6375 +2024-07-07 17:31:51,966 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 22:44:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9663, loss_cls: 1.6073, loss: 1.6073 +2024-07-07 17:32:14,864 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 22:44:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 1.6157, loss: 1.6157 +2024-07-07 17:32:37,782 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 22:43:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 1.5812, loss: 1.5812 +2024-07-07 17:32:39,612 - pyskl - INFO - Saving checkpoint at 11 epochs +2024-07-07 17:33:57,111 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 17:33:57,177 - pyskl - INFO - +top1_acc 0.7423 +top5_acc 0.9503 +2024-07-07 17:33:57,179 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7423, top5_acc: 0.9503 +2024-07-07 17:34:37,362 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 22:46:44, time: 0.402, data_time: 0.172, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 1.4053, loss: 1.4053 +2024-07-07 17:35:00,187 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 22:46:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 1.5196, loss: 1.5196 +2024-07-07 17:35:23,101 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 22:45:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 1.5271, loss: 1.5271 +2024-07-07 17:35:45,928 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 22:45:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9738, loss_cls: 1.5044, loss: 1.5044 +2024-07-07 17:36:08,717 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 22:44:35, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9750, loss_cls: 1.5101, loss: 1.5101 +2024-07-07 17:36:31,554 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 22:44:03, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 1.5558, loss: 1.5558 +2024-07-07 17:36:54,347 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 22:43:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 1.5913, loss: 1.5913 +2024-07-07 17:37:17,169 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 22:42:58, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 1.5655, loss: 1.5655 +2024-07-07 17:37:39,999 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 22:42:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 1.5676, loss: 1.5676 +2024-07-07 17:38:02,794 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 22:41:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 1.4813, loss: 1.4813 +2024-07-07 17:38:25,696 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 22:41:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 1.4540, loss: 1.4540 +2024-07-07 17:38:48,492 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 22:40:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 1.5300, loss: 1.5300 +2024-07-07 17:39:11,405 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 22:40:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 1.4986, loss: 1.4986 +2024-07-07 17:39:34,649 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 22:39:52, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 1.5990, loss: 1.5990 +2024-07-07 17:39:57,893 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 22:39:25, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9688, loss_cls: 1.5643, loss: 1.5643 +2024-07-07 17:40:20,830 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 22:38:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 1.5648, loss: 1.5648 +2024-07-07 17:40:43,648 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 22:38:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 1.4779, loss: 1.4779 +2024-07-07 17:41:06,427 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 22:37:51, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9712, loss_cls: 1.5563, loss: 1.5563 +2024-07-07 17:41:29,253 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 22:37:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 1.5878, loss: 1.5878 +2024-07-07 17:41:52,028 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 22:36:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9794, loss_cls: 1.4824, loss: 1.4824 +2024-07-07 17:42:14,859 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 22:36:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9681, loss_cls: 1.6374, loss: 1.6374 +2024-07-07 17:42:37,621 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 22:35:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 1.5511, loss: 1.5511 +2024-07-07 17:43:00,384 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 22:35:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 1.5728, loss: 1.5728 +2024-07-07 17:43:23,161 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 22:34:40, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9731, loss_cls: 1.5169, loss: 1.5169 +2024-07-07 17:43:46,132 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 22:34:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 1.6038, loss: 1.6038 +2024-07-07 17:43:47,891 - pyskl - INFO - Saving checkpoint at 12 epochs +2024-07-07 17:45:05,287 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 17:45:05,354 - pyskl - INFO - +top1_acc 0.7446 +top5_acc 0.9551 +2024-07-07 17:45:05,356 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7446, top5_acc: 0.9551 +2024-07-07 17:45:45,947 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 22:36:45, time: 0.406, data_time: 0.176, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 1.4873, loss: 1.4873 +2024-07-07 17:46:08,869 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 22:36:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 1.5437, loss: 1.5437 +2024-07-07 17:46:31,705 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 22:35:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 1.4934, loss: 1.4934 +2024-07-07 17:46:54,522 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 22:35:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 1.5851, loss: 1.5851 +2024-07-07 17:47:17,303 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 22:34:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 1.4934, loss: 1.4934 +2024-07-07 17:47:40,144 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 22:34:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 1.5315, loss: 1.5315 +2024-07-07 17:48:02,986 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 22:33:36, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 1.5483, loss: 1.5483 +2024-07-07 17:48:25,842 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 22:33:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 1.5036, loss: 1.5036 +2024-07-07 17:48:48,601 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 22:32:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9650, loss_cls: 1.6062, loss: 1.6062 +2024-07-07 17:49:11,438 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 22:32:02, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 1.4801, loss: 1.4801 +2024-07-07 17:49:34,137 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 22:31:29, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 1.5250, loss: 1.5250 +2024-07-07 17:49:56,866 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 22:30:57, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9788, loss_cls: 1.4104, loss: 1.4104 +2024-07-07 17:50:19,637 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 22:30:25, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9731, loss_cls: 1.4447, loss: 1.4447 +2024-07-07 17:50:42,513 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 22:29:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 1.4663, loss: 1.4663 +2024-07-07 17:51:05,308 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 22:29:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 1.5091, loss: 1.5091 +2024-07-07 17:51:28,104 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 22:28:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 1.5547, loss: 1.5547 +2024-07-07 17:51:50,924 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 22:28:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 1.5591, loss: 1.5591 +2024-07-07 17:52:13,642 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 22:27:49, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 1.4736, loss: 1.4736 +2024-07-07 17:52:36,424 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 22:27:17, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9756, loss_cls: 1.5235, loss: 1.5235 +2024-07-07 17:52:59,179 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 22:26:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 1.4658, loss: 1.4658 +2024-07-07 17:53:21,928 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 22:26:14, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 1.5884, loss: 1.5884 +2024-07-07 17:53:44,665 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 22:25:43, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9681, loss_cls: 1.5672, loss: 1.5672 +2024-07-07 17:54:07,460 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 22:25:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9669, loss_cls: 1.4739, loss: 1.4739 +2024-07-07 17:54:30,138 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 22:24:40, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 1.4396, loss: 1.4396 +2024-07-07 17:54:53,095 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 22:24:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 1.5493, loss: 1.5493 +2024-07-07 17:54:54,899 - pyskl - INFO - Saving checkpoint at 13 epochs +2024-07-07 17:56:12,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 17:56:12,810 - pyskl - INFO - +top1_acc 0.7653 +top5_acc 0.9632 +2024-07-07 17:56:12,813 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_10.pth was removed +2024-07-07 17:56:12,937 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2024-07-07 17:56:12,938 - pyskl - INFO - Best top1_acc is 0.7653 at 13 epoch. +2024-07-07 17:56:12,940 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7653, top5_acc: 0.9632 +2024-07-07 17:56:53,284 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 22:26:28, time: 0.403, data_time: 0.174, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9712, loss_cls: 1.4729, loss: 1.4729 +2024-07-07 17:57:16,220 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 22:25:58, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9725, loss_cls: 1.4418, loss: 1.4418 +2024-07-07 17:57:38,909 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 22:25:26, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 1.4524, loss: 1.4524 +2024-07-07 17:58:01,649 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 22:24:54, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.5174, loss: 1.5174 +2024-07-07 17:58:24,565 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 22:24:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 1.4520, loss: 1.4520 +2024-07-07 17:58:47,408 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 22:23:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 1.4238, loss: 1.4238 +2024-07-07 17:59:10,279 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 22:23:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 1.4745, loss: 1.4745 +2024-07-07 17:59:33,179 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 22:22:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 1.4627, loss: 1.4627 +2024-07-07 17:59:56,027 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 22:22:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 1.5464, loss: 1.5464 +2024-07-07 18:00:18,883 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 22:21:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 1.4967, loss: 1.4967 +2024-07-07 18:00:41,722 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 22:21:22, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 1.5170, loss: 1.5170 +2024-07-07 18:01:04,661 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 22:20:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 1.5219, loss: 1.5219 +2024-07-07 18:01:27,553 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 22:20:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 1.5589, loss: 1.5589 +2024-07-07 18:01:50,450 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 22:19:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9725, loss_cls: 1.4608, loss: 1.4608 +2024-07-07 18:02:13,343 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 22:19:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9719, loss_cls: 1.4779, loss: 1.4779 +2024-07-07 18:02:36,200 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 22:18:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 1.5083, loss: 1.5083 +2024-07-07 18:02:59,003 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 22:18:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9706, loss_cls: 1.5282, loss: 1.5282 +2024-07-07 18:03:21,832 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 22:17:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9725, loss_cls: 1.4788, loss: 1.4788 +2024-07-07 18:03:44,689 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:17:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9762, loss_cls: 1.4218, loss: 1.4218 +2024-07-07 18:04:07,479 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:16:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9694, loss_cls: 1.6459, loss: 1.6459 +2024-07-07 18:04:30,241 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:16:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 1.4385, loss: 1.4385 +2024-07-07 18:04:53,016 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:15:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 1.5816, loss: 1.5816 +2024-07-07 18:05:15,846 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:15:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 1.4284, loss: 1.4284 +2024-07-07 18:05:38,637 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 22:14:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 1.5341, loss: 1.5341 +2024-07-07 18:06:01,564 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 22:14:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 1.4302, loss: 1.4302 +2024-07-07 18:06:03,362 - pyskl - INFO - Saving checkpoint at 14 epochs +2024-07-07 18:07:20,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 18:07:20,899 - pyskl - INFO - +top1_acc 0.7707 +top5_acc 0.9563 +2024-07-07 18:07:20,903 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_13.pth was removed +2024-07-07 18:07:21,029 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2024-07-07 18:07:21,030 - pyskl - INFO - Best top1_acc is 0.7707 at 14 epoch. +2024-07-07 18:07:21,031 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7707, top5_acc: 0.9563 +2024-07-07 18:08:01,840 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:16:30, time: 0.408, data_time: 0.178, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9744, loss_cls: 1.4540, loss: 1.4540 +2024-07-07 18:08:24,717 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:16:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9788, loss_cls: 1.4082, loss: 1.4082 +2024-07-07 18:08:47,541 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:15:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 1.4886, loss: 1.4886 +2024-07-07 18:09:10,418 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:15:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 1.4574, loss: 1.4574 +2024-07-07 18:09:33,255 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 22:14:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9731, loss_cls: 1.4370, loss: 1.4370 +2024-07-07 18:09:56,048 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 22:13:59, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9781, loss_cls: 1.4468, loss: 1.4468 +2024-07-07 18:10:18,832 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 22:13:29, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 1.5296, loss: 1.5296 +2024-07-07 18:10:41,580 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 22:12:58, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 1.4652, loss: 1.4652 +2024-07-07 18:11:04,438 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 22:12:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9762, loss_cls: 1.4105, loss: 1.4105 +2024-07-07 18:11:27,281 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 22:11:58, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 1.5378, loss: 1.5378 +2024-07-07 18:11:50,149 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 22:11:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9700, loss_cls: 1.4936, loss: 1.4936 +2024-07-07 18:12:13,068 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 22:11:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 1.4701, loss: 1.4701 +2024-07-07 18:12:35,957 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 22:10:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9694, loss_cls: 1.5699, loss: 1.5699 +2024-07-07 18:12:58,847 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 22:10:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 1.4378, loss: 1.4378 +2024-07-07 18:13:21,827 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 22:09:32, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 1.4484, loss: 1.4484 +2024-07-07 18:13:44,671 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 22:09:03, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9731, loss_cls: 1.4689, loss: 1.4689 +2024-07-07 18:14:07,592 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 22:08:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9731, loss_cls: 1.4606, loss: 1.4606 +2024-07-07 18:14:30,463 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 22:08:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 1.4543, loss: 1.4543 +2024-07-07 18:14:53,339 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 22:07:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 1.4116, loss: 1.4116 +2024-07-07 18:15:16,253 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 22:07:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 1.4616, loss: 1.4616 +2024-07-07 18:15:39,144 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 22:06:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 1.4331, loss: 1.4331 +2024-07-07 18:16:01,998 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 22:06:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 1.5607, loss: 1.5607 +2024-07-07 18:16:24,825 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 22:05:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 1.4462, loss: 1.4462 +2024-07-07 18:16:47,778 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 22:05:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9781, loss_cls: 1.4498, loss: 1.4498 +2024-07-07 18:17:10,671 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 22:04:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 1.4694, loss: 1.4694 +2024-07-07 18:17:12,462 - pyskl - INFO - Saving checkpoint at 15 epochs +2024-07-07 18:18:29,854 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 18:18:29,921 - pyskl - INFO - +top1_acc 0.7821 +top5_acc 0.9661 +2024-07-07 18:18:29,924 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_14.pth was removed +2024-07-07 18:18:30,046 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2024-07-07 18:18:30,047 - pyskl - INFO - Best top1_acc is 0.7821 at 15 epoch. +2024-07-07 18:18:30,049 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7821, top5_acc: 0.9661 +2024-07-07 18:19:10,316 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 22:06:34, time: 0.403, data_time: 0.172, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 1.4654, loss: 1.4654 +2024-07-07 18:19:33,246 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 22:06:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9775, loss_cls: 1.4356, loss: 1.4356 +2024-07-07 18:19:56,110 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 22:05:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 1.4585, loss: 1.4585 +2024-07-07 18:20:19,003 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 22:05:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 1.3841, loss: 1.3841 +2024-07-07 18:20:42,068 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 22:04:39, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 1.5145, loss: 1.5145 +2024-07-07 18:21:05,347 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 22:04:13, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 1.5063, loss: 1.5063 +2024-07-07 18:21:28,236 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 22:03:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 1.4390, loss: 1.4390 +2024-07-07 18:21:51,158 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 22:03:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9725, loss_cls: 1.4701, loss: 1.4701 +2024-07-07 18:22:14,010 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 22:02:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9712, loss_cls: 1.5349, loss: 1.5349 +2024-07-07 18:22:36,789 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 22:02:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 1.4576, loss: 1.4576 +2024-07-07 18:22:59,663 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 22:01:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 1.5070, loss: 1.5070 +2024-07-07 18:23:22,454 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 22:01:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 1.3690, loss: 1.3690 +2024-07-07 18:23:45,253 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 22:00:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 1.4758, loss: 1.4758 +2024-07-07 18:24:08,185 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 22:00:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 1.3875, loss: 1.3875 +2024-07-07 18:24:31,065 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 21:59:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9762, loss_cls: 1.3953, loss: 1.3953 +2024-07-07 18:24:53,844 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 21:59:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 1.3850, loss: 1.3850 +2024-07-07 18:25:16,620 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 21:58:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 1.4640, loss: 1.4640 +2024-07-07 18:25:39,392 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 21:58:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 1.5618, loss: 1.5618 +2024-07-07 18:26:02,237 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 21:57:51, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9719, loss_cls: 1.5031, loss: 1.5031 +2024-07-07 18:26:25,037 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 21:57:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 1.4781, loss: 1.4781 +2024-07-07 18:26:47,836 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 21:56:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 1.3591, loss: 1.3591 +2024-07-07 18:27:10,659 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 21:56:22, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 1.5400, loss: 1.5400 +2024-07-07 18:27:33,489 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 21:55:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9750, loss_cls: 1.4489, loss: 1.4489 +2024-07-07 18:27:56,297 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 21:55:24, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 1.4269, loss: 1.4269 +2024-07-07 18:28:19,121 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 21:54:55, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 1.4422, loss: 1.4422 +2024-07-07 18:28:20,884 - pyskl - INFO - Saving checkpoint at 16 epochs +2024-07-07 18:29:37,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 18:29:37,828 - pyskl - INFO - +top1_acc 0.7343 +top5_acc 0.9464 +2024-07-07 18:29:37,830 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7343, top5_acc: 0.9464 +2024-07-07 18:30:17,787 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 21:56:36, time: 0.400, data_time: 0.171, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 1.3102, loss: 1.3102 +2024-07-07 18:30:40,885 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 21:56:09, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 1.4803, loss: 1.4803 +2024-07-07 18:31:03,816 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 21:55:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 1.3789, loss: 1.3789 +2024-07-07 18:31:26,705 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 21:55:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9794, loss_cls: 1.3717, loss: 1.3717 +2024-07-07 18:31:49,575 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 21:54:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 1.4114, loss: 1.4114 +2024-07-07 18:32:12,337 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 21:54:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9706, loss_cls: 1.5227, loss: 1.5227 +2024-07-07 18:32:35,100 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 21:53:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9688, loss_cls: 1.4738, loss: 1.4738 +2024-07-07 18:32:57,867 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 21:53:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 1.4966, loss: 1.4966 +2024-07-07 18:33:20,638 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 21:52:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 1.3617, loss: 1.3617 +2024-07-07 18:33:43,448 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 21:52:14, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 1.4454, loss: 1.4454 +2024-07-07 18:34:06,296 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 21:51:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 1.3567, loss: 1.3567 +2024-07-07 18:34:29,186 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 21:51:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 1.4978, loss: 1.4978 +2024-07-07 18:34:52,008 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 21:50:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 1.4948, loss: 1.4948 +2024-07-07 18:35:14,863 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 21:50:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 1.4692, loss: 1.4692 +2024-07-07 18:35:37,740 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 21:49:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 1.3732, loss: 1.3732 +2024-07-07 18:36:00,588 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 21:49:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 1.3885, loss: 1.3885 +2024-07-07 18:36:23,433 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 21:48:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 1.4240, loss: 1.4240 +2024-07-07 18:36:46,390 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 21:48:24, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 1.3335, loss: 1.3335 +2024-07-07 18:37:09,245 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 21:47:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 1.3718, loss: 1.3718 +2024-07-07 18:37:32,141 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 21:47:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 1.5342, loss: 1.5342 +2024-07-07 18:37:54,988 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 21:46:59, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9756, loss_cls: 1.4123, loss: 1.4123 +2024-07-07 18:38:17,719 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 21:46:29, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 1.4368, loss: 1.4368 +2024-07-07 18:38:40,458 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 21:46:00, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 1.3989, loss: 1.3989 +2024-07-07 18:39:03,299 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 21:45:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 1.4084, loss: 1.4084 +2024-07-07 18:39:26,125 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 21:45:02, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 1.4747, loss: 1.4747 +2024-07-07 18:39:27,879 - pyskl - INFO - Saving checkpoint at 17 epochs +2024-07-07 18:40:45,241 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 18:40:45,308 - pyskl - INFO - +top1_acc 0.7582 +top5_acc 0.9589 +2024-07-07 18:40:45,310 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7582, top5_acc: 0.9589 +2024-07-07 18:41:25,829 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 21:46:39, time: 0.405, data_time: 0.177, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 1.3378, loss: 1.3378 +2024-07-07 18:41:48,827 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 21:46:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9831, loss_cls: 1.3013, loss: 1.3013 +2024-07-07 18:42:11,634 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 21:45:42, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9819, loss_cls: 1.3135, loss: 1.3135 +2024-07-07 18:42:34,525 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 21:45:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9725, loss_cls: 1.4970, loss: 1.4970 +2024-07-07 18:42:57,375 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 21:44:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9725, loss_cls: 1.4023, loss: 1.4023 +2024-07-07 18:43:20,178 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 21:44:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 1.4762, loss: 1.4762 +2024-07-07 18:43:43,023 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 21:43:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 1.3494, loss: 1.3494 +2024-07-07 18:44:05,897 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 21:43:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 1.3697, loss: 1.3697 +2024-07-07 18:44:28,749 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 21:42:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 1.4139, loss: 1.4139 +2024-07-07 18:44:51,633 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 21:42:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 1.4651, loss: 1.4651 +2024-07-07 18:45:14,519 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 21:41:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 1.4261, loss: 1.4261 +2024-07-07 18:45:37,401 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 21:41:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 1.3794, loss: 1.3794 +2024-07-07 18:46:00,219 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 21:40:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 1.3878, loss: 1.3878 +2024-07-07 18:46:23,023 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 21:40:28, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 1.4778, loss: 1.4778 +2024-07-07 18:46:45,935 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 21:40:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 1.3531, loss: 1.3531 +2024-07-07 18:47:08,821 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 21:39:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9731, loss_cls: 1.4327, loss: 1.4327 +2024-07-07 18:47:31,652 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 21:39:03, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 1.4060, loss: 1.4060 +2024-07-07 18:47:54,491 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 21:38:35, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9781, loss_cls: 1.3668, loss: 1.3668 +2024-07-07 18:48:17,211 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 21:38:05, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9725, loss_cls: 1.4420, loss: 1.4420 +2024-07-07 18:48:40,281 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 21:37:39, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 1.4644, loss: 1.4644 +2024-07-07 18:49:03,503 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 21:37:13, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 1.5200, loss: 1.5200 +2024-07-07 18:49:26,499 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 21:36:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 1.4327, loss: 1.4327 +2024-07-07 18:49:49,299 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 21:36:17, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 1.4755, loss: 1.4755 +2024-07-07 18:50:12,193 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 21:35:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9750, loss_cls: 1.4443, loss: 1.4443 +2024-07-07 18:50:35,074 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 21:35:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 1.2741, loss: 1.2741 +2024-07-07 18:50:36,916 - pyskl - INFO - Saving checkpoint at 18 epochs +2024-07-07 18:51:54,345 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 18:51:54,411 - pyskl - INFO - +top1_acc 0.7883 +top5_acc 0.9666 +2024-07-07 18:51:54,415 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_15.pth was removed +2024-07-07 18:51:54,537 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2024-07-07 18:51:54,537 - pyskl - INFO - Best top1_acc is 0.7883 at 18 epoch. +2024-07-07 18:51:54,539 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7883, top5_acc: 0.9666 +2024-07-07 18:52:34,696 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 21:36:48, time: 0.402, data_time: 0.170, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9769, loss_cls: 1.4324, loss: 1.4324 +2024-07-07 18:52:57,655 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 21:36:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 1.4329, loss: 1.4329 +2024-07-07 18:53:20,715 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 21:35:53, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 1.3301, loss: 1.3301 +2024-07-07 18:53:43,726 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 21:35:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 1.3934, loss: 1.3934 +2024-07-07 18:54:06,567 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 21:34:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9788, loss_cls: 1.3039, loss: 1.3039 +2024-07-07 18:54:29,451 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 21:34:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9719, loss_cls: 1.4441, loss: 1.4441 +2024-07-07 18:54:52,287 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 21:34:01, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 1.4755, loss: 1.4755 +2024-07-07 18:55:15,094 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 21:33:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 1.3499, loss: 1.3499 +2024-07-07 18:55:37,926 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 21:33:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 1.3352, loss: 1.3352 +2024-07-07 18:56:00,784 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 21:32:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.4557, loss: 1.4557 +2024-07-07 18:56:23,701 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 21:32:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 1.4201, loss: 1.4201 +2024-07-07 18:56:46,509 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 21:31:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 1.4097, loss: 1.4097 +2024-07-07 18:57:09,302 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 21:31:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9769, loss_cls: 1.3503, loss: 1.3503 +2024-07-07 18:57:32,091 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 21:30:42, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 1.3515, loss: 1.3515 +2024-07-07 18:57:54,932 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 21:30:14, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9775, loss_cls: 1.3103, loss: 1.3103 +2024-07-07 18:58:17,762 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 21:29:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 1.3877, loss: 1.3877 +2024-07-07 18:58:40,560 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 21:29:17, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 1.4267, loss: 1.4267 +2024-07-07 18:59:03,387 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 21:28:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 1.4350, loss: 1.4350 +2024-07-07 18:59:26,244 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 21:28:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 1.3591, loss: 1.3591 +2024-07-07 18:59:49,362 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 21:27:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.4070, loss: 1.4070 +2024-07-07 19:00:12,304 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 21:27:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 1.3852, loss: 1.3852 +2024-07-07 19:00:35,202 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 21:26:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 1.3640, loss: 1.3640 +2024-07-07 19:00:58,170 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 21:26:32, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 1.3672, loss: 1.3672 +2024-07-07 19:01:21,191 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 21:26:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 1.4450, loss: 1.4450 +2024-07-07 19:01:44,260 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:25:39, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9762, loss_cls: 1.3508, loss: 1.3508 +2024-07-07 19:01:46,064 - pyskl - INFO - Saving checkpoint at 19 epochs +2024-07-07 19:03:03,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 19:03:03,188 - pyskl - INFO - +top1_acc 0.7747 +top5_acc 0.9606 +2024-07-07 19:03:03,191 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7747, top5_acc: 0.9606 +2024-07-07 19:03:43,290 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 21:26:58, time: 0.401, data_time: 0.172, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 1.3189, loss: 1.3189 +2024-07-07 19:04:06,412 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 21:26:32, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 1.2574, loss: 1.2574 +2024-07-07 19:04:29,239 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 21:26:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 1.3875, loss: 1.3875 +2024-07-07 19:04:52,181 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:25:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 1.3593, loss: 1.3593 +2024-07-07 19:05:15,029 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:25:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9644, loss_cls: 1.3432, loss: 1.3432 +2024-07-07 19:05:37,932 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:24:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 1.3633, loss: 1.3633 +2024-07-07 19:06:00,759 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:24:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9769, loss_cls: 1.4108, loss: 1.4108 +2024-07-07 19:06:23,571 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:23:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 1.3973, loss: 1.3973 +2024-07-07 19:06:46,362 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:23:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 1.2854, loss: 1.2854 +2024-07-07 19:07:09,163 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:22:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 1.3746, loss: 1.3746 +2024-07-07 19:07:31,960 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:22:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 1.4115, loss: 1.4115 +2024-07-07 19:07:54,808 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:21:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 1.3666, loss: 1.3666 +2024-07-07 19:08:17,667 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:21:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9750, loss_cls: 1.4043, loss: 1.4043 +2024-07-07 19:08:40,542 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:20:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 1.3629, loss: 1.3629 +2024-07-07 19:09:03,425 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:20:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 1.3530, loss: 1.3530 +2024-07-07 19:09:26,316 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:19:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 1.3353, loss: 1.3353 +2024-07-07 19:09:49,476 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:19:34, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 1.4256, loss: 1.4256 +2024-07-07 19:10:12,396 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:19:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 1.3882, loss: 1.3882 +2024-07-07 19:10:35,276 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:18:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 1.3575, loss: 1.3575 +2024-07-07 19:10:58,176 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:18:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 1.2759, loss: 1.2759 +2024-07-07 19:11:21,068 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:17:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 1.3823, loss: 1.3823 +2024-07-07 19:11:43,957 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:17:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9775, loss_cls: 1.3900, loss: 1.3900 +2024-07-07 19:12:06,786 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:16:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 1.3645, loss: 1.3645 +2024-07-07 19:12:29,729 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:16:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 1.3262, loss: 1.3262 +2024-07-07 19:12:52,714 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:15:54, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 1.3848, loss: 1.3848 +2024-07-07 19:12:54,460 - pyskl - INFO - Saving checkpoint at 20 epochs +2024-07-07 19:14:11,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 19:14:11,571 - pyskl - INFO - +top1_acc 0.6776 +top5_acc 0.9384 +2024-07-07 19:14:11,573 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.6776, top5_acc: 0.9384 +2024-07-07 19:14:51,696 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:17:08, time: 0.401, data_time: 0.173, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 1.2641, loss: 1.2641 +2024-07-07 19:15:14,676 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:16:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 1.3732, loss: 1.3732 +2024-07-07 19:15:37,552 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:16:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 1.4151, loss: 1.4151 +2024-07-07 19:16:00,491 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:15:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 1.3725, loss: 1.3725 +2024-07-07 19:16:23,410 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:15:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 1.3779, loss: 1.3779 +2024-07-07 19:16:46,346 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:14:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 1.2498, loss: 1.2498 +2024-07-07 19:17:09,269 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 21:14:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9794, loss_cls: 1.3708, loss: 1.3708 +2024-07-07 19:17:32,147 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 21:13:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 1.3158, loss: 1.3158 +2024-07-07 19:17:55,116 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 21:13:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9800, loss_cls: 1.3546, loss: 1.3546 +2024-07-07 19:18:18,034 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 21:13:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 1.3950, loss: 1.3950 +2024-07-07 19:18:41,007 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 21:12:35, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 1.3860, loss: 1.3860 +2024-07-07 19:19:04,020 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 21:12:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 1.4124, loss: 1.4124 +2024-07-07 19:19:27,015 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 21:11:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 1.3328, loss: 1.3328 +2024-07-07 19:19:49,978 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 21:11:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 1.3240, loss: 1.3240 +2024-07-07 19:20:12,920 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 21:10:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9762, loss_cls: 1.3311, loss: 1.3311 +2024-07-07 19:20:35,991 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 21:10:21, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 1.3665, loss: 1.3665 +2024-07-07 19:20:59,004 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 21:09:54, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 1.3641, loss: 1.3641 +2024-07-07 19:21:21,895 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 21:09:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 1.3159, loss: 1.3159 +2024-07-07 19:21:44,855 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 21:09:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 1.3152, loss: 1.3152 +2024-07-07 19:22:07,795 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 21:08:33, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 1.3719, loss: 1.3719 +2024-07-07 19:22:30,729 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 21:08:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 1.2817, loss: 1.2817 +2024-07-07 19:22:53,561 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 21:07:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 1.2149, loss: 1.2149 +2024-07-07 19:23:16,387 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 21:07:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 1.3906, loss: 1.3906 +2024-07-07 19:23:39,312 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 21:06:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9712, loss_cls: 1.4176, loss: 1.4176 +2024-07-07 19:24:02,265 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 21:06:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 1.3780, loss: 1.3780 +2024-07-07 19:24:04,069 - pyskl - INFO - Saving checkpoint at 21 epochs +2024-07-07 19:25:21,711 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 19:25:21,779 - pyskl - INFO - +top1_acc 0.7477 +top5_acc 0.9535 +2024-07-07 19:25:21,781 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7477, top5_acc: 0.9535 +2024-07-07 19:26:02,003 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 21:07:25, time: 0.402, data_time: 0.173, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 1.3640, loss: 1.3640 +2024-07-07 19:26:24,731 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 21:06:57, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 1.3385, loss: 1.3385 +2024-07-07 19:26:47,695 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 21:06:30, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 1.3587, loss: 1.3587 +2024-07-07 19:27:10,519 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 21:06:02, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 1.2422, loss: 1.2422 +2024-07-07 19:27:33,374 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 21:05:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 1.3301, loss: 1.3301 +2024-07-07 19:27:56,170 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 21:05:06, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 1.3531, loss: 1.3531 +2024-07-07 19:28:18,896 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 21:04:38, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 1.3525, loss: 1.3525 +2024-07-07 19:28:41,714 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 21:04:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.3616, loss: 1.3616 +2024-07-07 19:29:04,529 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 21:03:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 1.4011, loss: 1.4011 +2024-07-07 19:29:27,309 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 21:03:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 1.3335, loss: 1.3335 +2024-07-07 19:29:50,130 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 21:02:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 1.3484, loss: 1.3484 +2024-07-07 19:30:12,901 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 21:02:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 1.3431, loss: 1.3431 +2024-07-07 19:30:35,674 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 21:01:51, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 1.3744, loss: 1.3744 +2024-07-07 19:30:58,421 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 21:01:23, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 1.3609, loss: 1.3609 +2024-07-07 19:31:21,225 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 21:00:55, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 1.3358, loss: 1.3358 +2024-07-07 19:31:44,039 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 21:00:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 1.3117, loss: 1.3117 +2024-07-07 19:32:06,856 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 21:00:00, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 1.3244, loss: 1.3244 +2024-07-07 19:32:29,664 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 20:59:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9750, loss_cls: 1.4043, loss: 1.4043 +2024-07-07 19:32:52,508 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 20:59:05, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 1.3011, loss: 1.3011 +2024-07-07 19:33:15,369 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 20:58:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 1.3264, loss: 1.3264 +2024-07-07 19:33:38,272 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 20:58:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 1.3873, loss: 1.3873 +2024-07-07 19:34:01,119 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 20:57:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 1.3477, loss: 1.3477 +2024-07-07 19:34:23,987 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 20:57:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 1.3131, loss: 1.3131 +2024-07-07 19:34:46,838 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 20:56:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 1.3596, loss: 1.3596 +2024-07-07 19:35:09,772 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 20:56:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 1.3397, loss: 1.3397 +2024-07-07 19:35:11,576 - pyskl - INFO - Saving checkpoint at 22 epochs +2024-07-07 19:36:29,045 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 19:36:29,112 - pyskl - INFO - +top1_acc 0.7856 +top5_acc 0.9631 +2024-07-07 19:36:29,114 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7856, top5_acc: 0.9631 +2024-07-07 19:37:09,049 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 20:57:24, time: 0.399, data_time: 0.170, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9850, loss_cls: 1.2203, loss: 1.2203 +2024-07-07 19:37:31,976 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 20:56:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 1.2419, loss: 1.2419 +2024-07-07 19:37:54,734 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 20:56:29, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 1.1937, loss: 1.1937 +2024-07-07 19:38:17,437 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 20:56:01, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 1.3576, loss: 1.3576 +2024-07-07 19:38:40,255 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 20:55:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 1.3250, loss: 1.3250 +2024-07-07 19:39:03,174 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 20:55:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 1.3645, loss: 1.3645 +2024-07-07 19:39:26,058 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 20:54:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 1.3164, loss: 1.3164 +2024-07-07 19:39:48,852 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 20:54:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 1.2410, loss: 1.2410 +2024-07-07 19:40:11,664 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 20:53:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 1.2493, loss: 1.2493 +2024-07-07 19:40:34,382 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 20:53:16, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 1.3541, loss: 1.3541 +2024-07-07 19:40:57,119 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 20:52:48, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 1.3226, loss: 1.3226 +2024-07-07 19:41:20,066 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 20:52:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 1.3450, loss: 1.3450 +2024-07-07 19:41:43,169 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 20:51:55, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9806, loss_cls: 1.2791, loss: 1.2791 +2024-07-07 19:42:06,025 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 20:51:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9800, loss_cls: 1.2847, loss: 1.2847 +2024-07-07 19:42:28,766 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 20:51:00, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 1.3417, loss: 1.3417 +2024-07-07 19:42:51,587 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 20:50:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 1.2468, loss: 1.2468 +2024-07-07 19:43:14,374 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 20:50:05, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 1.4826, loss: 1.4826 +2024-07-07 19:43:37,184 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 20:49:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9800, loss_cls: 1.3617, loss: 1.3617 +2024-07-07 19:43:59,965 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 20:49:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 1.3041, loss: 1.3041 +2024-07-07 19:44:22,795 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 20:48:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 1.3860, loss: 1.3860 +2024-07-07 19:44:45,635 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 20:48:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 1.2863, loss: 1.2863 +2024-07-07 19:45:08,435 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 20:47:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9756, loss_cls: 1.4375, loss: 1.4375 +2024-07-07 19:45:31,215 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 20:47:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 1.3664, loss: 1.3664 +2024-07-07 19:45:54,282 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 20:46:55, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 1.4026, loss: 1.4026 +2024-07-07 19:46:17,043 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 20:46:27, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 1.3953, loss: 1.3953 +2024-07-07 19:46:18,850 - pyskl - INFO - Saving checkpoint at 23 epochs +2024-07-07 19:47:35,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 19:47:36,034 - pyskl - INFO - +top1_acc 0.7695 +top5_acc 0.9575 +2024-07-07 19:47:36,036 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7695, top5_acc: 0.9575 +2024-07-07 19:48:15,991 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 20:47:25, time: 0.399, data_time: 0.172, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 1.2889, loss: 1.2889 +2024-07-07 19:48:38,749 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 20:46:58, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8387, top5_acc: 0.9862, loss_cls: 1.1812, loss: 1.1812 +2024-07-07 19:49:01,515 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 20:46:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 1.3051, loss: 1.3051 +2024-07-07 19:49:24,226 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 20:46:02, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 1.3820, loss: 1.3820 +2024-07-07 19:49:46,997 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 20:45:34, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 1.3428, loss: 1.3428 +2024-07-07 19:50:09,755 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 20:45:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 1.2637, loss: 1.2637 +2024-07-07 19:50:32,488 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 20:44:39, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 1.3004, loss: 1.3004 +2024-07-07 19:50:55,194 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 20:44:11, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 1.3081, loss: 1.3081 +2024-07-07 19:51:17,880 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 20:43:43, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 1.3140, loss: 1.3140 +2024-07-07 19:51:40,451 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 20:43:14, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 1.3415, loss: 1.3415 +2024-07-07 19:52:03,216 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 20:42:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 1.2236, loss: 1.2236 +2024-07-07 19:52:25,940 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 20:42:19, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 1.3786, loss: 1.3786 +2024-07-07 19:52:48,724 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 20:41:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 1.2212, loss: 1.2212 +2024-07-07 19:53:11,464 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 20:41:24, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 1.3848, loss: 1.3848 +2024-07-07 19:53:34,280 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 20:40:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 1.3306, loss: 1.3306 +2024-07-07 19:53:57,111 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 20:40:30, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 1.3240, loss: 1.3240 +2024-07-07 19:54:19,857 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 20:40:02, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 1.2434, loss: 1.2434 +2024-07-07 19:54:42,607 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 20:39:35, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 1.3264, loss: 1.3264 +2024-07-07 19:55:05,346 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 20:39:07, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 1.3082, loss: 1.3082 +2024-07-07 19:55:28,169 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 20:38:40, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 1.3222, loss: 1.3222 +2024-07-07 19:55:50,972 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 20:38:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 1.3189, loss: 1.3189 +2024-07-07 19:56:13,751 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 20:37:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 1.3286, loss: 1.3286 +2024-07-07 19:56:36,604 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 20:37:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 1.2049, loss: 1.2049 +2024-07-07 19:56:59,665 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 20:36:53, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 1.2437, loss: 1.2437 +2024-07-07 19:57:22,757 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 20:36:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9750, loss_cls: 1.3938, loss: 1.3938 +2024-07-07 19:57:24,599 - pyskl - INFO - Saving checkpoint at 24 epochs +2024-07-07 19:58:41,450 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 19:58:41,516 - pyskl - INFO - +top1_acc 0.7725 +top5_acc 0.9632 +2024-07-07 19:58:41,518 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7725, top5_acc: 0.9632 +2024-07-07 19:59:21,255 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 20:37:20, time: 0.397, data_time: 0.170, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 1.2897, loss: 1.2897 +2024-07-07 19:59:44,180 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 20:36:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 1.2640, loss: 1.2640 +2024-07-07 20:00:07,003 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 20:36:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 1.2982, loss: 1.2982 +2024-07-07 20:00:29,804 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 20:35:59, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 1.2850, loss: 1.2850 +2024-07-07 20:00:52,580 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 20:35:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 1.3121, loss: 1.3121 +2024-07-07 20:01:15,439 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 20:35:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 1.2345, loss: 1.2345 +2024-07-07 20:01:38,214 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 20:34:37, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 1.3381, loss: 1.3381 +2024-07-07 20:02:01,022 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 20:34:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 1.3111, loss: 1.3111 +2024-07-07 20:02:23,879 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 20:33:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 1.1846, loss: 1.1846 +2024-07-07 20:02:46,700 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 20:33:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 1.3074, loss: 1.3074 +2024-07-07 20:03:09,534 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 20:32:49, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9806, loss_cls: 1.2522, loss: 1.2522 +2024-07-07 20:03:32,368 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 20:32:22, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9756, loss_cls: 1.3129, loss: 1.3129 +2024-07-07 20:03:55,241 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 20:31:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 1.3033, loss: 1.3033 +2024-07-07 20:04:18,086 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 20:31:28, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 1.2740, loss: 1.2740 +2024-07-07 20:04:40,929 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 20:31:02, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 1.3261, loss: 1.3261 +2024-07-07 20:05:03,809 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 20:30:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 1.2544, loss: 1.2544 +2024-07-07 20:05:26,601 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 20:30:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 1.2660, loss: 1.2660 +2024-07-07 20:05:49,450 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 20:29:41, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 1.2875, loss: 1.2875 +2024-07-07 20:06:12,255 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 20:29:14, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 1.2594, loss: 1.2594 +2024-07-07 20:06:35,112 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 20:28:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 1.2570, loss: 1.2570 +2024-07-07 20:06:57,916 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 20:28:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 1.3414, loss: 1.3414 +2024-07-07 20:07:20,687 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 20:27:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 1.3099, loss: 1.3099 +2024-07-07 20:07:43,555 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:27:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 1.3435, loss: 1.3435 +2024-07-07 20:08:06,462 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:27:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 1.4157, loss: 1.4157 +2024-07-07 20:08:29,374 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:26:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 1.3296, loss: 1.3296 +2024-07-07 20:08:31,152 - pyskl - INFO - Saving checkpoint at 25 epochs +2024-07-07 20:09:48,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 20:09:48,421 - pyskl - INFO - +top1_acc 0.7821 +top5_acc 0.9619 +2024-07-07 20:09:48,423 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7821, top5_acc: 0.9619 +2024-07-07 20:10:28,167 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:27:23, time: 0.397, data_time: 0.169, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 1.2075, loss: 1.2075 +2024-07-07 20:10:50,985 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:26:56, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 1.2383, loss: 1.2383 +2024-07-07 20:11:13,790 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:26:29, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9806, loss_cls: 1.2647, loss: 1.2647 +2024-07-07 20:11:36,689 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:26:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 1.2526, loss: 1.2526 +2024-07-07 20:11:59,458 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:25:35, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 1.2273, loss: 1.2273 +2024-07-07 20:12:22,258 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:25:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 1.2582, loss: 1.2582 +2024-07-07 20:12:45,094 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:24:41, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 1.3342, loss: 1.3342 +2024-07-07 20:13:07,965 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:24:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 1.2919, loss: 1.2919 +2024-07-07 20:13:31,211 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:23:50, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 1.2892, loss: 1.2892 +2024-07-07 20:13:54,378 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:23:24, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 1.3144, loss: 1.3144 +2024-07-07 20:14:17,277 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:22:58, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 1.3173, loss: 1.3173 +2024-07-07 20:14:40,107 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:22:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 1.2300, loss: 1.2300 +2024-07-07 20:15:02,930 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:22:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9819, loss_cls: 1.2511, loss: 1.2511 +2024-07-07 20:15:25,758 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:21:37, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 1.3823, loss: 1.3823 +2024-07-07 20:15:48,739 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:21:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 1.2483, loss: 1.2483 +2024-07-07 20:16:11,564 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:20:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 1.2465, loss: 1.2465 +2024-07-07 20:16:34,420 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:20:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 1.1764, loss: 1.1764 +2024-07-07 20:16:57,267 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:19:51, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 1.3937, loss: 1.3937 +2024-07-07 20:17:20,105 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:19:25, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 1.3033, loss: 1.3033 +2024-07-07 20:17:42,943 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:18:58, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 1.2218, loss: 1.2218 +2024-07-07 20:18:05,794 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:18:31, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9794, loss_cls: 1.2710, loss: 1.2710 +2024-07-07 20:18:28,800 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:18:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 1.2958, loss: 1.2958 +2024-07-07 20:18:51,646 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:17:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 1.2798, loss: 1.2798 +2024-07-07 20:19:14,598 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:17:13, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 1.3756, loss: 1.3756 +2024-07-07 20:19:37,366 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:16:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 1.2826, loss: 1.2826 +2024-07-07 20:19:39,121 - pyskl - INFO - Saving checkpoint at 26 epochs +2024-07-07 20:20:56,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 20:20:56,622 - pyskl - INFO - +top1_acc 0.7730 +top5_acc 0.9599 +2024-07-07 20:20:56,624 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7730, top5_acc: 0.9599 +2024-07-07 20:21:36,302 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:17:31, time: 0.397, data_time: 0.170, memory: 6429, top1_acc: 0.8369, top5_acc: 0.9844, loss_cls: 1.1762, loss: 1.1762 +2024-07-07 20:21:59,059 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:17:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 1.1762, loss: 1.1762 +2024-07-07 20:22:22,048 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:16:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 1.2522, loss: 1.2522 +2024-07-07 20:22:44,964 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:16:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 1.4030, loss: 1.4030 +2024-07-07 20:23:07,862 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:15:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 1.2154, loss: 1.2154 +2024-07-07 20:23:30,699 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:15:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 1.2108, loss: 1.2108 +2024-07-07 20:23:53,693 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:14:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 1.3351, loss: 1.3351 +2024-07-07 20:24:16,518 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:14:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 1.3037, loss: 1.3037 +2024-07-07 20:24:39,322 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:13:59, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 1.2198, loss: 1.2198 +2024-07-07 20:25:02,121 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 20:13:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 1.2773, loss: 1.2773 +2024-07-07 20:25:24,909 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 20:13:05, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 1.2697, loss: 1.2697 +2024-07-07 20:25:47,676 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 20:12:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 1.3663, loss: 1.3663 +2024-07-07 20:26:10,489 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 20:12:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 1.2908, loss: 1.2908 +2024-07-07 20:26:33,305 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 20:11:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 1.2348, loss: 1.2348 +2024-07-07 20:26:56,149 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 20:11:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 1.2554, loss: 1.2554 +2024-07-07 20:27:19,027 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 20:10:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 1.2441, loss: 1.2441 +2024-07-07 20:27:41,806 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 20:10:25, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9800, loss_cls: 1.3287, loss: 1.3287 +2024-07-07 20:28:04,610 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 20:09:58, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9838, loss_cls: 1.2906, loss: 1.2906 +2024-07-07 20:28:27,413 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 20:09:32, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 1.3237, loss: 1.3237 +2024-07-07 20:28:50,188 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 20:09:05, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9838, loss_cls: 1.2391, loss: 1.2391 +2024-07-07 20:29:12,995 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 20:08:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 1.1935, loss: 1.1935 +2024-07-07 20:29:35,772 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 20:08:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 1.2695, loss: 1.2695 +2024-07-07 20:29:58,587 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 20:07:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 1.2413, loss: 1.2413 +2024-07-07 20:30:21,428 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 20:07:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 1.2443, loss: 1.2443 +2024-07-07 20:30:44,265 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 20:06:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 1.3227, loss: 1.3227 +2024-07-07 20:30:46,002 - pyskl - INFO - Saving checkpoint at 27 epochs +2024-07-07 20:32:02,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 20:32:02,896 - pyskl - INFO - +top1_acc 0.7921 +top5_acc 0.9681 +2024-07-07 20:32:02,901 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_18.pth was removed +2024-07-07 20:32:03,029 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2024-07-07 20:32:03,030 - pyskl - INFO - Best top1_acc is 0.7921 at 27 epoch. +2024-07-07 20:32:03,032 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7921, top5_acc: 0.9681 +2024-07-07 20:32:43,313 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 20:07:37, time: 0.403, data_time: 0.175, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 1.2256, loss: 1.2256 +2024-07-07 20:33:06,157 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 20:07:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 1.2005, loss: 1.2005 +2024-07-07 20:33:28,997 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 20:06:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 1.2769, loss: 1.2769 +2024-07-07 20:33:51,761 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 20:06:17, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 1.2351, loss: 1.2351 +2024-07-07 20:34:14,571 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 20:05:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 1.2675, loss: 1.2675 +2024-07-07 20:34:37,444 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 20:05:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 1.2797, loss: 1.2797 +2024-07-07 20:35:00,445 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 20:04:58, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 1.2536, loss: 1.2536 +2024-07-07 20:35:23,334 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 20:04:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 1.1970, loss: 1.1970 +2024-07-07 20:35:46,203 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 20:04:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 1.2362, loss: 1.2362 +2024-07-07 20:36:09,052 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 20:03:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 1.2590, loss: 1.2590 +2024-07-07 20:36:31,895 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 20:03:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 1.2757, loss: 1.2757 +2024-07-07 20:36:54,744 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 20:02:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8344, top5_acc: 0.9825, loss_cls: 1.2427, loss: 1.2427 +2024-07-07 20:37:17,684 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 20:02:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 1.2547, loss: 1.2547 +2024-07-07 20:37:40,621 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 20:01:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 1.2835, loss: 1.2835 +2024-07-07 20:38:03,518 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 20:01:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 1.2689, loss: 1.2689 +2024-07-07 20:38:26,379 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 20:01:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 1.3328, loss: 1.3328 +2024-07-07 20:38:49,159 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 20:00:35, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 1.2688, loss: 1.2688 +2024-07-07 20:39:12,036 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 20:00:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 1.2212, loss: 1.2212 +2024-07-07 20:39:34,905 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 19:59:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 1.2149, loss: 1.2149 +2024-07-07 20:39:57,736 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 19:59:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 1.3768, loss: 1.3768 +2024-07-07 20:40:20,505 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 19:58:49, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 1.2016, loss: 1.2016 +2024-07-07 20:40:43,292 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 19:58:22, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 1.2439, loss: 1.2439 +2024-07-07 20:41:06,116 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 19:57:56, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 1.1844, loss: 1.1844 +2024-07-07 20:41:28,992 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 19:57:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 1.3052, loss: 1.3052 +2024-07-07 20:41:51,938 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 19:57:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 1.2537, loss: 1.2537 +2024-07-07 20:41:53,737 - pyskl - INFO - Saving checkpoint at 28 epochs +2024-07-07 20:43:10,879 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 20:43:10,945 - pyskl - INFO - +top1_acc 0.7887 +top5_acc 0.9609 +2024-07-07 20:43:10,947 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7887, top5_acc: 0.9609 +2024-07-07 20:43:50,865 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 19:57:44, time: 0.399, data_time: 0.171, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 1.2438, loss: 1.2438 +2024-07-07 20:44:13,628 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 19:57:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 1.2299, loss: 1.2299 +2024-07-07 20:44:36,544 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 19:56:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 1.1703, loss: 1.1703 +2024-07-07 20:44:59,550 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 19:56:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 1.2473, loss: 1.2473 +2024-07-07 20:45:22,500 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 19:56:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 1.1757, loss: 1.1757 +2024-07-07 20:45:45,405 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 19:55:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9806, loss_cls: 1.2166, loss: 1.2166 +2024-07-07 20:46:08,373 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 19:55:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 1.1581, loss: 1.1581 +2024-07-07 20:46:31,335 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 19:54:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 1.2942, loss: 1.2942 +2024-07-07 20:46:54,175 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 19:54:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 1.2794, loss: 1.2794 +2024-07-07 20:47:17,002 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 19:53:49, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 1.2265, loss: 1.2265 +2024-07-07 20:47:39,718 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 19:53:22, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 1.2951, loss: 1.2951 +2024-07-07 20:48:02,486 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 19:52:56, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 1.1799, loss: 1.1799 +2024-07-07 20:48:25,419 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 19:52:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 1.2773, loss: 1.2773 +2024-07-07 20:48:48,286 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 19:52:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 1.2468, loss: 1.2468 +2024-07-07 20:49:11,084 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 19:51:37, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 1.2586, loss: 1.2586 +2024-07-07 20:49:33,844 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 19:51:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 1.2254, loss: 1.2254 +2024-07-07 20:49:56,652 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 19:50:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 1.2949, loss: 1.2949 +2024-07-07 20:50:19,459 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 19:50:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 1.2216, loss: 1.2216 +2024-07-07 20:50:42,560 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 19:49:52, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 1.2484, loss: 1.2484 +2024-07-07 20:51:05,784 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 19:49:28, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9800, loss_cls: 1.2659, loss: 1.2659 +2024-07-07 20:51:28,680 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 19:49:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 1.2829, loss: 1.2829 +2024-07-07 20:51:51,612 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 19:48:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 1.2596, loss: 1.2596 +2024-07-07 20:52:14,504 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 19:48:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9806, loss_cls: 1.1873, loss: 1.1873 +2024-07-07 20:52:37,312 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 19:47:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 1.1856, loss: 1.1856 +2024-07-07 20:53:00,047 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 19:47:17, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 1.3229, loss: 1.3229 +2024-07-07 20:53:01,799 - pyskl - INFO - Saving checkpoint at 29 epochs +2024-07-07 20:54:18,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 20:54:18,981 - pyskl - INFO - +top1_acc 0.7568 +top5_acc 0.9596 +2024-07-07 20:54:18,983 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7568, top5_acc: 0.9596 +2024-07-07 20:54:59,628 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 19:47:57, time: 0.406, data_time: 0.171, memory: 6429, top1_acc: 0.8363, top5_acc: 0.9856, loss_cls: 1.1861, loss: 1.1861 +2024-07-07 20:55:23,069 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 19:47:34, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 1.2543, loss: 1.2543 +2024-07-07 20:55:46,609 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 19:47:10, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 1.2461, loss: 1.2461 +2024-07-07 20:56:10,132 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 19:46:47, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 1.1765, loss: 1.1765 +2024-07-07 20:56:33,568 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 19:46:23, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 1.2571, loss: 1.2571 +2024-07-07 20:56:57,138 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 19:46:00, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 1.2492, loss: 1.2492 +2024-07-07 20:57:20,692 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 19:45:36, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 1.2525, loss: 1.2525 +2024-07-07 20:57:44,181 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 19:45:13, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 1.1448, loss: 1.1448 +2024-07-07 20:58:07,688 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 19:44:49, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9794, loss_cls: 1.2532, loss: 1.2532 +2024-07-07 20:58:31,133 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 19:44:25, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 1.2550, loss: 1.2550 +2024-07-07 20:58:54,558 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 19:44:01, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 1.1341, loss: 1.1341 +2024-07-07 20:59:17,979 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 19:43:38, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 1.2305, loss: 1.2305 +2024-07-07 20:59:41,379 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 19:43:14, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 1.2519, loss: 1.2519 +2024-07-07 21:00:04,725 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 19:42:49, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 1.2768, loss: 1.2768 +2024-07-07 21:00:28,112 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 19:42:25, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 1.1565, loss: 1.1565 +2024-07-07 21:00:51,643 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 19:42:02, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 1.2183, loss: 1.2183 +2024-07-07 21:01:15,049 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 19:41:38, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 1.2330, loss: 1.2330 +2024-07-07 21:01:38,463 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 19:41:14, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9838, loss_cls: 1.2153, loss: 1.2153 +2024-07-07 21:02:01,802 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 19:40:50, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 1.2993, loss: 1.2993 +2024-07-07 21:02:25,224 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 19:40:26, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 1.3095, loss: 1.3095 +2024-07-07 21:02:48,673 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 19:40:02, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 1.2454, loss: 1.2454 +2024-07-07 21:03:12,086 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 19:39:38, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 1.2151, loss: 1.2151 +2024-07-07 21:03:35,568 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 19:39:15, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 1.1937, loss: 1.1937 +2024-07-07 21:03:58,907 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 19:38:50, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 1.2793, loss: 1.2793 +2024-07-07 21:04:22,241 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 19:38:26, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 1.1865, loss: 1.1865 +2024-07-07 21:04:24,054 - pyskl - INFO - Saving checkpoint at 30 epochs +2024-07-07 21:05:41,089 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 21:05:41,156 - pyskl - INFO - +top1_acc 0.7959 +top5_acc 0.9702 +2024-07-07 21:05:41,161 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_27.pth was removed +2024-07-07 21:05:41,287 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. +2024-07-07 21:05:41,287 - pyskl - INFO - Best top1_acc is 0.7959 at 30 epoch. +2024-07-07 21:05:41,289 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7959, top5_acc: 0.9702 +2024-07-07 21:06:22,086 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 19:39:05, time: 0.408, data_time: 0.172, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 1.1928, loss: 1.1928 +2024-07-07 21:06:45,369 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 19:38:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 1.2799, loss: 1.2799 +2024-07-07 21:07:08,589 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 19:38:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 1.2520, loss: 1.2520 +2024-07-07 21:07:31,783 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 19:37:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 1.4029, loss: 1.4029 +2024-07-07 21:07:54,881 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 19:37:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 1.2465, loss: 1.2465 +2024-07-07 21:08:18,095 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 19:37:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 1.2367, loss: 1.2367 +2024-07-07 21:08:41,315 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 19:36:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 1.2576, loss: 1.2576 +2024-07-07 21:09:04,481 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 19:36:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 1.3011, loss: 1.3011 +2024-07-07 21:09:27,637 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 19:35:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 1.3013, loss: 1.3013 +2024-07-07 21:09:50,799 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 19:35:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 1.3394, loss: 1.3394 +2024-07-07 21:10:13,964 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 19:34:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 1.4222, loss: 1.4222 +2024-07-07 21:10:37,119 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 19:34:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 1.3345, loss: 1.3345 +2024-07-07 21:11:00,312 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 19:34:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 1.2268, loss: 1.2268 +2024-07-07 21:11:23,500 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 19:33:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 1.3010, loss: 1.3010 +2024-07-07 21:11:46,666 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 19:33:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 1.4343, loss: 1.4343 +2024-07-07 21:12:09,842 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 19:32:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 1.3341, loss: 1.3341 +2024-07-07 21:12:33,037 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 19:32:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 1.3115, loss: 1.3115 +2024-07-07 21:12:56,258 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 19:32:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 1.2593, loss: 1.2593 +2024-07-07 21:13:19,438 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 19:31:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 1.2295, loss: 1.2295 +2024-07-07 21:13:42,607 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 19:31:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 1.3049, loss: 1.3049 +2024-07-07 21:14:05,791 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 19:30:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 1.3940, loss: 1.3940 +2024-07-07 21:14:28,979 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 19:30:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 1.2673, loss: 1.2673 +2024-07-07 21:14:52,187 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 19:29:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 1.2735, loss: 1.2735 +2024-07-07 21:15:15,378 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 19:29:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8019, top5_acc: 0.9775, loss_cls: 1.3776, loss: 1.3776 +2024-07-07 21:15:38,564 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 19:29:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 1.2770, loss: 1.2770 +2024-07-07 21:15:40,371 - pyskl - INFO - Saving checkpoint at 31 epochs +2024-07-07 21:16:57,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 21:16:57,742 - pyskl - INFO - +top1_acc 0.8055 +top5_acc 0.9677 +2024-07-07 21:16:57,745 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_30.pth was removed +2024-07-07 21:16:57,869 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2024-07-07 21:16:57,870 - pyskl - INFO - Best top1_acc is 0.8055 at 31 epoch. +2024-07-07 21:16:57,872 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8055, top5_acc: 0.9677 +2024-07-07 21:17:38,553 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 19:29:43, time: 0.407, data_time: 0.172, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 1.1246, loss: 1.1246 +2024-07-07 21:18:01,724 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 19:29:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 1.2763, loss: 1.2763 +2024-07-07 21:18:24,934 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 19:28:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9844, loss_cls: 1.2066, loss: 1.2066 +2024-07-07 21:18:48,269 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 19:28:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 1.2273, loss: 1.2273 +2024-07-07 21:19:11,388 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:28:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 1.3420, loss: 1.3420 +2024-07-07 21:19:34,500 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:27:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 1.2698, loss: 1.2698 +2024-07-07 21:19:57,622 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:27:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 1.3343, loss: 1.3343 +2024-07-07 21:20:20,761 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:26:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 1.3763, loss: 1.3763 +2024-07-07 21:20:43,859 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:26:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 1.2803, loss: 1.2803 +2024-07-07 21:21:06,982 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:25:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 1.3132, loss: 1.3132 +2024-07-07 21:21:30,125 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:25:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 1.2001, loss: 1.2001 +2024-07-07 21:21:53,228 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:25:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 1.3034, loss: 1.3034 +2024-07-07 21:22:16,346 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:24:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 1.2573, loss: 1.2573 +2024-07-07 21:22:39,471 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:24:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 1.3094, loss: 1.3094 +2024-07-07 21:23:02,587 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:23:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 1.1835, loss: 1.1835 +2024-07-07 21:23:25,690 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:23:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 1.1931, loss: 1.1931 +2024-07-07 21:23:48,795 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:23:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 1.2807, loss: 1.2807 +2024-07-07 21:24:11,939 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:22:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.4843, loss: 1.4843 +2024-07-07 21:24:35,125 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:22:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9794, loss_cls: 1.3359, loss: 1.3359 +2024-07-07 21:24:58,250 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:21:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 1.3007, loss: 1.3007 +2024-07-07 21:25:21,369 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:21:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 1.2886, loss: 1.2886 +2024-07-07 21:25:44,484 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:20:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 1.3021, loss: 1.3021 +2024-07-07 21:26:07,690 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:20:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 1.3408, loss: 1.3408 +2024-07-07 21:26:30,963 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:20:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 1.2987, loss: 1.2987 +2024-07-07 21:26:54,152 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:19:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 1.1688, loss: 1.1688 +2024-07-07 21:26:55,971 - pyskl - INFO - Saving checkpoint at 32 epochs +2024-07-07 21:28:13,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 21:28:13,377 - pyskl - INFO - +top1_acc 0.8100 +top5_acc 0.9688 +2024-07-07 21:28:13,381 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_31.pth was removed +2024-07-07 21:28:13,503 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. +2024-07-07 21:28:13,504 - pyskl - INFO - Best top1_acc is 0.8100 at 32 epoch. +2024-07-07 21:28:13,506 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8100, top5_acc: 0.9688 +2024-07-07 21:28:54,382 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:20:17, time: 0.409, data_time: 0.172, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9825, loss_cls: 1.2818, loss: 1.2818 +2024-07-07 21:29:17,676 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:19:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 1.3029, loss: 1.3029 +2024-07-07 21:29:40,952 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:19:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 1.2429, loss: 1.2429 +2024-07-07 21:30:04,240 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:19:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 1.2377, loss: 1.2377 +2024-07-07 21:30:27,472 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:18:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 1.1457, loss: 1.1457 +2024-07-07 21:30:50,670 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:18:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 1.2667, loss: 1.2667 +2024-07-07 21:31:13,875 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:17:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 1.2720, loss: 1.2720 +2024-07-07 21:31:37,063 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:17:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 1.2039, loss: 1.2039 +2024-07-07 21:32:00,229 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:16:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 1.2745, loss: 1.2745 +2024-07-07 21:32:23,358 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:16:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 1.2792, loss: 1.2792 +2024-07-07 21:32:46,499 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:16:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9825, loss_cls: 1.2228, loss: 1.2228 +2024-07-07 21:33:09,646 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:15:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 1.1758, loss: 1.1758 +2024-07-07 21:33:32,778 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 19:15:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 1.2795, loss: 1.2795 +2024-07-07 21:33:55,907 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 19:14:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 1.1664, loss: 1.1664 +2024-07-07 21:34:19,047 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 19:14:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 1.2293, loss: 1.2293 +2024-07-07 21:34:42,219 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 19:14:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 1.3187, loss: 1.3187 +2024-07-07 21:35:05,370 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 19:13:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9700, loss_cls: 1.2787, loss: 1.2787 +2024-07-07 21:35:28,517 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 19:13:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 1.1509, loss: 1.1509 +2024-07-07 21:35:51,655 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 19:12:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9831, loss_cls: 1.2307, loss: 1.2307 +2024-07-07 21:36:14,791 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 19:12:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 1.3165, loss: 1.3165 +2024-07-07 21:36:37,942 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 19:12:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 1.2990, loss: 1.2990 +2024-07-07 21:37:01,094 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 19:11:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 1.2863, loss: 1.2863 +2024-07-07 21:37:24,248 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 19:11:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 1.2644, loss: 1.2644 +2024-07-07 21:37:47,379 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 19:10:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 1.1567, loss: 1.1567 +2024-07-07 21:38:10,526 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 19:10:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 1.2417, loss: 1.2417 +2024-07-07 21:38:12,350 - pyskl - INFO - Saving checkpoint at 33 epochs +2024-07-07 21:39:29,379 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 21:39:29,446 - pyskl - INFO - +top1_acc 0.7939 +top5_acc 0.9664 +2024-07-07 21:39:29,448 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7939, top5_acc: 0.9664 +2024-07-07 21:40:10,027 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 19:10:50, time: 0.406, data_time: 0.170, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 1.2029, loss: 1.2029 +2024-07-07 21:40:33,303 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 19:10:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 1.1514, loss: 1.1514 +2024-07-07 21:40:56,527 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 19:10:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 1.3019, loss: 1.3019 +2024-07-07 21:41:19,685 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 19:09:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 1.2734, loss: 1.2734 +2024-07-07 21:41:42,942 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 19:09:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 1.2514, loss: 1.2514 +2024-07-07 21:42:06,203 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 19:08:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 1.1395, loss: 1.1395 +2024-07-07 21:42:29,407 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 19:08:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 1.0968, loss: 1.0968 +2024-07-07 21:42:52,645 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 19:07:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 1.1881, loss: 1.1881 +2024-07-07 21:43:15,902 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 19:07:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 1.1641, loss: 1.1641 +2024-07-07 21:43:39,105 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 19:07:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 1.1884, loss: 1.1884 +2024-07-07 21:44:02,345 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 19:06:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 1.2230, loss: 1.2230 +2024-07-07 21:44:25,546 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 19:06:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 1.3467, loss: 1.3467 +2024-07-07 21:44:48,707 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 19:05:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 1.3406, loss: 1.3406 +2024-07-07 21:45:11,858 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 19:05:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 1.2438, loss: 1.2438 +2024-07-07 21:45:35,013 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 19:05:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 1.2218, loss: 1.2218 +2024-07-07 21:45:58,163 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 19:04:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 1.2339, loss: 1.2339 +2024-07-07 21:46:21,313 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 19:04:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 1.3288, loss: 1.3288 +2024-07-07 21:46:44,453 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 19:03:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 1.2628, loss: 1.2628 +2024-07-07 21:47:07,597 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 19:03:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 1.3288, loss: 1.3288 +2024-07-07 21:47:30,735 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 19:02:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 1.2889, loss: 1.2889 +2024-07-07 21:47:53,948 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 19:02:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 1.3290, loss: 1.3290 +2024-07-07 21:48:17,107 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 19:02:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 1.2815, loss: 1.2815 +2024-07-07 21:48:40,369 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 19:01:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 1.2147, loss: 1.2147 +2024-07-07 21:49:03,555 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 19:01:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 1.3089, loss: 1.3089 +2024-07-07 21:49:26,741 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 19:00:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 1.2333, loss: 1.2333 +2024-07-07 21:49:28,565 - pyskl - INFO - Saving checkpoint at 34 epochs +2024-07-07 21:50:45,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 21:50:45,947 - pyskl - INFO - +top1_acc 0.8000 +top5_acc 0.9689 +2024-07-07 21:50:45,950 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8000, top5_acc: 0.9689 +2024-07-07 21:51:26,646 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 19:01:24, time: 0.407, data_time: 0.171, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 1.0868, loss: 1.0868 +2024-07-07 21:51:49,992 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 19:00:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 1.1212, loss: 1.1212 +2024-07-07 21:52:13,254 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 19:00:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 1.2166, loss: 1.2166 +2024-07-07 21:52:36,446 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 19:00:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 1.1961, loss: 1.1961 +2024-07-07 21:52:59,872 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 18:59:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 1.2426, loss: 1.2426 +2024-07-07 21:53:23,139 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 18:59:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 1.2780, loss: 1.2780 +2024-07-07 21:53:46,416 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 18:58:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 1.1686, loss: 1.1686 +2024-07-07 21:54:09,659 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 18:58:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 1.1662, loss: 1.1662 +2024-07-07 21:54:32,893 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 18:58:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 1.1856, loss: 1.1856 +2024-07-07 21:54:56,062 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 18:57:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 1.2189, loss: 1.2189 +2024-07-07 21:55:19,203 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 18:57:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 1.2946, loss: 1.2946 +2024-07-07 21:55:42,385 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 18:56:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 1.2630, loss: 1.2630 +2024-07-07 21:56:05,603 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 18:56:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 1.2671, loss: 1.2671 +2024-07-07 21:56:28,807 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 18:56:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 1.1611, loss: 1.1611 +2024-07-07 21:56:52,000 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 18:55:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 1.2248, loss: 1.2248 +2024-07-07 21:57:15,173 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 18:55:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 1.2910, loss: 1.2910 +2024-07-07 21:57:38,343 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 18:54:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 1.2112, loss: 1.2112 +2024-07-07 21:58:01,529 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 18:54:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 1.1944, loss: 1.1944 +2024-07-07 21:58:24,736 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 18:53:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 1.2010, loss: 1.2010 +2024-07-07 21:58:47,915 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 18:53:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 1.2295, loss: 1.2295 +2024-07-07 21:59:11,084 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 18:53:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 1.2862, loss: 1.2862 +2024-07-07 21:59:34,248 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 18:52:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 1.2455, loss: 1.2455 +2024-07-07 21:59:57,616 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 18:52:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 1.2246, loss: 1.2246 +2024-07-07 22:00:20,959 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 18:51:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 1.2474, loss: 1.2474 +2024-07-07 22:00:44,258 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 18:51:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 1.3194, loss: 1.3194 +2024-07-07 22:00:46,124 - pyskl - INFO - Saving checkpoint at 35 epochs +2024-07-07 22:02:03,170 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 22:02:03,237 - pyskl - INFO - +top1_acc 0.7450 +top5_acc 0.9531 +2024-07-07 22:02:03,239 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7450, top5_acc: 0.9531 +2024-07-07 22:02:44,286 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 18:51:59, time: 0.410, data_time: 0.175, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 1.2106, loss: 1.2106 +2024-07-07 22:03:07,571 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 18:51:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 1.0415, loss: 1.0415 +2024-07-07 22:03:30,861 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 18:51:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 1.2431, loss: 1.2431 +2024-07-07 22:03:54,152 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 18:50:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 1.2040, loss: 1.2040 +2024-07-07 22:04:17,520 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 18:50:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 1.1279, loss: 1.1279 +2024-07-07 22:04:40,768 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 18:49:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 1.1713, loss: 1.1713 +2024-07-07 22:05:04,035 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 18:49:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 1.1904, loss: 1.1904 +2024-07-07 22:05:27,305 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 18:49:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 1.1734, loss: 1.1734 +2024-07-07 22:05:50,544 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 18:48:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9844, loss_cls: 1.2055, loss: 1.2055 +2024-07-07 22:06:13,776 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 18:48:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.3108, loss: 1.3108 +2024-07-07 22:06:36,988 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 18:47:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9856, loss_cls: 1.1545, loss: 1.1545 +2024-07-07 22:07:00,139 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 18:47:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9812, loss_cls: 1.2623, loss: 1.2623 +2024-07-07 22:07:23,358 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 18:47:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 1.3342, loss: 1.3342 +2024-07-07 22:07:46,580 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 18:46:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 1.2149, loss: 1.2149 +2024-07-07 22:08:09,778 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 18:46:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 1.2762, loss: 1.2762 +2024-07-07 22:08:32,981 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 18:45:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 1.2199, loss: 1.2199 +2024-07-07 22:08:56,182 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 18:45:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 1.2265, loss: 1.2265 +2024-07-07 22:09:19,399 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 18:45:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 1.2550, loss: 1.2550 +2024-07-07 22:09:42,599 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 18:44:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 1.3065, loss: 1.3065 +2024-07-07 22:10:05,777 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 18:44:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 1.2976, loss: 1.2976 +2024-07-07 22:10:28,991 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 18:43:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 1.1794, loss: 1.1794 +2024-07-07 22:10:52,225 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 18:43:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 1.2778, loss: 1.2778 +2024-07-07 22:11:15,488 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 18:42:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 1.2611, loss: 1.2611 +2024-07-07 22:11:38,733 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 18:42:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 1.1158, loss: 1.1158 +2024-07-07 22:12:01,987 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 18:42:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 1.3188, loss: 1.3188 +2024-07-07 22:12:03,819 - pyskl - INFO - Saving checkpoint at 36 epochs +2024-07-07 22:13:21,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 22:13:21,359 - pyskl - INFO - +top1_acc 0.7897 +top5_acc 0.9655 +2024-07-07 22:13:21,361 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7897, top5_acc: 0.9655 +2024-07-07 22:14:02,467 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 18:42:34, time: 0.411, data_time: 0.175, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 1.1173, loss: 1.1173 +2024-07-07 22:14:25,745 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 18:42:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9862, loss_cls: 1.1678, loss: 1.1678 +2024-07-07 22:14:48,992 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 18:41:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 1.1528, loss: 1.1528 +2024-07-07 22:15:12,283 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 18:41:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 1.1715, loss: 1.1715 +2024-07-07 22:15:35,675 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 18:40:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 1.2459, loss: 1.2459 +2024-07-07 22:15:58,921 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 18:40:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 1.2909, loss: 1.2909 +2024-07-07 22:16:22,096 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 18:40:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 1.1547, loss: 1.1547 +2024-07-07 22:16:45,238 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 18:39:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 1.2132, loss: 1.2132 +2024-07-07 22:17:08,373 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 18:39:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 1.1786, loss: 1.1786 +2024-07-07 22:17:31,618 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 18:38:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.1145, loss: 1.1145 +2024-07-07 22:17:54,862 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 18:38:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 1.2045, loss: 1.2045 +2024-07-07 22:18:18,085 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 18:38:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 1.2556, loss: 1.2556 +2024-07-07 22:18:41,349 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 18:37:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 1.2091, loss: 1.2091 +2024-07-07 22:19:04,620 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 18:37:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 1.2287, loss: 1.2287 +2024-07-07 22:19:27,880 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 18:36:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 1.2070, loss: 1.2070 +2024-07-07 22:19:51,159 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 18:36:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 1.1755, loss: 1.1755 +2024-07-07 22:20:14,432 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 18:36:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 1.1612, loss: 1.1612 +2024-07-07 22:20:37,687 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 18:35:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 1.1956, loss: 1.1956 +2024-07-07 22:21:00,974 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 18:35:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 1.2169, loss: 1.2169 +2024-07-07 22:21:24,238 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 18:34:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 1.3117, loss: 1.3117 +2024-07-07 22:21:47,499 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 18:34:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 1.1979, loss: 1.1979 +2024-07-07 22:22:10,837 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 18:33:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 1.2081, loss: 1.2081 +2024-07-07 22:22:34,193 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 18:33:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 1.2735, loss: 1.2735 +2024-07-07 22:22:57,504 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 18:33:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 1.1399, loss: 1.1399 +2024-07-07 22:23:20,836 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 18:32:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 1.1216, loss: 1.1216 +2024-07-07 22:23:22,679 - pyskl - INFO - Saving checkpoint at 37 epochs +2024-07-07 22:24:39,398 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 22:24:39,465 - pyskl - INFO - +top1_acc 0.8105 +top5_acc 0.9691 +2024-07-07 22:24:39,468 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_32.pth was removed +2024-07-07 22:24:39,589 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2024-07-07 22:24:39,590 - pyskl - INFO - Best top1_acc is 0.8105 at 37 epoch. +2024-07-07 22:24:39,592 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8105, top5_acc: 0.9691 +2024-07-07 22:25:20,213 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 18:33:07, time: 0.406, data_time: 0.171, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 1.1980, loss: 1.1980 +2024-07-07 22:25:43,389 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 18:32:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 1.1388, loss: 1.1388 +2024-07-07 22:26:06,611 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:32:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 1.1125, loss: 1.1125 +2024-07-07 22:26:29,795 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:31:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 1.0806, loss: 1.0806 +2024-07-07 22:26:52,992 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:31:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 1.1384, loss: 1.1384 +2024-07-07 22:27:16,237 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:31:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 1.1353, loss: 1.1353 +2024-07-07 22:27:39,419 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:30:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 1.2128, loss: 1.2128 +2024-07-07 22:28:02,577 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:30:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9838, loss_cls: 1.1713, loss: 1.1713 +2024-07-07 22:28:25,751 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:29:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 1.2804, loss: 1.2804 +2024-07-07 22:28:48,929 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:29:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 1.1647, loss: 1.1647 +2024-07-07 22:29:12,082 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:28:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 1.1598, loss: 1.1598 +2024-07-07 22:29:35,247 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:28:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 1.2230, loss: 1.2230 +2024-07-07 22:29:58,395 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:28:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9831, loss_cls: 1.2391, loss: 1.2391 +2024-07-07 22:30:21,608 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:27:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 1.2162, loss: 1.2162 +2024-07-07 22:30:44,823 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:27:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.2642, loss: 1.2642 +2024-07-07 22:31:08,023 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:26:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 1.2801, loss: 1.2801 +2024-07-07 22:31:31,213 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:26:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9819, loss_cls: 1.2580, loss: 1.2580 +2024-07-07 22:31:54,361 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:26:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 1.2444, loss: 1.2444 +2024-07-07 22:32:17,554 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:25:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 1.1316, loss: 1.1316 +2024-07-07 22:32:40,737 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:25:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 1.2323, loss: 1.2323 +2024-07-07 22:33:03,907 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:24:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 1.2613, loss: 1.2613 +2024-07-07 22:33:27,278 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:24:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 1.1555, loss: 1.1555 +2024-07-07 22:33:50,477 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:24:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 1.2380, loss: 1.2380 +2024-07-07 22:34:13,680 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:23:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 1.1140, loss: 1.1140 +2024-07-07 22:34:36,903 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:23:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 1.1324, loss: 1.1324 +2024-07-07 22:34:38,737 - pyskl - INFO - Saving checkpoint at 38 epochs +2024-07-07 22:35:55,734 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 22:35:55,800 - pyskl - INFO - +top1_acc 0.8037 +top5_acc 0.9671 +2024-07-07 22:35:55,803 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8037, top5_acc: 0.9671 +2024-07-07 22:36:37,092 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:23:36, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 1.0448, loss: 1.0448 +2024-07-07 22:37:00,319 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:23:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 1.2773, loss: 1.2773 +2024-07-07 22:37:23,606 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:22:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 1.1716, loss: 1.1716 +2024-07-07 22:37:46,872 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:22:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 1.0848, loss: 1.0848 +2024-07-07 22:38:10,131 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:21:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 1.2469, loss: 1.2469 +2024-07-07 22:38:33,519 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:21:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 1.1872, loss: 1.1872 +2024-07-07 22:38:56,846 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:21:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 1.1648, loss: 1.1648 +2024-07-07 22:39:20,137 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:20:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 1.2749, loss: 1.2749 +2024-07-07 22:39:43,423 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:20:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 1.2223, loss: 1.2223 +2024-07-07 22:40:06,728 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:19:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 1.1986, loss: 1.1986 +2024-07-07 22:40:29,956 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:19:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 1.2541, loss: 1.2541 +2024-07-07 22:40:53,165 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:19:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 1.1700, loss: 1.1700 +2024-07-07 22:41:16,360 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:18:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 1.1506, loss: 1.1506 +2024-07-07 22:41:39,609 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:18:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 1.2350, loss: 1.2350 +2024-07-07 22:42:02,841 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:17:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 1.1405, loss: 1.1405 +2024-07-07 22:42:26,062 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:17:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 1.1727, loss: 1.1727 +2024-07-07 22:42:49,265 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 18:17:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 1.1052, loss: 1.1052 +2024-07-07 22:43:12,456 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:16:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 1.2344, loss: 1.2344 +2024-07-07 22:43:35,631 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 18:16:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 1.2255, loss: 1.2255 +2024-07-07 22:43:58,779 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 18:15:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 1.1576, loss: 1.1576 +2024-07-07 22:44:21,951 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 18:15:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 1.1644, loss: 1.1644 +2024-07-07 22:44:45,341 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 18:14:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 1.0810, loss: 1.0810 +2024-07-07 22:45:08,614 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 18:14:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 1.2816, loss: 1.2816 +2024-07-07 22:45:31,870 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 18:14:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 1.3204, loss: 1.3204 +2024-07-07 22:45:55,068 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 18:13:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 1.1269, loss: 1.1269 +2024-07-07 22:45:56,923 - pyskl - INFO - Saving checkpoint at 39 epochs +2024-07-07 22:47:13,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 22:47:13,990 - pyskl - INFO - +top1_acc 0.7901 +top5_acc 0.9692 +2024-07-07 22:47:13,993 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7901, top5_acc: 0.9692 +2024-07-07 22:47:55,464 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 18:14:07, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 1.1234, loss: 1.1234 +2024-07-07 22:48:18,686 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 18:13:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 1.2288, loss: 1.2288 +2024-07-07 22:48:41,911 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 18:13:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 1.2262, loss: 1.2262 +2024-07-07 22:49:05,103 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 18:12:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 1.1207, loss: 1.1207 +2024-07-07 22:49:28,293 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 18:12:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 1.0286, loss: 1.0286 +2024-07-07 22:49:51,517 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 18:12:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 1.2181, loss: 1.2181 +2024-07-07 22:50:14,661 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 18:11:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 1.0907, loss: 1.0907 +2024-07-07 22:50:37,773 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 18:11:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 1.2122, loss: 1.2122 +2024-07-07 22:51:00,898 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 18:10:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 1.2865, loss: 1.2865 +2024-07-07 22:51:24,013 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 18:10:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 1.1106, loss: 1.1106 +2024-07-07 22:51:47,204 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 18:09:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 1.2016, loss: 1.2016 +2024-07-07 22:52:10,437 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 18:09:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 1.1786, loss: 1.1786 +2024-07-07 22:52:33,595 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 18:09:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 1.2465, loss: 1.2465 +2024-07-07 22:52:56,789 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 18:08:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9825, loss_cls: 1.2228, loss: 1.2228 +2024-07-07 22:53:19,995 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 18:08:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 1.1823, loss: 1.1823 +2024-07-07 22:53:43,199 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 18:07:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 1.2298, loss: 1.2298 +2024-07-07 22:54:06,408 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 18:07:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 1.2091, loss: 1.2091 +2024-07-07 22:54:29,567 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 18:07:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 1.2267, loss: 1.2267 +2024-07-07 22:54:52,768 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 18:06:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 1.1726, loss: 1.1726 +2024-07-07 22:55:15,973 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 18:06:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 1.2360, loss: 1.2360 +2024-07-07 22:55:39,134 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 18:05:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 1.2252, loss: 1.2252 +2024-07-07 22:56:02,367 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 18:05:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 1.1436, loss: 1.1436 +2024-07-07 22:56:25,635 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 18:05:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 1.1198, loss: 1.1198 +2024-07-07 22:56:49,018 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 18:04:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 1.2017, loss: 1.2017 +2024-07-07 22:57:12,352 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 18:04:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 1.1912, loss: 1.1912 +2024-07-07 22:57:14,195 - pyskl - INFO - Saving checkpoint at 40 epochs +2024-07-07 22:58:31,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 22:58:31,634 - pyskl - INFO - +top1_acc 0.8031 +top5_acc 0.9679 +2024-07-07 22:58:31,636 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8031, top5_acc: 0.9679 +2024-07-07 22:59:12,933 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 18:04:33, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 1.1328, loss: 1.1328 +2024-07-07 22:59:36,129 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 18:04:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 1.0506, loss: 1.0506 +2024-07-07 22:59:59,345 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 18:03:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 1.1036, loss: 1.1036 +2024-07-07 23:00:22,493 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 18:03:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 1.1695, loss: 1.1695 +2024-07-07 23:00:45,653 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 18:02:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 1.1406, loss: 1.1406 +2024-07-07 23:01:08,880 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 18:02:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 1.0791, loss: 1.0791 +2024-07-07 23:01:32,260 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 18:02:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 1.2847, loss: 1.2847 +2024-07-07 23:01:55,529 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 18:01:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 1.1726, loss: 1.1726 +2024-07-07 23:02:18,785 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 18:01:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9812, loss_cls: 1.2895, loss: 1.2895 +2024-07-07 23:02:41,972 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 18:00:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 1.1688, loss: 1.1688 +2024-07-07 23:03:05,173 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 18:00:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 1.1587, loss: 1.1587 +2024-07-07 23:03:28,444 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 18:00:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 1.1339, loss: 1.1339 +2024-07-07 23:03:51,664 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 17:59:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 1.2382, loss: 1.2382 +2024-07-07 23:04:14,886 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 17:59:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9831, loss_cls: 1.2237, loss: 1.2237 +2024-07-07 23:04:38,100 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 17:58:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 1.2263, loss: 1.2263 +2024-07-07 23:05:01,309 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 17:58:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9844, loss_cls: 1.1591, loss: 1.1591 +2024-07-07 23:05:24,535 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 17:57:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9738, loss_cls: 1.2126, loss: 1.2126 +2024-07-07 23:05:47,758 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 17:57:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 1.1344, loss: 1.1344 +2024-07-07 23:06:10,954 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 17:57:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 1.0460, loss: 1.0460 +2024-07-07 23:06:34,164 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 17:56:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 1.2183, loss: 1.2183 +2024-07-07 23:06:57,371 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 17:56:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 1.1713, loss: 1.1713 +2024-07-07 23:07:20,826 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 17:55:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 1.1962, loss: 1.1962 +2024-07-07 23:07:44,165 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 17:55:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 1.1482, loss: 1.1482 +2024-07-07 23:08:07,471 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 17:55:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 1.1965, loss: 1.1965 +2024-07-07 23:08:30,955 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 17:54:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 1.1950, loss: 1.1950 +2024-07-07 23:08:32,816 - pyskl - INFO - Saving checkpoint at 41 epochs +2024-07-07 23:09:50,044 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 23:09:50,110 - pyskl - INFO - +top1_acc 0.7804 +top5_acc 0.9662 +2024-07-07 23:09:50,112 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7804, top5_acc: 0.9662 +2024-07-07 23:10:31,036 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 17:55:00, time: 0.409, data_time: 0.174, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 1.1679, loss: 1.1679 +2024-07-07 23:10:54,224 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 17:54:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 1.1300, loss: 1.1300 +2024-07-07 23:11:17,484 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 17:54:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 1.1885, loss: 1.1885 +2024-07-07 23:11:40,705 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 17:53:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9888, loss_cls: 1.1170, loss: 1.1170 +2024-07-07 23:12:03,923 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 17:53:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 1.2146, loss: 1.2146 +2024-07-07 23:12:27,144 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 17:52:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 1.0608, loss: 1.0608 +2024-07-07 23:12:50,346 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 17:52:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 1.0912, loss: 1.0912 +2024-07-07 23:13:13,540 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 17:52:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 0.9934, loss: 0.9934 +2024-07-07 23:13:36,772 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 17:51:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 1.0984, loss: 1.0984 +2024-07-07 23:14:00,014 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 17:51:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 1.2150, loss: 1.2150 +2024-07-07 23:14:23,244 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 17:50:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 1.2194, loss: 1.2194 +2024-07-07 23:14:46,499 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 17:50:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 1.1940, loss: 1.1940 +2024-07-07 23:15:09,687 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 17:50:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 1.1677, loss: 1.1677 +2024-07-07 23:15:32,875 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 17:49:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 1.1817, loss: 1.1817 +2024-07-07 23:15:56,110 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 17:49:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 1.1855, loss: 1.1855 +2024-07-07 23:16:19,313 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 17:48:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 1.0958, loss: 1.0958 +2024-07-07 23:16:42,475 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 17:48:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 1.1560, loss: 1.1560 +2024-07-07 23:17:05,631 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 17:48:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 1.1961, loss: 1.1961 +2024-07-07 23:17:28,816 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 17:47:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 1.1542, loss: 1.1542 +2024-07-07 23:17:51,995 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 17:47:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 1.2833, loss: 1.2833 +2024-07-07 23:18:15,165 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 17:46:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 1.0709, loss: 1.0709 +2024-07-07 23:18:38,395 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 17:46:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 1.1792, loss: 1.1792 +2024-07-07 23:19:01,599 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 17:45:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 1.1742, loss: 1.1742 +2024-07-07 23:19:24,779 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 17:45:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 1.1699, loss: 1.1699 +2024-07-07 23:19:48,164 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 17:45:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 1.1078, loss: 1.1078 +2024-07-07 23:19:49,988 - pyskl - INFO - Saving checkpoint at 42 epochs +2024-07-07 23:21:07,303 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 23:21:07,370 - pyskl - INFO - +top1_acc 0.7989 +top5_acc 0.9640 +2024-07-07 23:21:07,372 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.7989, top5_acc: 0.9640 +2024-07-07 23:21:48,371 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 17:45:24, time: 0.410, data_time: 0.175, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 1.0073, loss: 1.0073 +2024-07-07 23:22:11,518 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 17:44:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9850, loss_cls: 1.1713, loss: 1.1713 +2024-07-07 23:22:34,689 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 17:44:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 1.1197, loss: 1.1197 +2024-07-07 23:22:58,006 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 17:44:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 1.1113, loss: 1.1113 +2024-07-07 23:23:21,273 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 17:43:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 1.1097, loss: 1.1097 +2024-07-07 23:23:44,481 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 17:43:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 1.0538, loss: 1.0538 +2024-07-07 23:24:07,747 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 17:42:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 1.0956, loss: 1.0956 +2024-07-07 23:24:30,987 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 17:42:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 1.1208, loss: 1.1208 +2024-07-07 23:24:54,247 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 17:42:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 1.1606, loss: 1.1606 +2024-07-07 23:25:17,485 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 17:41:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 1.1371, loss: 1.1371 +2024-07-07 23:25:40,706 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 17:41:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 1.1892, loss: 1.1892 +2024-07-07 23:26:03,890 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 17:40:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 1.0963, loss: 1.0963 +2024-07-07 23:26:27,097 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 17:40:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 1.2023, loss: 1.2023 +2024-07-07 23:26:50,368 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 17:40:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 1.1666, loss: 1.1666 +2024-07-07 23:27:13,498 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 17:39:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 1.1977, loss: 1.1977 +2024-07-07 23:27:36,693 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 17:39:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 1.1887, loss: 1.1887 +2024-07-07 23:27:59,921 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 17:38:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 1.2690, loss: 1.2690 +2024-07-07 23:28:23,006 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:38:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 1.1023, loss: 1.1023 +2024-07-07 23:28:46,065 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:38:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 1.0893, loss: 1.0893 +2024-07-07 23:29:09,120 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:37:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 1.2422, loss: 1.2422 +2024-07-07 23:29:32,193 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:37:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 1.0811, loss: 1.0811 +2024-07-07 23:29:55,574 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 17:36:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 1.1405, loss: 1.1405 +2024-07-07 23:30:18,853 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 17:36:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 1.1784, loss: 1.1784 +2024-07-07 23:30:41,996 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:35:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 1.1781, loss: 1.1781 +2024-07-07 23:31:05,207 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:35:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 1.1592, loss: 1.1592 +2024-07-07 23:31:07,001 - pyskl - INFO - Saving checkpoint at 43 epochs +2024-07-07 23:32:24,056 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 23:32:24,122 - pyskl - INFO - +top1_acc 0.8115 +top5_acc 0.9719 +2024-07-07 23:32:24,126 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_37.pth was removed +2024-07-07 23:32:24,250 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2024-07-07 23:32:24,250 - pyskl - INFO - Best top1_acc is 0.8115 at 43 epoch. +2024-07-07 23:32:24,252 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8115, top5_acc: 0.9719 +2024-07-07 23:33:04,881 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:35:45, time: 0.406, data_time: 0.172, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 1.1270, loss: 1.1270 +2024-07-07 23:33:27,982 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:35:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 1.1473, loss: 1.1473 +2024-07-07 23:33:51,068 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:34:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 1.0470, loss: 1.0470 +2024-07-07 23:34:14,212 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:34:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 1.1632, loss: 1.1632 +2024-07-07 23:34:37,371 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:34:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 1.0956, loss: 1.0956 +2024-07-07 23:35:00,562 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:33:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 1.1117, loss: 1.1117 +2024-07-07 23:35:23,707 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:33:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 1.1228, loss: 1.1228 +2024-07-07 23:35:46,852 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:32:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 1.1081, loss: 1.1081 +2024-07-07 23:36:10,025 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:32:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 1.0738, loss: 1.0738 +2024-07-07 23:36:33,184 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:32:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 1.0680, loss: 1.0680 +2024-07-07 23:36:56,371 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:31:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 1.0500, loss: 1.0500 +2024-07-07 23:37:19,648 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:31:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9706, loss_cls: 1.1908, loss: 1.1908 +2024-07-07 23:37:42,889 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:30:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 1.1641, loss: 1.1641 +2024-07-07 23:38:06,101 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:30:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 1.2381, loss: 1.2381 +2024-07-07 23:38:29,333 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:29:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 1.1780, loss: 1.1780 +2024-07-07 23:38:52,598 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:29:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 1.1089, loss: 1.1089 +2024-07-07 23:39:15,833 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:29:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 1.1824, loss: 1.1824 +2024-07-07 23:39:39,042 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:28:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 1.1935, loss: 1.1935 +2024-07-07 23:40:02,206 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:28:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 1.1129, loss: 1.1129 +2024-07-07 23:40:25,454 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:27:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 1.1763, loss: 1.1763 +2024-07-07 23:40:48,646 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:27:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 1.2050, loss: 1.2050 +2024-07-07 23:41:11,881 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:27:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 1.1687, loss: 1.1687 +2024-07-07 23:41:35,064 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:26:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9881, loss_cls: 1.0956, loss: 1.0956 +2024-07-07 23:41:58,271 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:26:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 1.1592, loss: 1.1592 +2024-07-07 23:42:21,577 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:25:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 1.0858, loss: 1.0858 +2024-07-07 23:42:23,370 - pyskl - INFO - Saving checkpoint at 44 epochs +2024-07-07 23:43:40,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 23:43:40,818 - pyskl - INFO - +top1_acc 0.8271 +top5_acc 0.9708 +2024-07-07 23:43:40,822 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_43.pth was removed +2024-07-07 23:43:40,950 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. +2024-07-07 23:43:40,950 - pyskl - INFO - Best top1_acc is 0.8271 at 44 epoch. +2024-07-07 23:43:40,952 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8271, top5_acc: 0.9708 +2024-07-07 23:44:21,801 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:26:06, time: 0.408, data_time: 0.173, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 1.0720, loss: 1.0720 +2024-07-07 23:44:45,000 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:25:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 1.0156, loss: 1.0156 +2024-07-07 23:45:08,155 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:25:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 1.0433, loss: 1.0433 +2024-07-07 23:45:31,423 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:24:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 1.0943, loss: 1.0943 +2024-07-07 23:45:54,634 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:24:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 1.0578, loss: 1.0578 +2024-07-07 23:46:17,792 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:24:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 1.1019, loss: 1.1019 +2024-07-07 23:46:41,156 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:23:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 1.1732, loss: 1.1732 +2024-07-07 23:47:04,529 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:23:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 1.0715, loss: 1.0715 +2024-07-07 23:47:27,801 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:22:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 1.1360, loss: 1.1360 +2024-07-07 23:47:51,000 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:22:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 1.1291, loss: 1.1291 +2024-07-07 23:48:14,145 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:22:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 1.1736, loss: 1.1736 +2024-07-07 23:48:37,324 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:21:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 1.1231, loss: 1.1231 +2024-07-07 23:49:00,546 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:21:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 1.1306, loss: 1.1306 +2024-07-07 23:49:23,723 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:20:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.9762, loss: 0.9762 +2024-07-07 23:49:46,903 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:20:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 1.2453, loss: 1.2453 +2024-07-07 23:50:10,102 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:19:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 1.1760, loss: 1.1760 +2024-07-07 23:50:33,351 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:19:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 1.1603, loss: 1.1603 +2024-07-07 23:50:56,612 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:19:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 1.1657, loss: 1.1657 +2024-07-07 23:51:19,869 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:18:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 1.0852, loss: 1.0852 +2024-07-07 23:51:43,112 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:18:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 1.1799, loss: 1.1799 +2024-07-07 23:52:06,418 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:17:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 1.0973, loss: 1.0973 +2024-07-07 23:52:29,762 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:17:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 1.1470, loss: 1.1470 +2024-07-07 23:52:53,050 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:17:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 1.1278, loss: 1.1278 +2024-07-07 23:53:16,545 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 17:16:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 1.2188, loss: 1.2188 +2024-07-07 23:53:39,995 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 17:16:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 1.2463, loss: 1.2463 +2024-07-07 23:53:41,838 - pyskl - INFO - Saving checkpoint at 45 epochs +2024-07-07 23:54:58,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-07 23:54:58,971 - pyskl - INFO - +top1_acc 0.8073 +top5_acc 0.9655 +2024-07-07 23:54:58,973 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8073, top5_acc: 0.9655 +2024-07-07 23:55:39,572 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 17:16:28, time: 0.406, data_time: 0.171, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 1.1207, loss: 1.1207 +2024-07-07 23:56:02,717 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 17:16:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 1.0738, loss: 1.0738 +2024-07-07 23:56:25,836 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 17:15:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 1.0484, loss: 1.0484 +2024-07-07 23:56:49,053 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 17:15:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 1.1251, loss: 1.1251 +2024-07-07 23:57:12,288 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 17:14:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 1.1937, loss: 1.1937 +2024-07-07 23:57:35,498 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 17:14:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 1.2191, loss: 1.2191 +2024-07-07 23:57:58,722 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 17:14:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 1.0499, loss: 1.0499 +2024-07-07 23:58:21,976 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 17:13:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 1.1343, loss: 1.1343 +2024-07-07 23:58:45,137 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 17:13:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 1.1249, loss: 1.1249 +2024-07-07 23:59:08,270 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 17:12:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 1.1205, loss: 1.1205 +2024-07-07 23:59:31,418 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 17:12:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9838, loss_cls: 1.1220, loss: 1.1220 +2024-07-07 23:59:54,595 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 17:11:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 1.0669, loss: 1.0669 +2024-07-08 00:00:17,687 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 17:11:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 1.1288, loss: 1.1288 +2024-07-08 00:00:40,800 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 17:11:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 1.0602, loss: 1.0602 +2024-07-08 00:01:03,926 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 17:10:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 1.0665, loss: 1.0665 +2024-07-08 00:01:27,086 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 17:10:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 1.1493, loss: 1.1493 +2024-07-08 00:01:50,340 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 17:09:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 1.1018, loss: 1.1018 +2024-07-08 00:02:13,625 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 17:09:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 1.1125, loss: 1.1125 +2024-07-08 00:02:36,771 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 17:09:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 1.1812, loss: 1.1812 +2024-07-08 00:02:59,904 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 17:08:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 1.1293, loss: 1.1293 +2024-07-08 00:03:23,153 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 17:08:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 1.1515, loss: 1.1515 +2024-07-08 00:03:46,441 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 17:07:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9775, loss_cls: 1.0753, loss: 1.0753 +2024-07-08 00:04:09,683 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 17:07:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 1.1054, loss: 1.1054 +2024-07-08 00:04:32,909 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 17:07:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 1.1118, loss: 1.1118 +2024-07-08 00:04:56,157 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 17:06:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 1.1003, loss: 1.1003 +2024-07-08 00:04:57,923 - pyskl - INFO - Saving checkpoint at 46 epochs +2024-07-08 00:06:15,046 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 00:06:15,113 - pyskl - INFO - +top1_acc 0.7946 +top5_acc 0.9651 +2024-07-08 00:06:15,116 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7946, top5_acc: 0.9651 +2024-07-08 00:06:55,910 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 17:06:47, time: 0.408, data_time: 0.171, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 1.1434, loss: 1.1434 +2024-07-08 00:07:19,143 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 17:06:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 1.0845, loss: 1.0845 +2024-07-08 00:07:42,345 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 17:05:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 1.0990, loss: 1.0990 +2024-07-08 00:08:05,562 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 17:05:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 1.1007, loss: 1.1007 +2024-07-08 00:08:28,806 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 17:05:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 1.1432, loss: 1.1432 +2024-07-08 00:08:52,060 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 17:04:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 1.1668, loss: 1.1668 +2024-07-08 00:09:15,311 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 17:04:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 1.0686, loss: 1.0686 +2024-07-08 00:09:38,735 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 17:03:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 1.0900, loss: 1.0900 +2024-07-08 00:10:02,075 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 17:03:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 1.1004, loss: 1.1004 +2024-07-08 00:10:25,325 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 17:03:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 1.1505, loss: 1.1505 +2024-07-08 00:10:48,518 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 17:02:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 1.1332, loss: 1.1332 +2024-07-08 00:11:11,746 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 17:02:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 1.1308, loss: 1.1308 +2024-07-08 00:11:34,921 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 17:01:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 1.0517, loss: 1.0517 +2024-07-08 00:11:58,076 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 17:01:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 1.0267, loss: 1.0267 +2024-07-08 00:12:21,286 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 17:01:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 1.0919, loss: 1.0919 +2024-07-08 00:12:44,490 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 17:00:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 1.2056, loss: 1.2056 +2024-07-08 00:13:07,849 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 17:00:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 1.1803, loss: 1.1803 +2024-07-08 00:13:31,112 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 16:59:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 1.0941, loss: 1.0941 +2024-07-08 00:13:54,301 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 16:59:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 1.2312, loss: 1.2312 +2024-07-08 00:14:17,463 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 16:59:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 1.0618, loss: 1.0618 +2024-07-08 00:14:40,665 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 16:58:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 1.0547, loss: 1.0547 +2024-07-08 00:15:04,212 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 16:58:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 1.1243, loss: 1.1243 +2024-07-08 00:15:27,409 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 16:57:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 1.0109, loss: 1.0109 +2024-07-08 00:15:50,605 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 16:57:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 1.1078, loss: 1.1078 +2024-07-08 00:16:13,884 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 16:56:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9844, loss_cls: 1.1897, loss: 1.1897 +2024-07-08 00:16:15,704 - pyskl - INFO - Saving checkpoint at 47 epochs +2024-07-08 00:17:32,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 00:17:32,855 - pyskl - INFO - +top1_acc 0.8043 +top5_acc 0.9673 +2024-07-08 00:17:32,857 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8043, top5_acc: 0.9673 +2024-07-08 00:18:13,697 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 16:57:08, time: 0.408, data_time: 0.173, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.9433, loss: 0.9433 +2024-07-08 00:18:36,851 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 16:56:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 1.1014, loss: 1.1014 +2024-07-08 00:19:00,029 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 16:56:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 1.1295, loss: 1.1295 +2024-07-08 00:19:23,204 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 16:55:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 1.0482, loss: 1.0482 +2024-07-08 00:19:46,492 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 16:55:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 1.0397, loss: 1.0397 +2024-07-08 00:20:09,694 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 16:55:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 1.1341, loss: 1.1341 +2024-07-08 00:20:32,853 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 16:54:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 1.0971, loss: 1.0971 +2024-07-08 00:20:56,244 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 16:54:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 1.1429, loss: 1.1429 +2024-07-08 00:21:19,581 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 16:53:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 1.0117, loss: 1.0117 +2024-07-08 00:21:42,859 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 16:53:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 1.0681, loss: 1.0681 +2024-07-08 00:22:06,116 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 16:53:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 1.1723, loss: 1.1723 +2024-07-08 00:22:29,318 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 16:52:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 1.0401, loss: 1.0401 +2024-07-08 00:22:52,547 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 16:52:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 1.0930, loss: 1.0930 +2024-07-08 00:23:15,775 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 16:51:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.0856, loss: 1.0856 +2024-07-08 00:23:38,997 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 16:51:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 1.1614, loss: 1.1614 +2024-07-08 00:24:02,235 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 16:51:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 1.0784, loss: 1.0784 +2024-07-08 00:24:25,485 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 16:50:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.9960, loss: 0.9960 +2024-07-08 00:24:48,684 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 16:50:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 1.0361, loss: 1.0361 +2024-07-08 00:25:11,943 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 16:49:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 1.2167, loss: 1.2167 +2024-07-08 00:25:35,157 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 16:49:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 1.0232, loss: 1.0232 +2024-07-08 00:25:58,390 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 16:48:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 1.0935, loss: 1.0935 +2024-07-08 00:26:21,539 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 16:48:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 1.0062, loss: 1.0062 +2024-07-08 00:26:44,714 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 16:48:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 1.1724, loss: 1.1724 +2024-07-08 00:27:07,923 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 16:47:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 1.1540, loss: 1.1540 +2024-07-08 00:27:31,096 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 16:47:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9831, loss_cls: 1.1342, loss: 1.1342 +2024-07-08 00:27:32,907 - pyskl - INFO - Saving checkpoint at 48 epochs +2024-07-08 00:28:49,912 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 00:28:49,979 - pyskl - INFO - +top1_acc 0.7919 +top5_acc 0.9708 +2024-07-08 00:28:49,980 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.7919, top5_acc: 0.9708 +2024-07-08 00:29:30,579 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 16:47:26, time: 0.406, data_time: 0.171, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 1.0441, loss: 1.0441 +2024-07-08 00:29:53,688 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 16:47:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.9664, loss: 0.9664 +2024-07-08 00:30:16,813 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 16:46:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 0.9600, loss: 0.9600 +2024-07-08 00:30:39,998 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 16:46:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 1.0781, loss: 1.0781 +2024-07-08 00:31:03,277 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 16:45:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 1.1092, loss: 1.1092 +2024-07-08 00:31:26,595 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 16:45:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 1.0965, loss: 1.0965 +2024-07-08 00:31:49,841 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 16:44:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 1.0045, loss: 1.0045 +2024-07-08 00:32:13,100 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 16:44:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 1.0284, loss: 1.0284 +2024-07-08 00:32:36,310 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 16:44:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 1.0726, loss: 1.0726 +2024-07-08 00:32:59,539 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 16:43:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 1.0641, loss: 1.0641 +2024-07-08 00:33:22,766 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 16:43:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 1.2167, loss: 1.2167 +2024-07-08 00:33:46,009 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 16:42:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 1.0722, loss: 1.0722 +2024-07-08 00:34:09,244 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 16:42:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 1.0647, loss: 1.0647 +2024-07-08 00:34:32,505 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 16:42:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 1.1190, loss: 1.1190 +2024-07-08 00:34:55,719 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 16:41:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 1.1073, loss: 1.1073 +2024-07-08 00:35:18,944 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 16:41:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 1.0667, loss: 1.0667 +2024-07-08 00:35:42,119 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:40:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9900, loss_cls: 0.9863, loss: 0.9863 +2024-07-08 00:36:05,202 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:40:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 1.0690, loss: 1.0690 +2024-07-08 00:36:28,312 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:40:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 1.0546, loss: 1.0546 +2024-07-08 00:36:51,471 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:39:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 1.0557, loss: 1.0557 +2024-07-08 00:37:14,679 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:39:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 1.0719, loss: 1.0719 +2024-07-08 00:37:37,871 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:38:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 1.1677, loss: 1.1677 +2024-07-08 00:38:01,172 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:38:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9706, loss_cls: 1.1757, loss: 1.1757 +2024-07-08 00:38:24,490 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:38:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 1.0616, loss: 1.0616 +2024-07-08 00:38:47,760 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:37:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 1.1002, loss: 1.1002 +2024-07-08 00:38:49,562 - pyskl - INFO - Saving checkpoint at 49 epochs +2024-07-08 00:40:06,835 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 00:40:06,903 - pyskl - INFO - +top1_acc 0.8232 +top5_acc 0.9678 +2024-07-08 00:40:06,905 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8232, top5_acc: 0.9678 +2024-07-08 00:40:47,382 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:37:43, time: 0.405, data_time: 0.169, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 1.0101, loss: 1.0101 +2024-07-08 00:41:10,517 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:37:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 1.0067, loss: 1.0067 +2024-07-08 00:41:33,693 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:36:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 1.0121, loss: 1.0121 +2024-07-08 00:41:56,825 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:36:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 1.0236, loss: 1.0236 +2024-07-08 00:42:20,090 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:36:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 1.0122, loss: 1.0122 +2024-07-08 00:42:43,364 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:35:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 1.1023, loss: 1.1023 +2024-07-08 00:43:06,586 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:35:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 1.0929, loss: 1.0929 +2024-07-08 00:43:29,863 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:34:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 1.1174, loss: 1.1174 +2024-07-08 00:43:53,357 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:34:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.9729, loss: 0.9729 +2024-07-08 00:44:16,818 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:34:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 1.0856, loss: 1.0856 +2024-07-08 00:44:40,055 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:33:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 1.0483, loss: 1.0483 +2024-07-08 00:45:03,246 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:33:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 1.0913, loss: 1.0913 +2024-07-08 00:45:26,608 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:32:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 1.1649, loss: 1.1649 +2024-07-08 00:45:49,850 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:32:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 1.1436, loss: 1.1436 +2024-07-08 00:46:13,089 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:32:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 1.0477, loss: 1.0477 +2024-07-08 00:46:36,338 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:31:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 1.1652, loss: 1.1652 +2024-07-08 00:46:59,572 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:31:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 1.0563, loss: 1.0563 +2024-07-08 00:47:22,780 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:30:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 1.1004, loss: 1.1004 +2024-07-08 00:47:45,950 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:30:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 1.0431, loss: 1.0431 +2024-07-08 00:48:09,222 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:29:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 1.0613, loss: 1.0613 +2024-07-08 00:48:32,508 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:29:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 1.0807, loss: 1.0807 +2024-07-08 00:48:55,698 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:29:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 1.0120, loss: 1.0120 +2024-07-08 00:49:18,893 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:28:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 1.0855, loss: 1.0855 +2024-07-08 00:49:42,105 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:28:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 1.1640, loss: 1.1640 +2024-07-08 00:50:05,269 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:27:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 1.0232, loss: 1.0232 +2024-07-08 00:50:07,115 - pyskl - INFO - Saving checkpoint at 50 epochs +2024-07-08 00:51:24,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 00:51:24,250 - pyskl - INFO - +top1_acc 0.7873 +top5_acc 0.9658 +2024-07-08 00:51:24,252 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.7873, top5_acc: 0.9658 +2024-07-08 00:52:04,961 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:28:02, time: 0.407, data_time: 0.172, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.9518, loss: 0.9518 +2024-07-08 00:52:28,073 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:27:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 1.0282, loss: 1.0282 +2024-07-08 00:52:51,216 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:27:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 1.0672, loss: 1.0672 +2024-07-08 00:53:14,324 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:26:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 1.0055, loss: 1.0055 +2024-07-08 00:53:37,522 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:26:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 1.0225, loss: 1.0225 +2024-07-08 00:54:00,677 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:25:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 1.0292, loss: 1.0292 +2024-07-08 00:54:23,780 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:25:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 1.0353, loss: 1.0353 +2024-07-08 00:54:46,924 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:25:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.9758, loss: 0.9758 +2024-07-08 00:55:10,049 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:24:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 1.0623, loss: 1.0623 +2024-07-08 00:55:33,177 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:24:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9856, loss_cls: 1.0887, loss: 1.0887 +2024-07-08 00:55:56,272 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:23:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 1.0107, loss: 1.0107 +2024-07-08 00:56:19,502 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:23:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 1.0826, loss: 1.0826 +2024-07-08 00:56:42,705 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:23:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 1.0221, loss: 1.0221 +2024-07-08 00:57:05,908 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:22:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 1.0110, loss: 1.0110 +2024-07-08 00:57:29,069 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:22:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 1.0979, loss: 1.0979 +2024-07-08 00:57:52,250 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:21:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 1.0671, loss: 1.0671 +2024-07-08 00:58:15,462 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:21:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 1.0924, loss: 1.0924 +2024-07-08 00:58:38,680 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:21:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 1.1389, loss: 1.1389 +2024-07-08 00:59:01,903 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:20:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 1.0729, loss: 1.0729 +2024-07-08 00:59:25,025 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:20:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 1.0873, loss: 1.0873 +2024-07-08 00:59:48,184 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:19:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9844, loss_cls: 1.1724, loss: 1.1724 +2024-07-08 01:00:11,309 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:19:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 1.1546, loss: 1.1546 +2024-07-08 01:00:34,427 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:18:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9756, loss_cls: 1.1106, loss: 1.1106 +2024-07-08 01:00:57,560 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:18:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 1.0385, loss: 1.0385 +2024-07-08 01:01:20,919 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:18:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 1.0678, loss: 1.0678 +2024-07-08 01:01:22,721 - pyskl - INFO - Saving checkpoint at 51 epochs +2024-07-08 01:02:40,125 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 01:02:40,191 - pyskl - INFO - +top1_acc 0.8335 +top5_acc 0.9741 +2024-07-08 01:02:40,196 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_44.pth was removed +2024-07-08 01:02:40,321 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2024-07-08 01:02:40,322 - pyskl - INFO - Best top1_acc is 0.8335 at 51 epoch. +2024-07-08 01:02:40,324 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8335, top5_acc: 0.9741 +2024-07-08 01:03:21,177 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:18:16, time: 0.408, data_time: 0.173, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 1.0489, loss: 1.0489 +2024-07-08 01:03:44,329 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:17:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 0.9981, loss: 0.9981 +2024-07-08 01:04:07,475 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:17:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 1.0566, loss: 1.0566 +2024-07-08 01:04:30,664 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 16:17:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 1.0097, loss: 1.0097 +2024-07-08 01:04:53,860 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 16:16:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 1.0074, loss: 1.0074 +2024-07-08 01:05:17,094 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 16:16:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 1.0136, loss: 1.0136 +2024-07-08 01:05:40,312 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 16:15:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 1.1714, loss: 1.1714 +2024-07-08 01:06:03,494 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 16:15:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 1.0159, loss: 1.0159 +2024-07-08 01:06:26,897 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 16:15:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.9898, loss: 0.9898 +2024-07-08 01:06:50,241 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 16:14:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 1.0768, loss: 1.0768 +2024-07-08 01:07:13,515 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 16:14:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 1.1574, loss: 1.1574 +2024-07-08 01:07:36,818 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 16:13:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 1.0068, loss: 1.0068 +2024-07-08 01:08:00,071 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 16:13:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 0.9673, loss: 0.9673 +2024-07-08 01:08:23,273 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 16:12:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 1.1276, loss: 1.1276 +2024-07-08 01:08:46,476 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 16:12:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 1.0066, loss: 1.0066 +2024-07-08 01:09:09,656 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 16:12:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 1.0981, loss: 1.0981 +2024-07-08 01:09:32,810 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 16:11:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 1.1906, loss: 1.1906 +2024-07-08 01:09:55,998 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 16:11:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 1.0091, loss: 1.0091 +2024-07-08 01:10:19,197 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 16:10:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 1.0600, loss: 1.0600 +2024-07-08 01:10:42,374 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 16:10:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 1.1371, loss: 1.1371 +2024-07-08 01:11:05,618 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 16:10:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 1.0715, loss: 1.0715 +2024-07-08 01:11:28,764 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 16:09:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.9981, loss: 0.9981 +2024-07-08 01:11:51,905 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 16:09:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 1.1063, loss: 1.1063 +2024-07-08 01:12:15,102 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 16:08:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 1.0663, loss: 1.0663 +2024-07-08 01:12:38,319 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 16:08:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 1.1007, loss: 1.1007 +2024-07-08 01:12:40,143 - pyskl - INFO - Saving checkpoint at 52 epochs +2024-07-08 01:13:57,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 01:13:57,416 - pyskl - INFO - +top1_acc 0.8169 +top5_acc 0.9723 +2024-07-08 01:13:57,418 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8169, top5_acc: 0.9723 +2024-07-08 01:14:38,279 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 16:08:32, time: 0.409, data_time: 0.172, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9925, loss_cls: 0.9139, loss: 0.9139 +2024-07-08 01:15:01,513 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 16:08:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.9728, loss: 0.9728 +2024-07-08 01:15:24,773 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 16:07:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 1.0839, loss: 1.0839 +2024-07-08 01:15:48,077 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 16:07:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.9602, loss: 0.9602 +2024-07-08 01:16:11,328 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 16:06:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 1.1201, loss: 1.1201 +2024-07-08 01:16:34,627 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 16:06:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 0.9714, loss: 0.9714 +2024-07-08 01:16:57,902 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 16:06:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 1.0065, loss: 1.0065 +2024-07-08 01:17:21,176 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 16:05:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 1.0178, loss: 1.0178 +2024-07-08 01:17:44,569 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 16:05:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 1.0636, loss: 1.0636 +2024-07-08 01:18:07,989 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 16:04:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.9955, loss: 0.9955 +2024-07-08 01:18:31,345 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 16:04:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.9778, loss: 0.9778 +2024-07-08 01:18:54,748 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 16:04:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.9280, loss: 0.9280 +2024-07-08 01:19:18,123 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 16:03:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 1.0325, loss: 1.0325 +2024-07-08 01:19:41,459 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 16:03:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9856, loss_cls: 1.0862, loss: 1.0862 +2024-07-08 01:20:04,756 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 16:02:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 0.9908, loss: 0.9908 +2024-07-08 01:20:28,057 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 16:02:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.9968, loss: 0.9968 +2024-07-08 01:20:51,353 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 16:02:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 1.0430, loss: 1.0430 +2024-07-08 01:21:14,621 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 16:01:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 1.0609, loss: 1.0609 +2024-07-08 01:21:37,823 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 16:01:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 1.1035, loss: 1.1035 +2024-07-08 01:22:01,024 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 16:00:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 1.0641, loss: 1.0641 +2024-07-08 01:22:24,306 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 16:00:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 1.0422, loss: 1.0422 +2024-07-08 01:22:47,506 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 16:00:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 1.0159, loss: 1.0159 +2024-07-08 01:23:10,713 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 15:59:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 1.0646, loss: 1.0646 +2024-07-08 01:23:34,082 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 15:59:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 1.0141, loss: 1.0141 +2024-07-08 01:23:57,465 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 15:58:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 1.0493, loss: 1.0493 +2024-07-08 01:23:59,275 - pyskl - INFO - Saving checkpoint at 53 epochs +2024-07-08 01:25:16,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 01:25:16,598 - pyskl - INFO - +top1_acc 0.8183 +top5_acc 0.9691 +2024-07-08 01:25:16,600 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8183, top5_acc: 0.9691 +2024-07-08 01:25:57,372 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 15:58:51, time: 0.408, data_time: 0.172, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 0.8971, loss: 0.8971 +2024-07-08 01:26:20,626 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 15:58:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.9629, loss: 0.9629 +2024-07-08 01:26:43,872 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 15:58:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 1.0113, loss: 1.0113 +2024-07-08 01:27:07,095 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 15:57:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.9843, loss: 0.9843 +2024-07-08 01:27:30,307 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 15:57:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 1.0350, loss: 1.0350 +2024-07-08 01:27:53,533 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 15:56:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.9326, loss: 0.9326 +2024-07-08 01:28:16,709 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 15:56:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.9554, loss: 0.9554 +2024-07-08 01:28:39,904 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 15:55:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 1.0414, loss: 1.0414 +2024-07-08 01:29:03,218 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 15:55:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 1.0581, loss: 1.0581 +2024-07-08 01:29:26,492 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 15:55:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 1.0894, loss: 1.0894 +2024-07-08 01:29:49,795 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 15:54:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.9818, loss: 0.9818 +2024-07-08 01:30:13,008 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 15:54:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 1.1377, loss: 1.1377 +2024-07-08 01:30:36,208 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 15:53:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 0.9919, loss: 0.9919 +2024-07-08 01:30:59,382 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 15:53:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 1.0430, loss: 1.0430 +2024-07-08 01:31:22,553 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 15:53:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 0.9904, loss: 0.9904 +2024-07-08 01:31:45,690 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 15:52:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 1.0171, loss: 1.0171 +2024-07-08 01:32:08,836 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 15:52:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 1.0263, loss: 1.0263 +2024-07-08 01:32:31,981 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 15:51:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 1.0817, loss: 1.0817 +2024-07-08 01:32:55,162 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 15:51:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 1.0731, loss: 1.0731 +2024-07-08 01:33:18,311 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 15:51:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 1.0100, loss: 1.0100 +2024-07-08 01:33:41,742 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 15:50:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 1.1635, loss: 1.1635 +2024-07-08 01:34:05,056 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 15:50:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 1.0846, loss: 1.0846 +2024-07-08 01:34:28,326 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 15:49:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 1.0494, loss: 1.0494 +2024-07-08 01:34:51,608 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 15:49:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 1.0035, loss: 1.0035 +2024-07-08 01:35:14,841 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 15:49:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 1.0572, loss: 1.0572 +2024-07-08 01:35:16,575 - pyskl - INFO - Saving checkpoint at 54 epochs +2024-07-08 01:36:33,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 01:36:33,552 - pyskl - INFO - +top1_acc 0.8367 +top5_acc 0.9742 +2024-07-08 01:36:33,556 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_51.pth was removed +2024-07-08 01:36:33,678 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. +2024-07-08 01:36:33,678 - pyskl - INFO - Best top1_acc is 0.8367 at 54 epoch. +2024-07-08 01:36:33,680 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8367, top5_acc: 0.9742 +2024-07-08 01:37:14,476 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 15:49:06, time: 0.408, data_time: 0.171, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.9923, loss: 0.9923 +2024-07-08 01:37:37,647 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 15:48:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 1.0028, loss: 1.0028 +2024-07-08 01:38:00,889 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 15:48:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 0.8749, loss: 0.8749 +2024-07-08 01:38:24,120 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 15:47:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 1.0493, loss: 1.0493 +2024-07-08 01:38:47,373 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 15:47:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 1.0034, loss: 1.0034 +2024-07-08 01:39:10,639 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 15:47:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 1.0370, loss: 1.0370 +2024-07-08 01:39:33,907 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 15:46:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.9538, loss: 0.9538 +2024-07-08 01:39:57,156 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 15:46:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9881, loss_cls: 1.0750, loss: 1.0750 +2024-07-08 01:40:20,451 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 15:45:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 1.0331, loss: 1.0331 +2024-07-08 01:40:43,830 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 15:45:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 1.0908, loss: 1.0908 +2024-07-08 01:41:07,082 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 15:45:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 1.0069, loss: 1.0069 +2024-07-08 01:41:30,224 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 15:44:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 1.0642, loss: 1.0642 +2024-07-08 01:41:53,397 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 15:44:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.9823, loss: 0.9823 +2024-07-08 01:42:16,546 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 15:43:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9888, loss_cls: 1.0288, loss: 1.0288 +2024-07-08 01:42:39,696 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 15:43:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.9671, loss: 0.9671 +2024-07-08 01:43:02,855 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:42:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 0.9502, loss: 0.9502 +2024-07-08 01:43:26,004 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:42:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 1.0517, loss: 1.0517 +2024-07-08 01:43:49,143 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:42:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.9039, loss: 0.9039 +2024-07-08 01:44:12,303 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:41:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 0.9518, loss: 0.9518 +2024-07-08 01:44:35,480 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:41:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.1208, loss: 1.1208 +2024-07-08 01:44:58,673 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:40:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 1.0693, loss: 1.0693 +2024-07-08 01:45:21,796 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:40:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 1.0228, loss: 1.0228 +2024-07-08 01:45:45,141 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:40:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.9756, loss: 0.9756 +2024-07-08 01:46:08,480 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:39:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 1.0371, loss: 1.0371 +2024-07-08 01:46:31,731 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:39:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 1.0519, loss: 1.0519 +2024-07-08 01:46:33,541 - pyskl - INFO - Saving checkpoint at 55 epochs +2024-07-08 01:47:50,695 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 01:47:50,762 - pyskl - INFO - +top1_acc 0.7910 +top5_acc 0.9611 +2024-07-08 01:47:50,764 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.7910, top5_acc: 0.9611 +2024-07-08 01:48:32,027 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:39:22, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 0.9321, loss: 0.9321 +2024-07-08 01:48:55,248 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:38:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 0.9908, loss: 0.9908 +2024-07-08 01:49:18,459 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:38:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.9099, loss: 0.9099 +2024-07-08 01:49:41,672 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:38:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 1.0659, loss: 1.0659 +2024-07-08 01:50:04,885 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:37:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 1.0166, loss: 1.0166 +2024-07-08 01:50:28,147 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:37:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.9578, loss: 0.9578 +2024-07-08 01:50:51,584 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:36:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 1.0522, loss: 1.0522 +2024-07-08 01:51:14,883 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:36:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.9509, loss: 0.9509 +2024-07-08 01:51:38,151 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:36:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 0.9908, loss: 0.9908 +2024-07-08 01:52:01,424 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:35:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.9177, loss: 0.9177 +2024-07-08 01:52:24,715 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:35:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 0.9615, loss: 0.9615 +2024-07-08 01:52:47,974 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:34:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 1.0388, loss: 1.0388 +2024-07-08 01:53:11,384 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:34:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 0.9552, loss: 0.9552 +2024-07-08 01:53:34,981 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:34:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 1.0425, loss: 1.0425 +2024-07-08 01:53:58,467 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:33:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 1.0321, loss: 1.0321 +2024-07-08 01:54:21,696 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:33:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 1.0121, loss: 1.0121 +2024-07-08 01:54:44,886 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:32:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 1.0352, loss: 1.0352 +2024-07-08 01:55:08,053 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:32:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 1.0048, loss: 1.0048 +2024-07-08 01:55:31,315 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:32:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 1.0146, loss: 1.0146 +2024-07-08 01:55:54,518 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:31:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 1.0401, loss: 1.0401 +2024-07-08 01:56:17,688 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:31:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 1.1123, loss: 1.1123 +2024-07-08 01:56:41,132 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:30:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 1.0014, loss: 1.0014 +2024-07-08 01:57:04,366 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:30:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 1.0580, loss: 1.0580 +2024-07-08 01:57:27,649 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:30:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.9003, loss: 0.9003 +2024-07-08 01:57:50,919 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:29:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 1.0823, loss: 1.0823 +2024-07-08 01:57:52,723 - pyskl - INFO - Saving checkpoint at 56 epochs +2024-07-08 01:59:09,593 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 01:59:09,660 - pyskl - INFO - +top1_acc 0.8223 +top5_acc 0.9739 +2024-07-08 01:59:09,662 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8223, top5_acc: 0.9739 +2024-07-08 01:59:50,453 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:29:38, time: 0.408, data_time: 0.172, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.8800, loss: 0.8800 +2024-07-08 02:00:13,671 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:29:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.9907, loss: 0.9907 +2024-07-08 02:00:36,884 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:28:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 0.9708, loss: 0.9708 +2024-07-08 02:01:00,101 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:28:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 0.9923, loss: 0.9923 +2024-07-08 02:01:23,347 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:28:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9925, loss_cls: 0.9244, loss: 0.9244 +2024-07-08 02:01:46,613 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:27:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 0.9006, loss: 0.9006 +2024-07-08 02:02:10,037 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:27:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.9455, loss: 0.9455 +2024-07-08 02:02:33,293 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:26:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 1.0624, loss: 1.0624 +2024-07-08 02:02:56,559 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:26:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 1.0141, loss: 1.0141 +2024-07-08 02:03:19,837 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:25:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 1.0150, loss: 1.0150 +2024-07-08 02:03:42,984 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:25:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 0.9723, loss: 0.9723 +2024-07-08 02:04:06,210 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:25:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 0.9419, loss: 0.9419 +2024-07-08 02:04:29,349 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:24:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 0.9912, loss: 0.9912 +2024-07-08 02:04:52,451 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:24:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 1.0658, loss: 1.0658 +2024-07-08 02:05:15,560 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:23:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 1.0371, loss: 1.0371 +2024-07-08 02:05:38,658 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:23:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.9616, loss: 0.9616 +2024-07-08 02:06:01,781 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:23:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 1.0220, loss: 1.0220 +2024-07-08 02:06:24,891 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:22:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 1.0348, loss: 1.0348 +2024-07-08 02:06:48,037 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:22:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 1.0580, loss: 1.0580 +2024-07-08 02:07:11,263 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:21:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.9544, loss: 0.9544 +2024-07-08 02:07:34,513 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:21:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 1.0233, loss: 1.0233 +2024-07-08 02:07:57,774 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:21:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.9968, loss: 0.9968 +2024-07-08 02:08:20,999 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:20:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 1.0457, loss: 1.0457 +2024-07-08 02:08:44,250 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:20:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 1.0618, loss: 1.0618 +2024-07-08 02:09:07,467 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:19:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 1.0382, loss: 1.0382 +2024-07-08 02:09:09,245 - pyskl - INFO - Saving checkpoint at 57 epochs +2024-07-08 02:10:26,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 02:10:26,557 - pyskl - INFO - +top1_acc 0.8211 +top5_acc 0.9728 +2024-07-08 02:10:26,559 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8211, top5_acc: 0.9728 +2024-07-08 02:11:07,997 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:19:52, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.9782, loss: 0.9782 +2024-07-08 02:11:31,202 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:19:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 1.0121, loss: 1.0121 +2024-07-08 02:11:54,406 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:19:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.9276, loss: 0.9276 +2024-07-08 02:12:17,601 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:18:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9919, loss_cls: 0.9529, loss: 0.9529 +2024-07-08 02:12:40,808 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:18:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.9319, loss: 0.9319 +2024-07-08 02:13:04,028 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:17:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.9562, loss: 0.9562 +2024-07-08 02:13:27,319 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:17:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.8820, loss: 0.8820 +2024-07-08 02:13:50,533 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 15:17:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.9545, loss: 0.9545 +2024-07-08 02:14:13,761 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 15:16:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.9251, loss: 0.9251 +2024-07-08 02:14:37,019 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 15:16:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9769, loss_cls: 0.9596, loss: 0.9596 +2024-07-08 02:15:00,176 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 15:15:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.8890, loss: 0.8890 +2024-07-08 02:15:23,297 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 15:15:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.9204, loss: 0.9204 +2024-07-08 02:15:46,523 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 15:14:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 0.9068, loss: 0.9068 +2024-07-08 02:16:09,716 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 15:14:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.9250, loss: 0.9250 +2024-07-08 02:16:32,987 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 15:14:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 1.0685, loss: 1.0685 +2024-07-08 02:16:56,158 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 15:13:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 1.0168, loss: 1.0168 +2024-07-08 02:17:19,332 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 15:13:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 1.0738, loss: 1.0738 +2024-07-08 02:17:42,455 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 15:12:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 1.0609, loss: 1.0609 +2024-07-08 02:18:05,665 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 15:12:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 1.0285, loss: 1.0285 +2024-07-08 02:18:28,950 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 15:12:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 1.0553, loss: 1.0553 +2024-07-08 02:18:52,241 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 15:11:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 1.0024, loss: 1.0024 +2024-07-08 02:19:15,390 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 15:11:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 1.0119, loss: 1.0119 +2024-07-08 02:19:38,588 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 15:10:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 1.0686, loss: 1.0686 +2024-07-08 02:20:01,835 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 15:10:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 1.0300, loss: 1.0300 +2024-07-08 02:20:25,025 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 15:10:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 0.9993, loss: 0.9993 +2024-07-08 02:20:26,885 - pyskl - INFO - Saving checkpoint at 58 epochs +2024-07-08 02:21:44,410 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 02:21:44,476 - pyskl - INFO - +top1_acc 0.8511 +top5_acc 0.9766 +2024-07-08 02:21:44,480 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_54.pth was removed +2024-07-08 02:21:44,603 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2024-07-08 02:21:44,604 - pyskl - INFO - Best top1_acc is 0.8511 at 58 epoch. +2024-07-08 02:21:44,606 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8511, top5_acc: 0.9766 +2024-07-08 02:22:26,359 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 15:10:07, time: 0.417, data_time: 0.179, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9900, loss_cls: 0.9074, loss: 0.9074 +2024-07-08 02:22:49,619 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 15:09:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 0.8808, loss: 0.8808 +2024-07-08 02:23:12,904 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 15:09:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.9677, loss: 0.9677 +2024-07-08 02:23:36,288 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 15:08:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.9812, loss: 0.9812 +2024-07-08 02:23:59,495 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 15:08:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 0.9985, loss: 0.9985 +2024-07-08 02:24:22,736 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 15:08:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 1.0314, loss: 1.0314 +2024-07-08 02:24:46,012 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 15:07:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.9620, loss: 0.9620 +2024-07-08 02:25:09,225 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 15:07:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.9691, loss: 0.9691 +2024-07-08 02:25:32,434 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 15:06:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 1.0530, loss: 1.0530 +2024-07-08 02:25:55,667 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 15:06:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 0.9435, loss: 0.9435 +2024-07-08 02:26:18,930 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 15:06:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 1.0008, loss: 1.0008 +2024-07-08 02:26:42,136 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 15:05:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.9414, loss: 0.9414 +2024-07-08 02:27:05,356 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 15:05:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 1.0510, loss: 1.0510 +2024-07-08 02:27:28,581 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 15:04:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.9206, loss: 0.9206 +2024-07-08 02:27:51,814 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 15:04:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 1.0003, loss: 1.0003 +2024-07-08 02:28:15,052 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 15:04:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 0.9899, loss: 0.9899 +2024-07-08 02:28:38,288 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 15:03:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.9969, loss: 0.9969 +2024-07-08 02:29:01,532 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 15:03:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 0.9984, loss: 0.9984 +2024-07-08 02:29:24,722 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 15:02:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.9429, loss: 0.9429 +2024-07-08 02:29:47,993 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 15:02:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 1.0110, loss: 1.0110 +2024-07-08 02:30:11,173 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 15:01:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 1.0116, loss: 1.0116 +2024-07-08 02:30:34,322 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 15:01:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 1.0089, loss: 1.0089 +2024-07-08 02:30:57,775 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 15:01:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9719, loss_cls: 1.0361, loss: 1.0361 +2024-07-08 02:31:21,107 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 15:00:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 1.0201, loss: 1.0201 +2024-07-08 02:31:44,342 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 15:00:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.9391, loss: 0.9391 +2024-07-08 02:31:46,265 - pyskl - INFO - Saving checkpoint at 59 epochs +2024-07-08 02:33:03,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 02:33:03,657 - pyskl - INFO - +top1_acc 0.8408 +top5_acc 0.9768 +2024-07-08 02:33:03,659 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8408, top5_acc: 0.9768 +2024-07-08 02:33:45,650 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 15:00:22, time: 0.420, data_time: 0.183, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.8550, loss: 0.8550 +2024-07-08 02:34:08,843 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 14:59:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.9065, loss: 0.9065 +2024-07-08 02:34:32,032 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 14:59:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 1.0180, loss: 1.0180 +2024-07-08 02:34:55,195 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 14:59:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.9352, loss: 0.9352 +2024-07-08 02:35:18,362 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 14:58:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 0.9066, loss: 0.9066 +2024-07-08 02:35:41,534 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 14:58:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 0.8625, loss: 0.8625 +2024-07-08 02:36:04,704 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 14:57:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.9328, loss: 0.9328 +2024-07-08 02:36:27,828 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 14:57:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.9756, loss: 0.9756 +2024-07-08 02:36:50,966 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 14:57:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 0.9275, loss: 0.9275 +2024-07-08 02:37:14,185 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 14:56:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.9168, loss: 0.9168 +2024-07-08 02:37:37,463 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 14:56:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.9256, loss: 0.9256 +2024-07-08 02:38:00,651 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 14:55:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.9703, loss: 0.9703 +2024-07-08 02:38:23,826 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 14:55:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.9741, loss: 0.9741 +2024-07-08 02:38:46,979 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 14:55:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 1.0067, loss: 1.0067 +2024-07-08 02:39:10,117 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 14:54:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 0.9388, loss: 0.9388 +2024-07-08 02:39:33,306 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 14:54:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.9336, loss: 0.9336 +2024-07-08 02:39:56,524 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 14:53:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 1.0290, loss: 1.0290 +2024-07-08 02:40:19,719 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 14:53:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 0.9436, loss: 0.9436 +2024-07-08 02:40:42,886 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 14:53:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 1.0402, loss: 1.0402 +2024-07-08 02:41:06,108 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 14:52:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.9994, loss: 0.9994 +2024-07-08 02:41:29,253 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 14:52:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 0.9844, loss: 0.9844 +2024-07-08 02:41:52,409 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 14:51:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.8736, loss: 0.8736 +2024-07-08 02:42:15,591 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 14:51:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 1.0210, loss: 1.0210 +2024-07-08 02:42:38,780 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 14:50:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 1.0273, loss: 1.0273 +2024-07-08 02:43:01,950 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 14:50:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.9959, loss: 0.9959 +2024-07-08 02:43:03,776 - pyskl - INFO - Saving checkpoint at 60 epochs +2024-07-08 02:44:21,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 02:44:21,176 - pyskl - INFO - +top1_acc 0.8372 +top5_acc 0.9726 +2024-07-08 02:44:21,178 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8372, top5_acc: 0.9726 +2024-07-08 02:45:02,866 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 14:50:35, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.8824, loss: 0.8824 +2024-07-08 02:45:26,091 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 14:50:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 1.0534, loss: 1.0534 +2024-07-08 02:45:49,354 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 14:49:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.9116, loss: 0.9116 +2024-07-08 02:46:12,566 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 14:49:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 0.9457, loss: 0.9457 +2024-07-08 02:46:35,685 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 14:48:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 0.9108, loss: 0.9108 +2024-07-08 02:46:58,822 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 14:48:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.9412, loss: 0.9412 +2024-07-08 02:47:21,977 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 14:48:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.9792, loss: 0.9792 +2024-07-08 02:47:45,163 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 14:47:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 0.9584, loss: 0.9584 +2024-07-08 02:48:08,365 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 14:47:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.8363, loss: 0.8363 +2024-07-08 02:48:31,499 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 14:46:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 0.9235, loss: 0.9235 +2024-07-08 02:48:54,683 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 14:46:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.9586, loss: 0.9586 +2024-07-08 02:49:17,817 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 14:46:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.9120, loss: 0.9120 +2024-07-08 02:49:40,996 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 14:45:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.9147, loss: 0.9147 +2024-07-08 02:50:04,141 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:45:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 0.9547, loss: 0.9547 +2024-07-08 02:50:27,297 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:44:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 1.0634, loss: 1.0634 +2024-07-08 02:50:50,504 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:44:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 1.0307, loss: 1.0307 +2024-07-08 02:51:13,660 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:44:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.9426, loss: 0.9426 +2024-07-08 02:51:36,799 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:43:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 0.9131, loss: 0.9131 +2024-07-08 02:51:59,952 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:43:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 0.9457, loss: 0.9457 +2024-07-08 02:52:23,275 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:42:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 1.0438, loss: 1.0438 +2024-07-08 02:52:46,580 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:42:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.9934, loss: 0.9934 +2024-07-08 02:53:09,754 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:42:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.9439, loss: 0.9439 +2024-07-08 02:53:32,993 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:41:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.9436, loss: 0.9436 +2024-07-08 02:53:56,186 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:41:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.9709, loss: 0.9709 +2024-07-08 02:54:19,387 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:40:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.9310, loss: 0.9310 +2024-07-08 02:54:21,167 - pyskl - INFO - Saving checkpoint at 61 epochs +2024-07-08 02:55:38,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 02:55:38,971 - pyskl - INFO - +top1_acc 0.8398 +top5_acc 0.9748 +2024-07-08 02:55:38,973 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8398, top5_acc: 0.9748 +2024-07-08 02:56:20,902 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:40:47, time: 0.419, data_time: 0.183, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.8547, loss: 0.8547 +2024-07-08 02:56:44,063 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:40:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.8800, loss: 0.8800 +2024-07-08 02:57:07,248 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:39:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 0.9527, loss: 0.9527 +2024-07-08 02:57:30,430 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:39:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 1.0000, loss: 1.0000 +2024-07-08 02:57:53,638 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:39:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.8830, loss: 0.8830 +2024-07-08 02:58:16,873 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:38:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 0.8905, loss: 0.8905 +2024-07-08 02:58:40,057 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:38:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 0.9820, loss: 0.9820 +2024-07-08 02:59:03,387 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:37:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 0.9735, loss: 0.9735 +2024-07-08 02:59:26,730 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:37:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 1.0002, loss: 1.0002 +2024-07-08 02:59:49,992 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:37:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 0.9296, loss: 0.9296 +2024-07-08 03:00:13,283 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:36:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.9898, loss: 0.9898 +2024-07-08 03:00:36,546 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:36:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.9650, loss: 0.9650 +2024-07-08 03:00:59,673 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:35:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 1.0029, loss: 1.0029 +2024-07-08 03:01:22,839 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:35:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 0.9528, loss: 0.9528 +2024-07-08 03:01:46,054 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:35:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.8953, loss: 0.8953 +2024-07-08 03:02:09,222 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:34:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 0.8309, loss: 0.8309 +2024-07-08 03:02:32,399 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:34:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.9377, loss: 0.9377 +2024-07-08 03:02:55,603 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:33:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.8799, loss: 0.8799 +2024-07-08 03:03:18,801 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:33:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 1.0557, loss: 1.0557 +2024-07-08 03:03:42,014 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:33:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 0.8863, loss: 0.8863 +2024-07-08 03:04:05,192 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:32:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 0.9421, loss: 0.9421 +2024-07-08 03:04:28,370 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:32:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.9810, loss: 0.9810 +2024-07-08 03:04:51,625 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:31:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.9484, loss: 0.9484 +2024-07-08 03:05:14,909 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:31:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 1.0008, loss: 1.0008 +2024-07-08 03:05:38,168 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:31:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 0.9171, loss: 0.9171 +2024-07-08 03:05:39,999 - pyskl - INFO - Saving checkpoint at 62 epochs +2024-07-08 03:06:57,723 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 03:06:57,790 - pyskl - INFO - +top1_acc 0.8322 +top5_acc 0.9756 +2024-07-08 03:06:57,792 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8322, top5_acc: 0.9756 +2024-07-08 03:07:39,849 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:31:00, time: 0.421, data_time: 0.184, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.8609, loss: 0.8609 +2024-07-08 03:08:03,240 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:30:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.8788, loss: 0.8788 +2024-07-08 03:08:26,478 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:30:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 0.8900, loss: 0.8900 +2024-07-08 03:08:49,670 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:29:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.8725, loss: 0.8725 +2024-07-08 03:09:12,954 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:29:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.8728, loss: 0.8728 +2024-07-08 03:09:36,151 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:28:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.8809, loss: 0.8809 +2024-07-08 03:09:59,342 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:28:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 0.8972, loss: 0.8972 +2024-07-08 03:10:22,588 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:28:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.8676, loss: 0.8676 +2024-07-08 03:10:45,766 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:27:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.8293, loss: 0.8293 +2024-07-08 03:11:08,936 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:27:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 0.9008, loss: 0.9008 +2024-07-08 03:11:32,155 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:26:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 0.9624, loss: 0.9624 +2024-07-08 03:11:55,349 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:26:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.9676, loss: 0.9676 +2024-07-08 03:12:18,492 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:26:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 1.0276, loss: 1.0276 +2024-07-08 03:12:41,626 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:25:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 0.9068, loss: 0.9068 +2024-07-08 03:13:04,737 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:25:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 0.9310, loss: 0.9310 +2024-07-08 03:13:27,925 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:24:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 1.0045, loss: 1.0045 +2024-07-08 03:13:51,074 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:24:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 0.9936, loss: 0.9936 +2024-07-08 03:14:14,217 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:24:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.9834, loss: 0.9834 +2024-07-08 03:14:37,322 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:23:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.9603, loss: 0.9603 +2024-07-08 03:15:00,534 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:23:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 1.0838, loss: 1.0838 +2024-07-08 03:15:23,683 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:22:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 0.9939, loss: 0.9939 +2024-07-08 03:15:46,862 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:22:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.9652, loss: 0.9652 +2024-07-08 03:16:10,024 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:22:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 0.9959, loss: 0.9959 +2024-07-08 03:16:33,167 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:21:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.9799, loss: 0.9799 +2024-07-08 03:16:56,320 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:21:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.9634, loss: 0.9634 +2024-07-08 03:16:58,140 - pyskl - INFO - Saving checkpoint at 63 epochs +2024-07-08 03:18:15,644 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 03:18:15,710 - pyskl - INFO - +top1_acc 0.8449 +top5_acc 0.9750 +2024-07-08 03:18:15,713 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8449, top5_acc: 0.9750 +2024-07-08 03:18:57,694 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:21:12, time: 0.420, data_time: 0.181, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 0.8563, loss: 0.8563 +2024-07-08 03:19:21,087 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:20:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 0.9291, loss: 0.9291 +2024-07-08 03:19:44,442 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:20:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.8893, loss: 0.8893 +2024-07-08 03:20:07,735 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:20:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 0.9686, loss: 0.9686 +2024-07-08 03:20:30,992 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:19:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.8470, loss: 0.8470 +2024-07-08 03:20:54,316 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:19:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 0.7848, loss: 0.7848 +2024-07-08 03:21:17,671 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:18:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 0.9215, loss: 0.9215 +2024-07-08 03:21:41,262 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:18:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 0.9061, loss: 0.9061 +2024-07-08 03:22:04,529 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:17:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 1.0097, loss: 1.0097 +2024-07-08 03:22:27,871 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:17:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.8557, loss: 0.8557 +2024-07-08 03:22:51,090 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:17:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 0.9189, loss: 0.9189 +2024-07-08 03:23:14,292 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:16:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.8807, loss: 0.8807 +2024-07-08 03:23:37,451 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 14:16:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 0.9618, loss: 0.9618 +2024-07-08 03:24:00,587 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 14:15:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.8515, loss: 0.8515 +2024-07-08 03:24:23,755 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 14:15:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 0.9531, loss: 0.9531 +2024-07-08 03:24:46,929 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 14:15:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 0.9077, loss: 0.9077 +2024-07-08 03:25:10,081 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 14:14:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.9797, loss: 0.9797 +2024-07-08 03:25:33,282 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 14:14:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.9992, loss: 0.9992 +2024-07-08 03:25:56,510 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 14:13:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 0.9550, loss: 0.9550 +2024-07-08 03:26:19,880 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 14:13:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 0.9682, loss: 0.9682 +2024-07-08 03:26:43,147 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 14:13:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 0.8161, loss: 0.8161 +2024-07-08 03:27:06,393 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 14:12:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 0.8392, loss: 0.8392 +2024-07-08 03:27:29,639 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 14:12:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.9823, loss: 0.9823 +2024-07-08 03:27:52,787 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 14:11:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.9096, loss: 0.9096 +2024-07-08 03:28:15,925 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 14:11:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 1.0159, loss: 1.0159 +2024-07-08 03:28:17,772 - pyskl - INFO - Saving checkpoint at 64 epochs +2024-07-08 03:29:35,396 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 03:29:35,463 - pyskl - INFO - +top1_acc 0.8422 +top5_acc 0.9737 +2024-07-08 03:29:35,466 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8422, top5_acc: 0.9737 +2024-07-08 03:30:17,418 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 14:11:26, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.8726, loss: 0.8726 +2024-07-08 03:30:40,722 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 14:11:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.9120, loss: 0.9120 +2024-07-08 03:31:03,936 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 14:10:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.9021, loss: 0.9021 +2024-07-08 03:31:27,157 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 14:10:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 0.8733, loss: 0.8733 +2024-07-08 03:31:50,388 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 14:09:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 0.8621, loss: 0.8621 +2024-07-08 03:32:13,668 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 14:09:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.9475, loss: 0.9475 +2024-07-08 03:32:36,984 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 14:09:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.9570, loss: 0.9570 +2024-07-08 03:33:00,181 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 14:08:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 0.9252, loss: 0.9252 +2024-07-08 03:33:23,403 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 14:08:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.8833, loss: 0.8833 +2024-07-08 03:33:46,590 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 14:07:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 0.9342, loss: 0.9342 +2024-07-08 03:34:09,794 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 14:07:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9925, loss_cls: 0.8458, loss: 0.8458 +2024-07-08 03:34:33,006 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 14:06:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.9006, loss: 0.9006 +2024-07-08 03:34:56,275 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 14:06:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 0.9170, loss: 0.9170 +2024-07-08 03:35:19,620 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 14:06:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 0.8982, loss: 0.8982 +2024-07-08 03:35:42,859 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 14:05:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 0.8155, loss: 0.8155 +2024-07-08 03:36:06,099 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 14:05:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 0.8287, loss: 0.8287 +2024-07-08 03:36:29,336 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 14:04:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.8933, loss: 0.8933 +2024-07-08 03:36:52,566 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 14:04:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.9313, loss: 0.9313 +2024-07-08 03:37:15,823 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 14:04:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 0.9713, loss: 0.9713 +2024-07-08 03:37:39,117 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 14:03:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 1.0025, loss: 1.0025 +2024-07-08 03:38:02,250 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 14:03:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.8203, loss: 0.8203 +2024-07-08 03:38:25,400 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 14:02:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 0.8806, loss: 0.8806 +2024-07-08 03:38:48,629 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 14:02:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.9790, loss: 0.9790 +2024-07-08 03:39:11,795 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 14:02:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 1.0324, loss: 1.0324 +2024-07-08 03:39:34,957 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 14:01:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.9405, loss: 0.9405 +2024-07-08 03:39:36,755 - pyskl - INFO - Saving checkpoint at 65 epochs +2024-07-08 03:40:54,156 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 03:40:54,223 - pyskl - INFO - +top1_acc 0.8350 +top5_acc 0.9725 +2024-07-08 03:40:54,225 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8350, top5_acc: 0.9725 +2024-07-08 03:41:36,181 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 14:01:38, time: 0.420, data_time: 0.182, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.8076, loss: 0.8076 +2024-07-08 03:41:59,409 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 14:01:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.8757, loss: 0.8757 +2024-07-08 03:42:22,639 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 14:00:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 0.7742, loss: 0.7742 +2024-07-08 03:42:45,886 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 14:00:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 0.8575, loss: 0.8575 +2024-07-08 03:43:09,213 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 14:00:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.8615, loss: 0.8615 +2024-07-08 03:43:32,587 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 13:59:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.9224, loss: 0.9224 +2024-07-08 03:43:55,805 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 13:59:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 0.9262, loss: 0.9262 +2024-07-08 03:44:18,939 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 13:58:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.8493, loss: 0.8493 +2024-07-08 03:44:42,386 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 13:58:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 0.9357, loss: 0.9357 +2024-07-08 03:45:05,695 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 13:58:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 0.8980, loss: 0.8980 +2024-07-08 03:45:29,070 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 13:57:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.8869, loss: 0.8869 +2024-07-08 03:45:52,287 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 13:57:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.9237, loss: 0.9237 +2024-07-08 03:46:15,494 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 13:56:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.8817, loss: 0.8817 +2024-07-08 03:46:38,683 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 13:56:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.8781, loss: 0.8781 +2024-07-08 03:47:01,887 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 13:55:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 0.9214, loss: 0.9214 +2024-07-08 03:47:25,093 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 13:55:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.8771, loss: 0.8771 +2024-07-08 03:47:48,290 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 13:55:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.9383, loss: 0.9383 +2024-07-08 03:48:11,470 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 13:54:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.9755, loss: 0.9755 +2024-07-08 03:48:34,705 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 13:54:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.8082, loss: 0.8082 +2024-07-08 03:48:57,953 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 13:53:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 0.8910, loss: 0.8910 +2024-07-08 03:49:21,189 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 13:53:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9806, loss_cls: 0.9545, loss: 0.9545 +2024-07-08 03:49:44,440 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 13:53:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 0.9326, loss: 0.9326 +2024-07-08 03:50:07,631 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 13:52:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.9605, loss: 0.9605 +2024-07-08 03:50:30,937 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 13:52:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 1.0443, loss: 1.0443 +2024-07-08 03:50:54,239 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 13:51:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 0.8200, loss: 0.8200 +2024-07-08 03:50:56,043 - pyskl - INFO - Saving checkpoint at 66 epochs +2024-07-08 03:52:13,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 03:52:13,514 - pyskl - INFO - +top1_acc 0.8051 +top5_acc 0.9654 +2024-07-08 03:52:13,516 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8051, top5_acc: 0.9654 +2024-07-08 03:52:55,347 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 13:51:51, time: 0.418, data_time: 0.181, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.9100, loss: 0.9100 +2024-07-08 03:53:18,789 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 13:51:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 0.8277, loss: 0.8277 +2024-07-08 03:53:42,162 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 13:51:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.8317, loss: 0.8317 +2024-07-08 03:54:05,405 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 13:50:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.8813, loss: 0.8813 +2024-07-08 03:54:28,588 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 13:50:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9806, loss_cls: 0.8896, loss: 0.8896 +2024-07-08 03:54:51,857 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 13:49:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.7321, loss: 0.7321 +2024-07-08 03:55:15,165 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 13:49:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 0.8299, loss: 0.8299 +2024-07-08 03:55:38,412 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 13:49:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.9405, loss: 0.9405 +2024-07-08 03:56:01,739 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 13:48:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 0.8501, loss: 0.8501 +2024-07-08 03:56:25,034 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 13:48:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.8805, loss: 0.8805 +2024-07-08 03:56:48,257 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 13:47:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 0.9811, loss: 0.9811 +2024-07-08 03:57:11,589 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 13:47:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 0.9258, loss: 0.9258 +2024-07-08 03:57:34,778 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:47:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 0.9628, loss: 0.9628 +2024-07-08 03:57:57,864 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:46:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.9369, loss: 0.9369 +2024-07-08 03:58:20,956 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:46:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.8966, loss: 0.8966 +2024-07-08 03:58:44,065 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:45:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 0.9678, loss: 0.9678 +2024-07-08 03:59:07,235 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:45:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 0.9643, loss: 0.9643 +2024-07-08 03:59:30,346 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:44:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 0.9132, loss: 0.9132 +2024-07-08 03:59:53,546 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:44:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.8191, loss: 0.8191 +2024-07-08 04:00:16,788 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:44:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.8064, loss: 0.8064 +2024-07-08 04:00:40,021 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:43:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 0.9572, loss: 0.9572 +2024-07-08 04:01:03,185 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:43:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 0.8464, loss: 0.8464 +2024-07-08 04:01:26,322 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:42:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 0.8994, loss: 0.8994 +2024-07-08 04:01:49,438 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:42:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.8541, loss: 0.8541 +2024-07-08 04:02:12,656 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:42:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 1.0182, loss: 1.0182 +2024-07-08 04:02:14,482 - pyskl - INFO - Saving checkpoint at 67 epochs +2024-07-08 04:03:32,264 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 04:03:32,332 - pyskl - INFO - +top1_acc 0.8408 +top5_acc 0.9759 +2024-07-08 04:03:32,334 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8408, top5_acc: 0.9759 +2024-07-08 04:04:14,223 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:42:02, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 0.8145, loss: 0.8145 +2024-07-08 04:04:37,446 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:41:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.9656, loss: 0.9656 +2024-07-08 04:05:00,610 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:41:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 0.9937, loss: 0.9937 +2024-07-08 04:05:23,795 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:40:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 0.9352, loss: 0.9352 +2024-07-08 04:05:47,005 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:40:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.9269, loss: 0.9269 +2024-07-08 04:06:10,242 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:40:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.8993, loss: 0.8993 +2024-07-08 04:06:33,668 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:39:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.9117, loss: 0.9117 +2024-07-08 04:06:56,966 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:39:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 0.8464, loss: 0.8464 +2024-07-08 04:07:20,309 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:38:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.9506, loss: 0.9506 +2024-07-08 04:07:43,527 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:38:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 0.8254, loss: 0.8254 +2024-07-08 04:08:06,717 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:37:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.8239, loss: 0.8239 +2024-07-08 04:08:29,951 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:37:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 0.8488, loss: 0.8488 +2024-07-08 04:08:53,178 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:37:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.9322, loss: 0.9322 +2024-07-08 04:09:16,408 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:36:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.8559, loss: 0.8559 +2024-07-08 04:09:39,624 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:36:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.8122, loss: 0.8122 +2024-07-08 04:10:02,785 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:35:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.8748, loss: 0.8748 +2024-07-08 04:10:26,009 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:35:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9919, loss_cls: 0.9537, loss: 0.9537 +2024-07-08 04:10:49,476 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:35:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 0.8665, loss: 0.8665 +2024-07-08 04:11:12,896 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:34:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.9190, loss: 0.9190 +2024-07-08 04:11:36,121 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:34:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.9848, loss: 0.9848 +2024-07-08 04:11:59,322 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:33:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.7354, loss: 0.7354 +2024-07-08 04:12:22,612 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:33:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 0.9310, loss: 0.9310 +2024-07-08 04:12:45,828 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:33:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.9368, loss: 0.9368 +2024-07-08 04:13:09,028 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:32:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.8975, loss: 0.8975 +2024-07-08 04:13:32,210 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:32:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.8204, loss: 0.8204 +2024-07-08 04:13:34,034 - pyskl - INFO - Saving checkpoint at 68 epochs +2024-07-08 04:14:51,491 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 04:14:51,558 - pyskl - INFO - +top1_acc 0.8316 +top5_acc 0.9717 +2024-07-08 04:14:51,560 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8316, top5_acc: 0.9717 +2024-07-08 04:15:32,864 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:32:14, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.7568, loss: 0.7568 +2024-07-08 04:15:56,158 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:31:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.7712, loss: 0.7712 +2024-07-08 04:16:19,439 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:31:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 0.7767, loss: 0.7767 +2024-07-08 04:16:42,709 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:31:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.9224, loss: 0.9224 +2024-07-08 04:17:05,970 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:30:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.8540, loss: 0.8540 +2024-07-08 04:17:29,257 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:30:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.8659, loss: 0.8659 +2024-07-08 04:17:52,581 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:29:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 0.8097, loss: 0.8097 +2024-07-08 04:18:15,914 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:29:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.9101, loss: 0.9101 +2024-07-08 04:18:39,223 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:29:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 0.9089, loss: 0.9089 +2024-07-08 04:19:02,535 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:28:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.8701, loss: 0.8701 +2024-07-08 04:19:25,731 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:28:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.8198, loss: 0.8198 +2024-07-08 04:19:48,914 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:27:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.8289, loss: 0.8289 +2024-07-08 04:20:12,126 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:27:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.9209, loss: 0.9209 +2024-07-08 04:20:35,274 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:26:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.9599, loss: 0.9599 +2024-07-08 04:20:58,449 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:26:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 0.8817, loss: 0.8817 +2024-07-08 04:21:21,589 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:26:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.9108, loss: 0.9108 +2024-07-08 04:21:44,759 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:25:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.9172, loss: 0.9172 +2024-07-08 04:22:07,933 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:25:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 0.9062, loss: 0.9062 +2024-07-08 04:22:31,164 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:24:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.8234, loss: 0.8234 +2024-07-08 04:22:54,401 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:24:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 0.8689, loss: 0.8689 +2024-07-08 04:23:17,631 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:24:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.9103, loss: 0.9103 +2024-07-08 04:23:40,814 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:23:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.8337, loss: 0.8337 +2024-07-08 04:24:04,051 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:23:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 0.8864, loss: 0.8864 +2024-07-08 04:24:27,367 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:22:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.9795, loss: 0.9795 +2024-07-08 04:24:50,534 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:22:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 0.9188, loss: 0.9188 +2024-07-08 04:24:52,412 - pyskl - INFO - Saving checkpoint at 69 epochs +2024-07-08 04:26:10,091 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 04:26:10,160 - pyskl - INFO - +top1_acc 0.8464 +top5_acc 0.9763 +2024-07-08 04:26:10,162 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8464, top5_acc: 0.9763 +2024-07-08 04:26:52,404 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:22:25, time: 0.422, data_time: 0.185, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 0.7733, loss: 0.7733 +2024-07-08 04:27:15,746 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:22:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 0.8239, loss: 0.8239 +2024-07-08 04:27:39,164 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:21:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.8554, loss: 0.8554 +2024-07-08 04:28:02,685 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:21:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.8242, loss: 0.8242 +2024-07-08 04:28:26,091 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:20:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 0.8791, loss: 0.8791 +2024-07-08 04:28:49,366 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:20:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 0.8174, loss: 0.8174 +2024-07-08 04:29:12,576 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:20:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 0.8311, loss: 0.8311 +2024-07-08 04:29:35,741 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:19:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.7827, loss: 0.7827 +2024-07-08 04:29:58,955 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:19:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.8168, loss: 0.8168 +2024-07-08 04:30:22,275 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:18:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.8033, loss: 0.8033 +2024-07-08 04:30:45,670 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:18:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 0.8314, loss: 0.8314 +2024-07-08 04:31:08,877 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:17:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.8818, loss: 0.8818 +2024-07-08 04:31:32,130 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:17:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.8849, loss: 0.8849 +2024-07-08 04:31:55,361 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:17:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.8023, loss: 0.8023 +2024-07-08 04:32:18,573 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:16:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 0.8363, loss: 0.8363 +2024-07-08 04:32:41,727 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:16:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.8762, loss: 0.8762 +2024-07-08 04:33:04,889 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 13:15:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 0.9299, loss: 0.9299 +2024-07-08 04:33:28,064 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 13:15:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.9023, loss: 0.9023 +2024-07-08 04:33:51,233 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 13:15:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.9316, loss: 0.9316 +2024-07-08 04:34:14,339 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 13:14:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.8596, loss: 0.8596 +2024-07-08 04:34:37,471 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 13:14:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 0.9636, loss: 0.9636 +2024-07-08 04:35:00,597 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 13:13:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 0.7838, loss: 0.7838 +2024-07-08 04:35:23,795 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 13:13:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 0.8560, loss: 0.8560 +2024-07-08 04:35:46,922 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 13:13:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.8831, loss: 0.8831 +2024-07-08 04:36:10,058 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 13:12:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.8840, loss: 0.8840 +2024-07-08 04:36:11,872 - pyskl - INFO - Saving checkpoint at 70 epochs +2024-07-08 04:37:29,361 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 04:37:29,431 - pyskl - INFO - +top1_acc 0.8353 +top5_acc 0.9740 +2024-07-08 04:37:29,433 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8353, top5_acc: 0.9740 +2024-07-08 04:38:11,024 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 13:12:36, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.7718, loss: 0.7718 +2024-07-08 04:38:34,235 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 13:12:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.6899, loss: 0.6899 +2024-07-08 04:38:57,407 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 13:11:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.8917, loss: 0.8917 +2024-07-08 04:39:20,590 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 13:11:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.8322, loss: 0.8322 +2024-07-08 04:39:43,780 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 13:10:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.8864, loss: 0.8864 +2024-07-08 04:40:06,948 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 13:10:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.8099, loss: 0.8099 +2024-07-08 04:40:30,110 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 13:10:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 0.8237, loss: 0.8237 +2024-07-08 04:40:53,255 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 13:09:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9850, loss_cls: 0.8116, loss: 0.8116 +2024-07-08 04:41:16,415 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 13:09:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.7900, loss: 0.7900 +2024-07-08 04:41:39,617 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 13:08:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.9115, loss: 0.9115 +2024-07-08 04:42:02,817 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 13:08:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.8582, loss: 0.8582 +2024-07-08 04:42:26,000 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 13:08:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.9276, loss: 0.9276 +2024-07-08 04:42:49,234 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 13:07:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 0.8505, loss: 0.8505 +2024-07-08 04:43:12,424 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 13:07:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 0.8750, loss: 0.8750 +2024-07-08 04:43:35,587 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 13:06:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9812, loss_cls: 0.8789, loss: 0.8789 +2024-07-08 04:43:58,742 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 13:06:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.9497, loss: 0.9497 +2024-07-08 04:44:21,892 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 13:06:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9919, loss_cls: 0.9339, loss: 0.9339 +2024-07-08 04:44:45,048 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 13:05:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.8821, loss: 0.8821 +2024-07-08 04:45:08,220 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 13:05:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.8857, loss: 0.8857 +2024-07-08 04:45:31,405 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 13:04:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.9351, loss: 0.9351 +2024-07-08 04:45:54,532 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 13:04:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.8427, loss: 0.8427 +2024-07-08 04:46:17,735 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 13:04:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.8722, loss: 0.8722 +2024-07-08 04:46:40,931 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 13:03:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.8092, loss: 0.8092 +2024-07-08 04:47:04,111 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 13:03:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.9077, loss: 0.9077 +2024-07-08 04:47:27,295 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 13:02:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 0.8082, loss: 0.8082 +2024-07-08 04:47:29,113 - pyskl - INFO - Saving checkpoint at 71 epochs +2024-07-08 04:48:46,306 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 04:48:46,373 - pyskl - INFO - +top1_acc 0.8184 +top5_acc 0.9679 +2024-07-08 04:48:46,375 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8184, top5_acc: 0.9679 +2024-07-08 04:49:27,996 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 13:02:44, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 0.8370, loss: 0.8370 +2024-07-08 04:49:51,210 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 13:02:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 0.7823, loss: 0.7823 +2024-07-08 04:50:14,418 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 13:01:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 0.8099, loss: 0.8099 +2024-07-08 04:50:37,647 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 13:01:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 0.7686, loss: 0.7686 +2024-07-08 04:51:00,861 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 13:01:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9962, loss_cls: 0.7776, loss: 0.7776 +2024-07-08 04:51:24,083 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 13:00:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 0.7809, loss: 0.7809 +2024-07-08 04:51:47,323 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 13:00:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 0.8367, loss: 0.8367 +2024-07-08 04:52:10,533 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 12:59:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.7975, loss: 0.7975 +2024-07-08 04:52:33,746 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 12:59:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.8609, loss: 0.8609 +2024-07-08 04:52:56,997 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 12:59:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 0.9213, loss: 0.9213 +2024-07-08 04:53:20,208 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 12:58:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.7842, loss: 0.7842 +2024-07-08 04:53:43,426 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 12:58:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.8758, loss: 0.8758 +2024-07-08 04:54:06,673 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 12:57:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.9102, loss: 0.9102 +2024-07-08 04:54:29,976 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 12:57:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.8603, loss: 0.8603 +2024-07-08 04:54:53,250 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 12:57:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.8304, loss: 0.8304 +2024-07-08 04:55:16,470 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 12:56:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.8511, loss: 0.8511 +2024-07-08 04:55:39,667 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 12:56:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.8730, loss: 0.8730 +2024-07-08 04:56:02,758 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 12:55:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 0.9115, loss: 0.9115 +2024-07-08 04:56:26,175 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 12:55:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.8544, loss: 0.8544 +2024-07-08 04:56:49,462 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 12:55:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.8058, loss: 0.8058 +2024-07-08 04:57:12,724 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 12:54:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.8227, loss: 0.8227 +2024-07-08 04:57:36,027 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 12:54:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.8256, loss: 0.8256 +2024-07-08 04:57:59,244 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 12:53:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 0.8946, loss: 0.8946 +2024-07-08 04:58:22,405 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 12:53:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.8029, loss: 0.8029 +2024-07-08 04:58:45,580 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 12:53:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.9129, loss: 0.9129 +2024-07-08 04:58:47,470 - pyskl - INFO - Saving checkpoint at 72 epochs +2024-07-08 05:00:04,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 05:00:04,890 - pyskl - INFO - +top1_acc 0.8360 +top5_acc 0.9779 +2024-07-08 05:00:04,893 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8360, top5_acc: 0.9779 +2024-07-08 05:00:46,826 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 12:52:55, time: 0.419, data_time: 0.181, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 0.8250, loss: 0.8250 +2024-07-08 05:01:10,145 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 12:52:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 0.7955, loss: 0.7955 +2024-07-08 05:01:33,386 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 12:52:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.8026, loss: 0.8026 +2024-07-08 05:01:56,617 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 12:51:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.7776, loss: 0.7776 +2024-07-08 05:02:19,816 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 12:51:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 0.7636, loss: 0.7636 +2024-07-08 05:02:42,961 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 12:50:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 0.8126, loss: 0.8126 +2024-07-08 05:03:06,053 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 12:50:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 0.7628, loss: 0.7628 +2024-07-08 05:03:29,345 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 12:50:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 0.8198, loss: 0.8198 +2024-07-08 05:03:52,426 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 12:49:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.7180, loss: 0.7180 +2024-07-08 05:04:15,486 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 12:49:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 0.7722, loss: 0.7722 +2024-07-08 05:04:38,743 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 12:48:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 0.8344, loss: 0.8344 +2024-07-08 05:05:01,817 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:48:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9906, loss_cls: 0.9120, loss: 0.9120 +2024-07-08 05:05:24,933 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:48:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.8402, loss: 0.8402 +2024-07-08 05:05:48,063 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:47:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 0.7625, loss: 0.7625 +2024-07-08 05:06:11,204 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:47:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.8069, loss: 0.8069 +2024-07-08 05:06:34,353 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:46:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9925, loss_cls: 0.8029, loss: 0.8029 +2024-07-08 05:06:57,515 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:46:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.8930, loss: 0.8930 +2024-07-08 05:07:20,681 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:46:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.8943, loss: 0.8943 +2024-07-08 05:07:43,990 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:45:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.8553, loss: 0.8553 +2024-07-08 05:08:07,213 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:45:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 0.8447, loss: 0.8447 +2024-07-08 05:08:30,447 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:44:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.8523, loss: 0.8523 +2024-07-08 05:08:53,693 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:44:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.8821, loss: 0.8821 +2024-07-08 05:09:16,954 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:44:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 0.7456, loss: 0.7456 +2024-07-08 05:09:40,215 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:43:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.8214, loss: 0.8214 +2024-07-08 05:10:03,458 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:43:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.8622, loss: 0.8622 +2024-07-08 05:10:05,275 - pyskl - INFO - Saving checkpoint at 73 epochs +2024-07-08 05:11:22,425 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 05:11:22,492 - pyskl - INFO - +top1_acc 0.8458 +top5_acc 0.9765 +2024-07-08 05:11:22,494 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8458, top5_acc: 0.9765 +2024-07-08 05:12:03,734 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:43:03, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9806, loss_cls: 0.7458, loss: 0.7458 +2024-07-08 05:12:26,861 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:42:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 0.7333, loss: 0.7333 +2024-07-08 05:12:49,942 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:42:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.8089, loss: 0.8089 +2024-07-08 05:13:13,050 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:41:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.8611, loss: 0.8611 +2024-07-08 05:13:36,141 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:41:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.7405, loss: 0.7405 +2024-07-08 05:13:59,257 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:41:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.8056, loss: 0.8056 +2024-07-08 05:14:22,375 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:40:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 0.7302, loss: 0.7302 +2024-07-08 05:14:45,466 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:40:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 0.8399, loss: 0.8399 +2024-07-08 05:15:08,567 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:39:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.9111, loss: 0.9111 +2024-07-08 05:15:31,684 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:39:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 0.8012, loss: 0.8012 +2024-07-08 05:15:54,882 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:38:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 0.8534, loss: 0.8534 +2024-07-08 05:16:18,070 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:38:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 0.8404, loss: 0.8404 +2024-07-08 05:16:41,194 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:38:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.7914, loss: 0.7914 +2024-07-08 05:17:04,405 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:37:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.7366, loss: 0.7366 +2024-07-08 05:17:27,584 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:37:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 0.8106, loss: 0.8106 +2024-07-08 05:17:50,733 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:36:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 0.8089, loss: 0.8089 +2024-07-08 05:18:13,916 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:36:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.8430, loss: 0.8430 +2024-07-08 05:18:37,136 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:36:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 0.8318, loss: 0.8318 +2024-07-08 05:19:00,366 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:35:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 0.8050, loss: 0.8050 +2024-07-08 05:19:23,544 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:35:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 0.8354, loss: 0.8354 +2024-07-08 05:19:46,705 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:34:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.7584, loss: 0.7584 +2024-07-08 05:20:09,882 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:34:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.7961, loss: 0.7961 +2024-07-08 05:20:33,128 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:34:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.8624, loss: 0.8624 +2024-07-08 05:20:56,354 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:33:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.7168, loss: 0.7168 +2024-07-08 05:21:19,491 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:33:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 0.8485, loss: 0.8485 +2024-07-08 05:21:21,300 - pyskl - INFO - Saving checkpoint at 74 epochs +2024-07-08 05:22:38,495 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 05:22:38,562 - pyskl - INFO - +top1_acc 0.8202 +top5_acc 0.9715 +2024-07-08 05:22:38,563 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8202, top5_acc: 0.9715 +2024-07-08 05:23:20,070 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:33:10, time: 0.415, data_time: 0.179, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.7073, loss: 0.7073 +2024-07-08 05:23:43,346 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:32:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.7028, loss: 0.7028 +2024-07-08 05:24:06,523 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:32:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.7361, loss: 0.7361 +2024-07-08 05:24:29,720 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:31:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 0.7470, loss: 0.7470 +2024-07-08 05:24:52,931 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:31:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 0.6816, loss: 0.6816 +2024-07-08 05:25:16,121 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:31:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9844, loss_cls: 0.7809, loss: 0.7809 +2024-07-08 05:25:39,354 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:30:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.7611, loss: 0.7611 +2024-07-08 05:26:02,585 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:30:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 0.7222, loss: 0.7222 +2024-07-08 05:26:25,800 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:29:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 0.7803, loss: 0.7803 +2024-07-08 05:26:49,001 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:29:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.7653, loss: 0.7653 +2024-07-08 05:27:12,249 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:29:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.8052, loss: 0.8052 +2024-07-08 05:27:35,558 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:28:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 0.8467, loss: 0.8467 +2024-07-08 05:27:58,820 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:28:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.9206, loss: 0.9206 +2024-07-08 05:28:22,087 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:27:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 0.8852, loss: 0.8852 +2024-07-08 05:28:45,318 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:27:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.8741, loss: 0.8741 +2024-07-08 05:29:08,562 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:27:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 0.7744, loss: 0.7744 +2024-07-08 05:29:31,787 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:26:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.8379, loss: 0.8379 +2024-07-08 05:29:55,006 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:26:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.8474, loss: 0.8474 +2024-07-08 05:30:18,247 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:25:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.8483, loss: 0.8483 +2024-07-08 05:30:41,447 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:25:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.7114, loss: 0.7114 +2024-07-08 05:31:04,657 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:25:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 0.8290, loss: 0.8290 +2024-07-08 05:31:27,938 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:24:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9806, loss_cls: 0.8420, loss: 0.8420 +2024-07-08 05:31:51,170 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:24:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 0.8256, loss: 0.8256 +2024-07-08 05:32:14,404 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:23:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.8677, loss: 0.8677 +2024-07-08 05:32:37,619 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:23:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.7393, loss: 0.7393 +2024-07-08 05:32:39,462 - pyskl - INFO - Saving checkpoint at 75 epochs +2024-07-08 05:33:56,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 05:33:56,647 - pyskl - INFO - +top1_acc 0.8398 +top5_acc 0.9736 +2024-07-08 05:33:56,650 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8398, top5_acc: 0.9736 +2024-07-08 05:34:38,149 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:23:20, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.7686, loss: 0.7686 +2024-07-08 05:35:01,488 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:22:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.6739, loss: 0.6739 +2024-07-08 05:35:24,707 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:22:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 0.7376, loss: 0.7376 +2024-07-08 05:35:47,936 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:22:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 0.7669, loss: 0.7669 +2024-07-08 05:36:11,147 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:21:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 0.6719, loss: 0.6719 +2024-07-08 05:36:34,392 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:21:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.7771, loss: 0.7771 +2024-07-08 05:36:57,561 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:20:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 0.7657, loss: 0.7657 +2024-07-08 05:37:20,772 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:20:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.6959, loss: 0.6959 +2024-07-08 05:37:44,019 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:20:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.7725, loss: 0.7725 +2024-07-08 05:38:07,255 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:19:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.8053, loss: 0.8053 +2024-07-08 05:38:30,526 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:19:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.9128, loss: 0.9128 +2024-07-08 05:38:53,682 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:18:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.7970, loss: 0.7970 +2024-07-08 05:39:16,840 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:18:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9812, loss_cls: 0.8299, loss: 0.8299 +2024-07-08 05:39:40,025 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:18:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.8385, loss: 0.8385 +2024-07-08 05:40:03,181 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:17:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.8861, loss: 0.8861 +2024-07-08 05:40:26,333 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:17:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.6655, loss: 0.6655 +2024-07-08 05:40:49,537 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:16:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.8313, loss: 0.8313 +2024-07-08 05:41:12,765 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:16:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 0.8389, loss: 0.8389 +2024-07-08 05:41:35,951 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:16:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.8273, loss: 0.8273 +2024-07-08 05:41:59,087 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:15:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.7869, loss: 0.7869 +2024-07-08 05:42:22,230 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:15:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.8518, loss: 0.8518 +2024-07-08 05:42:45,520 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:14:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.8184, loss: 0.8184 +2024-07-08 05:43:08,728 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 12:14:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.8603, loss: 0.8603 +2024-07-08 05:43:31,876 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 12:14:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.7944, loss: 0.7944 +2024-07-08 05:43:55,043 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 12:13:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.7912, loss: 0.7912 +2024-07-08 05:43:56,859 - pyskl - INFO - Saving checkpoint at 76 epochs +2024-07-08 05:45:14,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 05:45:14,171 - pyskl - INFO - +top1_acc 0.8400 +top5_acc 0.9766 +2024-07-08 05:45:14,173 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8400, top5_acc: 0.9766 +2024-07-08 05:45:55,743 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 12:13:28, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 0.7533, loss: 0.7533 +2024-07-08 05:46:19,096 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 12:13:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 0.7092, loss: 0.7092 +2024-07-08 05:46:42,342 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 12:12:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.7514, loss: 0.7514 +2024-07-08 05:47:05,539 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 12:12:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 0.7146, loss: 0.7146 +2024-07-08 05:47:28,729 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 12:11:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9856, loss_cls: 0.7653, loss: 0.7653 +2024-07-08 05:47:51,920 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 12:11:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.7004, loss: 0.7004 +2024-07-08 05:48:15,110 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 12:11:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.7758, loss: 0.7758 +2024-07-08 05:48:38,300 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 12:10:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.6895, loss: 0.6895 +2024-07-08 05:49:01,487 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 12:10:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.7189, loss: 0.7189 +2024-07-08 05:49:24,668 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 12:09:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 0.9093, loss: 0.9093 +2024-07-08 05:49:47,858 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 12:09:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.7297, loss: 0.7297 +2024-07-08 05:50:11,118 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 12:09:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.7638, loss: 0.7638 +2024-07-08 05:50:34,311 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 12:08:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.7743, loss: 0.7743 +2024-07-08 05:50:57,523 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 12:08:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.8187, loss: 0.8187 +2024-07-08 05:51:20,733 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 12:07:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 0.8099, loss: 0.8099 +2024-07-08 05:51:43,943 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 12:07:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.7667, loss: 0.7667 +2024-07-08 05:52:07,127 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 12:07:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.8167, loss: 0.8167 +2024-07-08 05:52:30,315 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 12:06:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 0.7492, loss: 0.7492 +2024-07-08 05:52:53,547 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 12:06:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 0.7607, loss: 0.7607 +2024-07-08 05:53:16,723 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 12:05:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 0.7922, loss: 0.7922 +2024-07-08 05:53:39,875 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 12:05:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.8132, loss: 0.8132 +2024-07-08 05:54:03,080 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 12:04:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.8362, loss: 0.8362 +2024-07-08 05:54:26,259 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 12:04:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 0.9125, loss: 0.9125 +2024-07-08 05:54:49,458 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 12:04:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 0.8186, loss: 0.8186 +2024-07-08 05:55:12,652 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 12:03:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 0.7861, loss: 0.7861 +2024-07-08 05:55:14,509 - pyskl - INFO - Saving checkpoint at 77 epochs +2024-07-08 05:56:32,036 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 05:56:32,103 - pyskl - INFO - +top1_acc 0.8554 +top5_acc 0.9782 +2024-07-08 05:56:32,107 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_58.pth was removed +2024-07-08 05:56:32,236 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2024-07-08 05:56:32,236 - pyskl - INFO - Best top1_acc is 0.8554 at 77 epoch. +2024-07-08 05:56:32,238 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8554, top5_acc: 0.9782 +2024-07-08 05:57:13,641 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 12:03:36, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.7334, loss: 0.7334 +2024-07-08 05:57:36,947 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 12:03:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.7818, loss: 0.7818 +2024-07-08 05:58:00,212 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 12:02:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9944, loss_cls: 0.7011, loss: 0.7011 +2024-07-08 05:58:23,359 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 12:02:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 0.7743, loss: 0.7743 +2024-07-08 05:58:46,582 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 12:01:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.7716, loss: 0.7716 +2024-07-08 05:59:09,915 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 12:01:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.7067, loss: 0.7067 +2024-07-08 05:59:33,237 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 12:01:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 0.6926, loss: 0.6926 +2024-07-08 05:59:56,462 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 12:00:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 0.7198, loss: 0.7198 +2024-07-08 06:00:19,831 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 12:00:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.6907, loss: 0.6907 +2024-07-08 06:00:43,171 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 11:59:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.7348, loss: 0.7348 +2024-07-08 06:01:06,430 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 11:59:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 0.6975, loss: 0.6975 +2024-07-08 06:01:29,603 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 11:59:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 0.8228, loss: 0.8228 +2024-07-08 06:01:52,770 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 11:58:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9956, loss_cls: 0.6910, loss: 0.6910 +2024-07-08 06:02:15,940 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 11:58:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.7462, loss: 0.7462 +2024-07-08 06:02:39,127 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 11:57:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.8825, loss: 0.8825 +2024-07-08 06:03:02,303 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 11:57:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 0.8697, loss: 0.8697 +2024-07-08 06:03:25,476 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 11:57:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.7243, loss: 0.7243 +2024-07-08 06:03:48,754 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 11:56:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 0.7551, loss: 0.7551 +2024-07-08 06:04:11,989 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 11:56:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 0.8209, loss: 0.8209 +2024-07-08 06:04:35,219 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 11:55:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 0.8059, loss: 0.8059 +2024-07-08 06:04:58,471 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 11:55:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 0.7422, loss: 0.7422 +2024-07-08 06:05:21,730 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 11:55:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.7443, loss: 0.7443 +2024-07-08 06:05:44,894 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 11:54:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 0.8525, loss: 0.8525 +2024-07-08 06:06:08,021 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 11:54:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 0.8343, loss: 0.8343 +2024-07-08 06:06:31,144 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 11:53:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 0.7369, loss: 0.7369 +2024-07-08 06:06:33,007 - pyskl - INFO - Saving checkpoint at 78 epochs +2024-07-08 06:07:50,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 06:07:50,689 - pyskl - INFO - +top1_acc 0.8481 +top5_acc 0.9754 +2024-07-08 06:07:50,691 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8481, top5_acc: 0.9754 +2024-07-08 06:08:32,445 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 11:53:45, time: 0.417, data_time: 0.181, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 0.6842, loss: 0.6842 +2024-07-08 06:08:55,713 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 11:53:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 0.7446, loss: 0.7446 +2024-07-08 06:09:18,911 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 11:52:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9950, loss_cls: 0.6687, loss: 0.6687 +2024-07-08 06:09:42,178 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 11:52:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.7130, loss: 0.7130 +2024-07-08 06:10:05,398 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 11:52:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.7168, loss: 0.7168 +2024-07-08 06:10:28,586 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 11:51:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.7185, loss: 0.7185 +2024-07-08 06:10:51,786 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 11:51:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 0.7834, loss: 0.7834 +2024-07-08 06:11:14,954 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 11:50:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.7022, loss: 0.7022 +2024-07-08 06:11:38,085 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 11:50:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.7704, loss: 0.7704 +2024-07-08 06:12:01,246 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 11:50:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.6735, loss: 0.6735 +2024-07-08 06:12:24,372 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:49:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 0.7086, loss: 0.7086 +2024-07-08 06:12:47,574 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:49:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.8132, loss: 0.8132 +2024-07-08 06:13:10,740 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:48:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9862, loss_cls: 0.7239, loss: 0.7239 +2024-07-08 06:13:33,916 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:48:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.6973, loss: 0.6973 +2024-07-08 06:13:57,106 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:48:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.6529, loss: 0.6529 +2024-07-08 06:14:20,267 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:47:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.7532, loss: 0.7532 +2024-07-08 06:14:43,426 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:47:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.7703, loss: 0.7703 +2024-07-08 06:15:06,631 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:46:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 0.8231, loss: 0.8231 +2024-07-08 06:15:29,831 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:46:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.7495, loss: 0.7495 +2024-07-08 06:15:52,989 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:46:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 0.8327, loss: 0.8327 +2024-07-08 06:16:16,165 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:45:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.7722, loss: 0.7722 +2024-07-08 06:16:39,374 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:45:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.8230, loss: 0.8230 +2024-07-08 06:17:02,587 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:44:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.7870, loss: 0.7870 +2024-07-08 06:17:25,765 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:44:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 0.7784, loss: 0.7784 +2024-07-08 06:17:48,940 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:44:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.7477, loss: 0.7477 +2024-07-08 06:17:50,826 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-07-08 06:19:08,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 06:19:08,225 - pyskl - INFO - +top1_acc 0.8497 +top5_acc 0.9764 +2024-07-08 06:19:08,227 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8497, top5_acc: 0.9764 +2024-07-08 06:19:49,516 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:43:52, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.7550, loss: 0.7550 +2024-07-08 06:20:12,789 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:43:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.6868, loss: 0.6868 +2024-07-08 06:20:35,996 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:43:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.6834, loss: 0.6834 +2024-07-08 06:20:59,226 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:42:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 0.7621, loss: 0.7621 +2024-07-08 06:21:22,438 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:42:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.7419, loss: 0.7419 +2024-07-08 06:21:45,627 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:41:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.6472, loss: 0.6472 +2024-07-08 06:22:08,856 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:41:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 0.7346, loss: 0.7346 +2024-07-08 06:22:32,074 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:41:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.7952, loss: 0.7952 +2024-07-08 06:22:55,275 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:40:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.7918, loss: 0.7918 +2024-07-08 06:23:18,455 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:40:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.7141, loss: 0.7141 +2024-07-08 06:23:41,645 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:39:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.7712, loss: 0.7712 +2024-07-08 06:24:04,881 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:39:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 0.7713, loss: 0.7713 +2024-07-08 06:24:28,091 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:39:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.7634, loss: 0.7634 +2024-07-08 06:24:51,297 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:38:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.7983, loss: 0.7983 +2024-07-08 06:25:14,444 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:38:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.8464, loss: 0.8464 +2024-07-08 06:25:37,647 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:37:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.6748, loss: 0.6748 +2024-07-08 06:26:00,796 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:37:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.6957, loss: 0.6957 +2024-07-08 06:26:23,894 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:37:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 0.7074, loss: 0.7074 +2024-07-08 06:26:46,972 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:36:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.8207, loss: 0.8207 +2024-07-08 06:27:10,028 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:36:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.7867, loss: 0.7867 +2024-07-08 06:27:33,092 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:35:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 0.6885, loss: 0.6885 +2024-07-08 06:27:56,251 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:35:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.7601, loss: 0.7601 +2024-07-08 06:28:19,472 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:34:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 0.7273, loss: 0.7273 +2024-07-08 06:28:42,641 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:34:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.7519, loss: 0.7519 +2024-07-08 06:29:05,787 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:34:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 0.7911, loss: 0.7911 +2024-07-08 06:29:07,588 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-07-08 06:30:24,974 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 06:30:25,040 - pyskl - INFO - +top1_acc 0.8538 +top5_acc 0.9780 +2024-07-08 06:30:25,043 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8538, top5_acc: 0.9780 +2024-07-08 06:31:06,481 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:33:59, time: 0.414, data_time: 0.179, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.6828, loss: 0.6828 +2024-07-08 06:31:29,770 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:33:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.7443, loss: 0.7443 +2024-07-08 06:31:52,976 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:33:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.5537, loss: 0.5537 +2024-07-08 06:32:16,187 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:32:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.6977, loss: 0.6977 +2024-07-08 06:32:39,368 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:32:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.7093, loss: 0.7093 +2024-07-08 06:33:02,506 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:31:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.7653, loss: 0.7653 +2024-07-08 06:33:25,655 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:31:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.8139, loss: 0.8139 +2024-07-08 06:33:48,781 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:31:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.7849, loss: 0.7849 +2024-07-08 06:34:11,893 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:30:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 0.7483, loss: 0.7483 +2024-07-08 06:34:35,023 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:30:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.6637, loss: 0.6637 +2024-07-08 06:34:58,154 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:29:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.6725, loss: 0.6725 +2024-07-08 06:35:21,293 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:29:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 0.8322, loss: 0.8322 +2024-07-08 06:35:44,512 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:29:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 0.7159, loss: 0.7159 +2024-07-08 06:36:07,786 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:28:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 0.7515, loss: 0.7515 +2024-07-08 06:36:31,011 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:28:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.6996, loss: 0.6996 +2024-07-08 06:36:54,233 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:27:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.6647, loss: 0.6647 +2024-07-08 06:37:17,418 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:27:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 0.7967, loss: 0.7967 +2024-07-08 06:37:40,655 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:27:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 0.7652, loss: 0.7652 +2024-07-08 06:38:03,847 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:26:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 0.6552, loss: 0.6552 +2024-07-08 06:38:27,030 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:26:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 0.7358, loss: 0.7358 +2024-07-08 06:38:50,238 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:25:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.7450, loss: 0.7450 +2024-07-08 06:39:13,441 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:25:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.7726, loss: 0.7726 +2024-07-08 06:39:36,591 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:25:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.8108, loss: 0.8108 +2024-07-08 06:39:59,746 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:24:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.7659, loss: 0.7659 +2024-07-08 06:40:22,918 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:24:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 0.7560, loss: 0.7560 +2024-07-08 06:40:24,787 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-07-08 06:41:42,501 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 06:41:42,568 - pyskl - INFO - +top1_acc 0.8610 +top5_acc 0.9782 +2024-07-08 06:41:42,572 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_77.pth was removed +2024-07-08 06:41:42,700 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2024-07-08 06:41:42,700 - pyskl - INFO - Best top1_acc is 0.8610 at 81 epoch. +2024-07-08 06:41:42,703 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8610, top5_acc: 0.9782 +2024-07-08 06:42:24,423 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:24:06, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.6013, loss: 0.6013 +2024-07-08 06:42:47,700 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:23:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 0.6314, loss: 0.6314 +2024-07-08 06:43:10,918 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:23:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.6490, loss: 0.6490 +2024-07-08 06:43:34,239 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:22:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 0.6703, loss: 0.6703 +2024-07-08 06:43:57,636 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:22:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.7126, loss: 0.7126 +2024-07-08 06:44:21,039 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:22:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 0.7094, loss: 0.7094 +2024-07-08 06:44:44,277 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:21:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.7207, loss: 0.7207 +2024-07-08 06:45:07,766 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:21:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 0.7501, loss: 0.7501 +2024-07-08 06:45:31,018 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:20:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.7235, loss: 0.7235 +2024-07-08 06:45:54,272 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:20:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.7758, loss: 0.7758 +2024-07-08 06:46:17,486 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:20:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.7253, loss: 0.7253 +2024-07-08 06:46:40,681 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:19:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 0.7714, loss: 0.7714 +2024-07-08 06:47:03,942 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:19:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.7215, loss: 0.7215 +2024-07-08 06:47:27,168 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:18:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 0.7005, loss: 0.7005 +2024-07-08 06:47:50,390 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:18:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 0.6761, loss: 0.6761 +2024-07-08 06:48:13,596 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:18:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 0.6418, loss: 0.6418 +2024-07-08 06:48:36,723 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:17:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 0.7734, loss: 0.7734 +2024-07-08 06:48:59,849 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:17:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 0.7463, loss: 0.7463 +2024-07-08 06:49:23,076 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:16:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 0.7660, loss: 0.7660 +2024-07-08 06:49:46,309 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:16:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.7352, loss: 0.7352 +2024-07-08 06:50:09,484 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:16:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9850, loss_cls: 0.7348, loss: 0.7348 +2024-07-08 06:50:32,721 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:15:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.6551, loss: 0.6551 +2024-07-08 06:50:55,967 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:15:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 0.7029, loss: 0.7029 +2024-07-08 06:51:19,172 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:14:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.6761, loss: 0.6761 +2024-07-08 06:51:42,322 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:14:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.7768, loss: 0.7768 +2024-07-08 06:51:44,248 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-07-08 06:53:01,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 06:53:01,993 - pyskl - INFO - +top1_acc 0.8550 +top5_acc 0.9781 +2024-07-08 06:53:01,995 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8550, top5_acc: 0.9781 +2024-07-08 06:53:43,696 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:14:15, time: 0.417, data_time: 0.181, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 0.6171, loss: 0.6171 +2024-07-08 06:54:06,947 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:13:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.6407, loss: 0.6407 +2024-07-08 06:54:30,124 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 11:13:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.6664, loss: 0.6664 +2024-07-08 06:54:53,279 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 11:13:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 0.6347, loss: 0.6347 +2024-07-08 06:55:16,431 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 11:12:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.7438, loss: 0.7438 +2024-07-08 06:55:39,623 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 11:12:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 0.7337, loss: 0.7337 +2024-07-08 06:56:02,936 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 11:11:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 0.6321, loss: 0.6321 +2024-07-08 06:56:26,180 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 11:11:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.6625, loss: 0.6625 +2024-07-08 06:56:49,397 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 11:11:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.7246, loss: 0.7246 +2024-07-08 06:57:12,798 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 11:10:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 0.6055, loss: 0.6055 +2024-07-08 06:57:35,940 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 11:10:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.6510, loss: 0.6510 +2024-07-08 06:57:59,076 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 11:09:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.7383, loss: 0.7383 +2024-07-08 06:58:22,187 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 11:09:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.7303, loss: 0.7303 +2024-07-08 06:58:45,323 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 11:09:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 0.7131, loss: 0.7131 +2024-07-08 06:59:08,454 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 11:08:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.6667, loss: 0.6667 +2024-07-08 06:59:31,560 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 11:08:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.6607, loss: 0.6607 +2024-07-08 06:59:54,684 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 11:07:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.6418, loss: 0.6418 +2024-07-08 07:00:17,813 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 11:07:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.6977, loss: 0.6977 +2024-07-08 07:00:41,056 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 11:06:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 0.7052, loss: 0.7052 +2024-07-08 07:01:04,287 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 11:06:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.7281, loss: 0.7281 +2024-07-08 07:01:27,700 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 11:06:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.6727, loss: 0.6727 +2024-07-08 07:01:50,974 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 11:05:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9812, loss_cls: 0.7717, loss: 0.7717 +2024-07-08 07:02:14,104 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 11:05:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.7271, loss: 0.7271 +2024-07-08 07:02:37,254 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 11:04:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 0.6654, loss: 0.6654 +2024-07-08 07:03:00,412 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 11:04:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 0.7734, loss: 0.7734 +2024-07-08 07:03:02,237 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-07-08 07:04:20,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 07:04:20,085 - pyskl - INFO - +top1_acc 0.8505 +top5_acc 0.9748 +2024-07-08 07:04:20,087 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8505, top5_acc: 0.9748 +2024-07-08 07:05:01,506 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 11:04:22, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 0.6153, loss: 0.6153 +2024-07-08 07:05:24,905 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 11:03:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.6742, loss: 0.6742 +2024-07-08 07:05:48,134 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 11:03:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.6041, loss: 0.6041 +2024-07-08 07:06:11,307 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 11:03:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.6489, loss: 0.6489 +2024-07-08 07:06:34,469 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 11:02:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.6632, loss: 0.6632 +2024-07-08 07:06:57,627 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 11:02:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 0.6826, loss: 0.6826 +2024-07-08 07:07:20,709 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 11:01:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.6751, loss: 0.6751 +2024-07-08 07:07:43,821 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 11:01:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 0.7296, loss: 0.7296 +2024-07-08 07:08:06,939 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 11:01:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.7223, loss: 0.7223 +2024-07-08 07:08:30,086 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 11:00:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.7154, loss: 0.7154 +2024-07-08 07:08:53,186 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 11:00:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 0.7445, loss: 0.7445 +2024-07-08 07:09:16,283 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 10:59:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.6964, loss: 0.6964 +2024-07-08 07:09:39,417 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 10:59:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.6297, loss: 0.6297 +2024-07-08 07:10:02,832 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 10:59:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.6287, loss: 0.6287 +2024-07-08 07:10:26,218 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 10:58:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.6894, loss: 0.6894 +2024-07-08 07:10:49,602 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 10:58:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.6144, loss: 0.6144 +2024-07-08 07:11:13,007 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 10:57:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.6625, loss: 0.6625 +2024-07-08 07:11:36,248 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 10:57:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 0.6355, loss: 0.6355 +2024-07-08 07:11:59,626 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 10:57:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 0.7131, loss: 0.7131 +2024-07-08 07:12:22,733 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 10:56:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 0.7592, loss: 0.7592 +2024-07-08 07:12:45,863 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 10:56:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 0.6963, loss: 0.6963 +2024-07-08 07:13:09,063 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 10:55:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.7276, loss: 0.7276 +2024-07-08 07:13:32,264 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 10:55:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 0.8173, loss: 0.8173 +2024-07-08 07:13:55,449 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 10:55:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 0.8016, loss: 0.8016 +2024-07-08 07:14:18,655 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 10:54:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.6768, loss: 0.6768 +2024-07-08 07:14:20,488 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-07-08 07:15:38,300 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 07:15:38,368 - pyskl - INFO - +top1_acc 0.8617 +top5_acc 0.9779 +2024-07-08 07:15:38,372 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_81.pth was removed +2024-07-08 07:15:38,497 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2024-07-08 07:15:38,498 - pyskl - INFO - Best top1_acc is 0.8617 at 84 epoch. +2024-07-08 07:15:38,500 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8617, top5_acc: 0.9779 +2024-07-08 07:16:20,415 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 10:54:29, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 0.5616, loss: 0.5616 +2024-07-08 07:16:43,595 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 10:54:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.6728, loss: 0.6728 +2024-07-08 07:17:06,720 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 10:53:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.7236, loss: 0.7236 +2024-07-08 07:17:29,858 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 10:53:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 0.6075, loss: 0.6075 +2024-07-08 07:17:52,987 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 10:52:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.6536, loss: 0.6536 +2024-07-08 07:18:16,114 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 10:52:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9956, loss_cls: 0.7419, loss: 0.7419 +2024-07-08 07:18:39,223 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 10:52:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 0.6462, loss: 0.6462 +2024-07-08 07:19:02,294 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 10:51:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.6480, loss: 0.6480 +2024-07-08 07:19:25,371 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 10:51:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.6331, loss: 0.6331 +2024-07-08 07:19:48,465 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:50:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 0.6765, loss: 0.6765 +2024-07-08 07:20:11,556 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:50:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.7193, loss: 0.7193 +2024-07-08 07:20:34,651 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:50:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.6995, loss: 0.6995 +2024-07-08 07:20:57,715 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:49:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.6961, loss: 0.6961 +2024-07-08 07:21:20,823 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:49:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 0.6440, loss: 0.6440 +2024-07-08 07:21:43,887 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:48:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.8179, loss: 0.8179 +2024-07-08 07:22:06,996 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:48:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 0.7482, loss: 0.7482 +2024-07-08 07:22:30,127 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:48:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 0.7380, loss: 0.7380 +2024-07-08 07:22:53,274 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:47:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.5875, loss: 0.5875 +2024-07-08 07:23:16,411 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:47:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 0.6985, loss: 0.6985 +2024-07-08 07:23:39,537 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:46:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9969, loss_cls: 0.7204, loss: 0.7204 +2024-07-08 07:24:02,681 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:46:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.7867, loss: 0.7867 +2024-07-08 07:24:25,902 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:46:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 0.7669, loss: 0.7669 +2024-07-08 07:24:49,169 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:45:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.6677, loss: 0.6677 +2024-07-08 07:25:12,355 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:45:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 0.6658, loss: 0.6658 +2024-07-08 07:25:35,496 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:44:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.7210, loss: 0.7210 +2024-07-08 07:25:37,321 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-07-08 07:26:55,155 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 07:26:55,221 - pyskl - INFO - +top1_acc 0.8497 +top5_acc 0.9765 +2024-07-08 07:26:55,223 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8497, top5_acc: 0.9765 +2024-07-08 07:27:37,286 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:44:35, time: 0.421, data_time: 0.185, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 0.6283, loss: 0.6283 +2024-07-08 07:28:00,463 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:44:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 0.5460, loss: 0.5460 +2024-07-08 07:28:23,671 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:43:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.6014, loss: 0.6014 +2024-07-08 07:28:46,854 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:43:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.6240, loss: 0.6240 +2024-07-08 07:29:10,035 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:42:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 0.5922, loss: 0.5922 +2024-07-08 07:29:33,352 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:42:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.6602, loss: 0.6602 +2024-07-08 07:29:56,634 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:42:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 0.6597, loss: 0.6597 +2024-07-08 07:30:19,809 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:41:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.6498, loss: 0.6498 +2024-07-08 07:30:42,908 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:41:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 0.6303, loss: 0.6303 +2024-07-08 07:31:06,011 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:40:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.6424, loss: 0.6424 +2024-07-08 07:31:29,110 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:40:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.6637, loss: 0.6637 +2024-07-08 07:31:52,228 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:40:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 0.7373, loss: 0.7373 +2024-07-08 07:32:15,459 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:39:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 0.6186, loss: 0.6186 +2024-07-08 07:32:38,647 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:39:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 0.7006, loss: 0.7006 +2024-07-08 07:33:01,772 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:38:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.6998, loss: 0.6998 +2024-07-08 07:33:24,849 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:38:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 0.6312, loss: 0.6312 +2024-07-08 07:33:47,976 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:38:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 0.6255, loss: 0.6255 +2024-07-08 07:34:11,095 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:37:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.7380, loss: 0.7380 +2024-07-08 07:34:34,220 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:37:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.7223, loss: 0.7223 +2024-07-08 07:34:57,298 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:36:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.7045, loss: 0.7045 +2024-07-08 07:35:20,369 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:36:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 0.6600, loss: 0.6600 +2024-07-08 07:35:43,617 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:36:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.6560, loss: 0.6560 +2024-07-08 07:36:06,816 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:35:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.6609, loss: 0.6609 +2024-07-08 07:36:30,045 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:35:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.5992, loss: 0.5992 +2024-07-08 07:36:53,191 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:34:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.6536, loss: 0.6536 +2024-07-08 07:36:55,032 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-07-08 07:38:12,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 07:38:12,848 - pyskl - INFO - +top1_acc 0.8389 +top5_acc 0.9732 +2024-07-08 07:38:12,850 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8389, top5_acc: 0.9732 +2024-07-08 07:38:54,848 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:34:42, time: 0.420, data_time: 0.183, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.6202, loss: 0.6202 +2024-07-08 07:39:18,235 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:34:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.5865, loss: 0.5865 +2024-07-08 07:39:41,501 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:33:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.5868, loss: 0.5868 +2024-07-08 07:40:04,739 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:33:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.5621, loss: 0.5621 +2024-07-08 07:40:27,937 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:33:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.6273, loss: 0.6273 +2024-07-08 07:40:51,102 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:32:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.6076, loss: 0.6076 +2024-07-08 07:41:14,245 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:32:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.6649, loss: 0.6649 +2024-07-08 07:41:37,371 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:31:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9881, loss_cls: 0.5754, loss: 0.5754 +2024-07-08 07:42:00,526 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:31:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.6687, loss: 0.6687 +2024-07-08 07:42:23,706 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:31:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.5979, loss: 0.5979 +2024-07-08 07:42:46,890 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:30:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 0.6868, loss: 0.6868 +2024-07-08 07:43:10,057 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:30:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 0.6329, loss: 0.6329 +2024-07-08 07:43:33,256 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:29:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 0.6536, loss: 0.6536 +2024-07-08 07:43:56,411 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:29:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.5801, loss: 0.5801 +2024-07-08 07:44:19,638 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:29:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.7029, loss: 0.7029 +2024-07-08 07:44:42,779 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:28:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.6738, loss: 0.6738 +2024-07-08 07:45:05,936 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:28:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 0.6953, loss: 0.6953 +2024-07-08 07:45:29,196 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:27:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.6047, loss: 0.6047 +2024-07-08 07:45:52,447 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:27:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 0.7218, loss: 0.7218 +2024-07-08 07:46:15,562 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:27:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.6885, loss: 0.6885 +2024-07-08 07:46:38,880 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:26:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.6520, loss: 0.6520 +2024-07-08 07:47:02,192 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:26:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.6354, loss: 0.6354 +2024-07-08 07:47:25,296 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:25:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 0.7147, loss: 0.7147 +2024-07-08 07:47:48,381 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:25:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.7103, loss: 0.7103 +2024-07-08 07:48:11,460 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:25:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.7009, loss: 0.7009 +2024-07-08 07:48:13,324 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-07-08 07:49:31,150 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 07:49:31,217 - pyskl - INFO - +top1_acc 0.8544 +top5_acc 0.9770 +2024-07-08 07:49:31,219 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8544, top5_acc: 0.9770 +2024-07-08 07:50:12,577 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:24:48, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.5517, loss: 0.5517 +2024-07-08 07:50:35,789 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:24:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.5916, loss: 0.5916 +2024-07-08 07:50:58,940 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:24:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.6492, loss: 0.6492 +2024-07-08 07:51:22,088 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:23:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.5995, loss: 0.5995 +2024-07-08 07:51:45,303 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:23:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.6485, loss: 0.6485 +2024-07-08 07:52:08,633 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:22:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.5451, loss: 0.5451 +2024-07-08 07:52:31,853 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:22:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.5196, loss: 0.5196 +2024-07-08 07:52:54,965 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:21:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 0.6311, loss: 0.6311 +2024-07-08 07:53:18,085 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:21:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.5748, loss: 0.5748 +2024-07-08 07:53:41,221 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:21:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.6320, loss: 0.6320 +2024-07-08 07:54:04,415 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:20:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.6269, loss: 0.6269 +2024-07-08 07:54:27,525 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:20:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.6642, loss: 0.6642 +2024-07-08 07:54:50,717 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:19:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 0.5940, loss: 0.5940 +2024-07-08 07:55:14,031 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:19:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 0.5612, loss: 0.5612 +2024-07-08 07:55:37,357 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:19:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 0.6945, loss: 0.6945 +2024-07-08 07:56:00,735 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:18:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.6436, loss: 0.6436 +2024-07-08 07:56:23,926 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:18:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 0.7199, loss: 0.7199 +2024-07-08 07:56:47,182 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:17:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.6140, loss: 0.6140 +2024-07-08 07:57:10,442 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:17:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.7330, loss: 0.7330 +2024-07-08 07:57:33,526 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:17:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.6410, loss: 0.6410 +2024-07-08 07:57:56,627 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:16:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.6981, loss: 0.6981 +2024-07-08 07:58:19,781 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:16:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.6830, loss: 0.6830 +2024-07-08 07:58:42,930 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:15:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.6551, loss: 0.6551 +2024-07-08 07:59:06,125 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:15:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 0.7394, loss: 0.7394 +2024-07-08 07:59:29,349 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:15:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 0.7103, loss: 0.7103 +2024-07-08 07:59:31,191 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-07-08 08:00:48,995 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 08:00:49,063 - pyskl - INFO - +top1_acc 0.8689 +top5_acc 0.9816 +2024-07-08 08:00:49,067 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_84.pth was removed +2024-07-08 08:00:49,193 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2024-07-08 08:00:49,194 - pyskl - INFO - Best top1_acc is 0.8689 at 88 epoch. +2024-07-08 08:00:49,196 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8689, top5_acc: 0.9816 +2024-07-08 08:01:31,091 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:14:55, time: 0.419, data_time: 0.183, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.5627, loss: 0.5627 +2024-07-08 08:01:54,308 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:14:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 0.5793, loss: 0.5793 +2024-07-08 08:02:17,467 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:14:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.6475, loss: 0.6475 +2024-07-08 08:02:40,697 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:13:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.6047, loss: 0.6047 +2024-07-08 08:03:03,877 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:13:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.5808, loss: 0.5808 +2024-07-08 08:03:27,117 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:12:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.6237, loss: 0.6237 +2024-07-08 08:03:50,385 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:12:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.6109, loss: 0.6109 +2024-07-08 08:04:13,597 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 10:12:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.6089, loss: 0.6089 +2024-07-08 08:04:36,814 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 10:11:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.6245, loss: 0.6245 +2024-07-08 08:05:00,068 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 10:11:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.6340, loss: 0.6340 +2024-07-08 08:05:23,233 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 10:10:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 0.6064, loss: 0.6064 +2024-07-08 08:05:46,398 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 10:10:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.6198, loss: 0.6198 +2024-07-08 08:06:09,526 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 10:10:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.5238, loss: 0.5238 +2024-07-08 08:06:32,712 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 10:09:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.6436, loss: 0.6436 +2024-07-08 08:06:55,887 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 10:09:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.6579, loss: 0.6579 +2024-07-08 08:07:19,115 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 10:08:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 0.6497, loss: 0.6497 +2024-07-08 08:07:42,303 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 10:08:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.6337, loss: 0.6337 +2024-07-08 08:08:05,498 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 10:08:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.7749, loss: 0.7749 +2024-07-08 08:08:28,723 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 10:07:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.6293, loss: 0.6293 +2024-07-08 08:08:51,901 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 10:07:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.6000, loss: 0.6000 +2024-07-08 08:09:15,067 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 10:06:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.6394, loss: 0.6394 +2024-07-08 08:09:38,240 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 10:06:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.6488, loss: 0.6488 +2024-07-08 08:10:01,364 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 10:06:04, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 0.6373, loss: 0.6373 +2024-07-08 08:10:24,523 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 10:05:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.6552, loss: 0.6552 +2024-07-08 08:10:47,695 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 10:05:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.5851, loss: 0.5851 +2024-07-08 08:10:49,528 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-07-08 08:12:07,601 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 08:12:07,670 - pyskl - INFO - +top1_acc 0.8573 +top5_acc 0.9784 +2024-07-08 08:12:07,672 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8573, top5_acc: 0.9784 +2024-07-08 08:12:49,371 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 10:05:02, time: 0.417, data_time: 0.182, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.5443, loss: 0.5443 +2024-07-08 08:13:12,599 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 10:04:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 0.5406, loss: 0.5406 +2024-07-08 08:13:35,772 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 10:04:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9981, loss_cls: 0.5298, loss: 0.5298 +2024-07-08 08:13:58,915 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 10:03:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.5573, loss: 0.5573 +2024-07-08 08:14:22,053 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 10:03:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.5599, loss: 0.5599 +2024-07-08 08:14:45,200 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 10:03:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.5964, loss: 0.5964 +2024-07-08 08:15:08,352 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 10:02:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.5795, loss: 0.5795 +2024-07-08 08:15:31,522 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 10:02:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 0.5794, loss: 0.5794 +2024-07-08 08:15:54,687 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 10:01:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.6220, loss: 0.6220 +2024-07-08 08:16:17,821 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 10:01:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 0.5344, loss: 0.5344 +2024-07-08 08:16:40,966 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 10:01:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.6607, loss: 0.6607 +2024-07-08 08:17:04,097 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 10:00:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.5662, loss: 0.5662 +2024-07-08 08:17:27,215 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 10:00:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.6255, loss: 0.6255 +2024-07-08 08:17:50,332 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 9:59:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.5512, loss: 0.5512 +2024-07-08 08:18:13,496 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 9:59:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.5786, loss: 0.5786 +2024-07-08 08:18:36,624 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 9:58:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9888, loss_cls: 0.6374, loss: 0.6374 +2024-07-08 08:18:59,797 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 9:58:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 0.5399, loss: 0.5399 +2024-07-08 08:19:22,936 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 9:58:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9888, loss_cls: 0.5981, loss: 0.5981 +2024-07-08 08:19:46,067 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 9:57:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.6342, loss: 0.6342 +2024-07-08 08:20:09,137 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 9:57:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.6067, loss: 0.6067 +2024-07-08 08:20:32,272 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 9:56:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 0.6072, loss: 0.6072 +2024-07-08 08:20:55,357 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 9:56:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.7180, loss: 0.7180 +2024-07-08 08:21:18,593 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 9:56:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 0.6063, loss: 0.6063 +2024-07-08 08:21:41,682 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 9:55:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.6827, loss: 0.6827 +2024-07-08 08:22:04,817 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 9:55:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.6856, loss: 0.6856 +2024-07-08 08:22:06,740 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-07-08 08:23:24,744 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 08:23:24,812 - pyskl - INFO - +top1_acc 0.8678 +top5_acc 0.9811 +2024-07-08 08:23:24,814 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8678, top5_acc: 0.9811 +2024-07-08 08:24:06,883 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 9:55:07, time: 0.421, data_time: 0.184, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.5226, loss: 0.5226 +2024-07-08 08:24:30,056 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 9:54:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.5168, loss: 0.5168 +2024-07-08 08:24:53,279 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 9:54:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 0.5566, loss: 0.5566 +2024-07-08 08:25:16,628 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 9:53:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.5354, loss: 0.5354 +2024-07-08 08:25:39,831 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 9:53:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.5442, loss: 0.5442 +2024-07-08 08:26:02,964 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 9:53:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 0.5887, loss: 0.5887 +2024-07-08 08:26:26,100 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 9:52:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.5203, loss: 0.5203 +2024-07-08 08:26:49,267 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 9:52:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.5999, loss: 0.5999 +2024-07-08 08:27:12,396 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:51:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.6814, loss: 0.6814 +2024-07-08 08:27:35,527 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:51:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.5304, loss: 0.5304 +2024-07-08 08:27:58,635 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:51:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.5996, loss: 0.5996 +2024-07-08 08:28:21,803 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:50:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 0.5913, loss: 0.5913 +2024-07-08 08:28:44,917 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:50:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 0.5698, loss: 0.5698 +2024-07-08 08:29:08,050 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:49:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 0.5561, loss: 0.5561 +2024-07-08 08:29:31,199 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:49:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.6483, loss: 0.6483 +2024-07-08 08:29:54,396 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:49:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 0.6644, loss: 0.6644 +2024-07-08 08:30:17,716 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:48:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 0.6435, loss: 0.6435 +2024-07-08 08:30:41,125 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:48:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.6409, loss: 0.6409 +2024-07-08 08:31:04,418 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:47:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 0.6378, loss: 0.6378 +2024-07-08 08:31:27,647 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:47:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9869, loss_cls: 0.6278, loss: 0.6278 +2024-07-08 08:31:50,822 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:47:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 0.5834, loss: 0.5834 +2024-07-08 08:32:13,993 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:46:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.6321, loss: 0.6321 +2024-07-08 08:32:37,191 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:46:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.6729, loss: 0.6729 +2024-07-08 08:33:00,718 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:45:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.6434, loss: 0.6434 +2024-07-08 08:33:23,914 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:45:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 0.6171, loss: 0.6171 +2024-07-08 08:33:25,841 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-07-08 08:34:43,880 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 08:34:43,948 - pyskl - INFO - +top1_acc 0.8576 +top5_acc 0.9783 +2024-07-08 08:34:43,950 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8576, top5_acc: 0.9783 +2024-07-08 08:35:25,832 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:45:14, time: 0.419, data_time: 0.183, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.5640, loss: 0.5640 +2024-07-08 08:35:49,090 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:44:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 0.4988, loss: 0.4988 +2024-07-08 08:36:12,402 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:44:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.5176, loss: 0.5176 +2024-07-08 08:36:35,553 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:44:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 0.5467, loss: 0.5467 +2024-07-08 08:36:58,715 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:43:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.6640, loss: 0.6640 +2024-07-08 08:37:21,878 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:43:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 0.5723, loss: 0.5723 +2024-07-08 08:37:45,047 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:42:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.5916, loss: 0.5916 +2024-07-08 08:38:08,206 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:42:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.5578, loss: 0.5578 +2024-07-08 08:38:31,364 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:42:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 0.5668, loss: 0.5668 +2024-07-08 08:38:54,518 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:41:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.5739, loss: 0.5739 +2024-07-08 08:39:17,661 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:41:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.6148, loss: 0.6148 +2024-07-08 08:39:40,835 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:40:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.5657, loss: 0.5657 +2024-07-08 08:40:04,068 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:40:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 0.5795, loss: 0.5795 +2024-07-08 08:40:27,253 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:40:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.5696, loss: 0.5696 +2024-07-08 08:40:50,421 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:39:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.5576, loss: 0.5576 +2024-07-08 08:41:13,585 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:39:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.5842, loss: 0.5842 +2024-07-08 08:41:36,729 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:38:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.6391, loss: 0.6391 +2024-07-08 08:41:59,900 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:38:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 0.5995, loss: 0.5995 +2024-07-08 08:42:23,047 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:38:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.5865, loss: 0.5865 +2024-07-08 08:42:46,191 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:37:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.5669, loss: 0.5669 +2024-07-08 08:43:09,287 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:37:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.5634, loss: 0.5634 +2024-07-08 08:43:32,440 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:36:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.5940, loss: 0.5940 +2024-07-08 08:43:55,606 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:36:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.6078, loss: 0.6078 +2024-07-08 08:44:18,749 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:35:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.6515, loss: 0.6515 +2024-07-08 08:44:41,869 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:35:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 0.6122, loss: 0.6122 +2024-07-08 08:44:43,760 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-07-08 08:46:01,829 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 08:46:01,895 - pyskl - INFO - +top1_acc 0.8633 +top5_acc 0.9797 +2024-07-08 08:46:01,897 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8633, top5_acc: 0.9797 +2024-07-08 08:46:44,014 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:35:20, time: 0.421, data_time: 0.184, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.6082, loss: 0.6082 +2024-07-08 08:47:07,293 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:34:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.5467, loss: 0.5467 +2024-07-08 08:47:30,493 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:34:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.5113, loss: 0.5113 +2024-07-08 08:47:53,672 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:34:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.5928, loss: 0.5928 +2024-07-08 08:48:16,816 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:33:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.4633, loss: 0.4633 +2024-07-08 08:48:39,963 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:33:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.5106, loss: 0.5106 +2024-07-08 08:49:03,115 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:32:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.5319, loss: 0.5319 +2024-07-08 08:49:26,288 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:32:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.5558, loss: 0.5558 +2024-07-08 08:49:49,488 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:32:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.5976, loss: 0.5976 +2024-07-08 08:50:12,689 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:31:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 0.5671, loss: 0.5671 +2024-07-08 08:50:35,898 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:31:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.5544, loss: 0.5544 +2024-07-08 08:50:59,128 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:30:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.5582, loss: 0.5582 +2024-07-08 08:51:22,269 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:30:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.5159, loss: 0.5159 +2024-07-08 08:51:45,424 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:30:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.6169, loss: 0.6169 +2024-07-08 08:52:08,539 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:29:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 0.5512, loss: 0.5512 +2024-07-08 08:52:31,696 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:29:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.5853, loss: 0.5853 +2024-07-08 08:52:54,822 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:28:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.5290, loss: 0.5290 +2024-07-08 08:53:17,993 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:28:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.7080, loss: 0.7080 +2024-07-08 08:53:41,143 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:28:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.5576, loss: 0.5576 +2024-07-08 08:54:04,464 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:27:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.5543, loss: 0.5543 +2024-07-08 08:54:27,769 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:27:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 0.5911, loss: 0.5911 +2024-07-08 08:54:50,965 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:26:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.5803, loss: 0.5803 +2024-07-08 08:55:14,117 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:26:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 0.5968, loss: 0.5968 +2024-07-08 08:55:37,259 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:26:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.5540, loss: 0.5540 +2024-07-08 08:56:00,544 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:25:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.6184, loss: 0.6184 +2024-07-08 08:56:02,468 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-07-08 08:57:20,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 08:57:20,670 - pyskl - INFO - +top1_acc 0.8655 +top5_acc 0.9776 +2024-07-08 08:57:20,672 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8655, top5_acc: 0.9776 +2024-07-08 08:58:02,912 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:25:27, time: 0.422, data_time: 0.186, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.5253, loss: 0.5253 +2024-07-08 08:58:26,162 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:25:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.5605, loss: 0.5605 +2024-07-08 08:58:49,309 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:24:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.5115, loss: 0.5115 +2024-07-08 08:59:12,481 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:24:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.4935, loss: 0.4935 +2024-07-08 08:59:35,657 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:23:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.6112, loss: 0.6112 +2024-07-08 08:59:58,833 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:23:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.5432, loss: 0.5432 +2024-07-08 09:00:22,006 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:23:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.5326, loss: 0.5326 +2024-07-08 09:00:45,171 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:22:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.4986, loss: 0.4986 +2024-07-08 09:01:08,328 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:22:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.5468, loss: 0.5468 +2024-07-08 09:01:31,513 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:21:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9919, loss_cls: 0.4591, loss: 0.4591 +2024-07-08 09:01:54,639 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:21:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.5609, loss: 0.5609 +2024-07-08 09:02:17,755 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:21:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9888, loss_cls: 0.5970, loss: 0.5970 +2024-07-08 09:02:40,881 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:20:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.5834, loss: 0.5834 +2024-07-08 09:03:04,021 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:20:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.5738, loss: 0.5738 +2024-07-08 09:03:27,174 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:19:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.6675, loss: 0.6675 +2024-07-08 09:03:50,312 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:19:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.5308, loss: 0.5308 +2024-07-08 09:04:13,628 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:19:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.5406, loss: 0.5406 +2024-07-08 09:04:36,948 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:18:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.5228, loss: 0.5228 +2024-07-08 09:05:00,122 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:18:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 0.5682, loss: 0.5682 +2024-07-08 09:05:23,338 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:17:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 0.5560, loss: 0.5560 +2024-07-08 09:05:46,407 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:17:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 0.5552, loss: 0.5552 +2024-07-08 09:06:09,571 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:17:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.5963, loss: 0.5963 +2024-07-08 09:06:32,782 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:16:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.5703, loss: 0.5703 +2024-07-08 09:06:55,954 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:16:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.4990, loss: 0.4990 +2024-07-08 09:07:19,102 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:15:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.5349, loss: 0.5349 +2024-07-08 09:07:21,008 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-07-08 09:08:38,912 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 09:08:38,981 - pyskl - INFO - +top1_acc 0.8632 +top5_acc 0.9794 +2024-07-08 09:08:38,983 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8632, top5_acc: 0.9794 +2024-07-08 09:09:20,729 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:15:32, time: 0.417, data_time: 0.182, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 0.4613, loss: 0.4613 +2024-07-08 09:09:43,934 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:15:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.5478, loss: 0.5478 +2024-07-08 09:10:07,127 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:14:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.5380, loss: 0.5380 +2024-07-08 09:10:30,334 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:14:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.4484, loss: 0.4484 +2024-07-08 09:10:53,472 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:13:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9900, loss_cls: 0.4876, loss: 0.4876 +2024-07-08 09:11:16,618 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:13:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.5746, loss: 0.5746 +2024-07-08 09:11:39,813 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:13:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.5489, loss: 0.5489 +2024-07-08 09:12:02,982 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:12:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.4960, loss: 0.4960 +2024-07-08 09:12:26,162 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:12:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9906, loss_cls: 0.5579, loss: 0.5579 +2024-07-08 09:12:49,362 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:11:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.5179, loss: 0.5179 +2024-07-08 09:13:12,550 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:11:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9981, loss_cls: 0.4876, loss: 0.4876 +2024-07-08 09:13:35,720 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 9:11:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 0.5599, loss: 0.5599 +2024-07-08 09:13:58,881 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 9:10:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.5572, loss: 0.5572 +2024-07-08 09:14:22,066 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 9:10:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.5031, loss: 0.5031 +2024-07-08 09:14:45,261 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 9:09:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.5461, loss: 0.5461 +2024-07-08 09:15:08,462 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 9:09:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.4952, loss: 0.4952 +2024-07-08 09:15:31,638 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 9:09:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 0.5933, loss: 0.5933 +2024-07-08 09:15:54,838 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 9:08:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.5123, loss: 0.5123 +2024-07-08 09:16:18,013 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 9:08:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 0.5772, loss: 0.5772 +2024-07-08 09:16:41,218 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 9:07:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 0.5757, loss: 0.5757 +2024-07-08 09:17:04,399 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 9:07:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 0.5476, loss: 0.5476 +2024-07-08 09:17:27,590 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 9:07:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.5573, loss: 0.5573 +2024-07-08 09:17:50,736 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 9:06:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 0.5223, loss: 0.5223 +2024-07-08 09:18:13,905 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 9:06:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.5429, loss: 0.5429 +2024-07-08 09:18:37,056 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 9:05:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.5075, loss: 0.5075 +2024-07-08 09:18:38,904 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-07-08 09:19:56,828 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 09:19:56,898 - pyskl - INFO - +top1_acc 0.8666 +top5_acc 0.9788 +2024-07-08 09:19:56,900 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8666, top5_acc: 0.9788 +2024-07-08 09:20:38,770 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 9:05:38, time: 0.419, data_time: 0.183, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.5808, loss: 0.5808 +2024-07-08 09:21:01,977 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 9:05:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.4919, loss: 0.4919 +2024-07-08 09:21:25,154 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 9:04:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.4846, loss: 0.4846 +2024-07-08 09:21:48,331 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 9:04:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.5439, loss: 0.5439 +2024-07-08 09:22:11,535 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 9:04:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.5039, loss: 0.5039 +2024-07-08 09:22:34,677 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 9:03:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.4674, loss: 0.4674 +2024-07-08 09:22:58,026 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 9:03:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 0.4634, loss: 0.4634 +2024-07-08 09:23:21,272 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 9:02:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.4968, loss: 0.4968 +2024-07-08 09:23:44,455 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 9:02:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 0.5540, loss: 0.5540 +2024-07-08 09:24:07,632 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 9:02:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.5528, loss: 0.5528 +2024-07-08 09:24:30,824 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 9:01:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.5108, loss: 0.5108 +2024-07-08 09:24:54,017 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 9:01:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 0.5076, loss: 0.5076 +2024-07-08 09:25:17,211 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 9:00:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.5095, loss: 0.5095 +2024-07-08 09:25:40,423 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 9:00:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.5434, loss: 0.5434 +2024-07-08 09:26:03,620 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 9:00:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 0.5217, loss: 0.5217 +2024-07-08 09:26:26,797 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 8:59:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 0.5396, loss: 0.5396 +2024-07-08 09:26:49,962 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 8:59:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 0.4919, loss: 0.4919 +2024-07-08 09:27:13,165 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 8:58:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.5289, loss: 0.5289 +2024-07-08 09:27:36,420 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 8:58:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.5608, loss: 0.5608 +2024-07-08 09:27:59,672 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 8:58:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.5829, loss: 0.5829 +2024-07-08 09:28:23,063 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 8:57:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 0.6270, loss: 0.6270 +2024-07-08 09:28:46,333 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 8:57:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 0.5458, loss: 0.5458 +2024-07-08 09:29:09,543 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 8:56:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.5930, loss: 0.5930 +2024-07-08 09:29:32,692 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 8:56:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 0.6225, loss: 0.6225 +2024-07-08 09:29:55,830 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 8:56:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.5414, loss: 0.5414 +2024-07-08 09:29:57,692 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-07-08 09:31:15,399 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 09:31:15,468 - pyskl - INFO - +top1_acc 0.8755 +top5_acc 0.9830 +2024-07-08 09:31:15,472 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_88.pth was removed +2024-07-08 09:31:15,601 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2024-07-08 09:31:15,601 - pyskl - INFO - Best top1_acc is 0.8755 at 96 epoch. +2024-07-08 09:31:15,604 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8755, top5_acc: 0.9830 +2024-07-08 09:31:57,727 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 8:55:44, time: 0.421, data_time: 0.185, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.4934, loss: 0.4934 +2024-07-08 09:32:20,914 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 8:55:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.3671, loss: 0.3671 +2024-07-08 09:32:44,074 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 8:54:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.4479, loss: 0.4479 +2024-07-08 09:33:07,202 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 8:54:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.4631, loss: 0.4631 +2024-07-08 09:33:30,293 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 8:54:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 0.4423, loss: 0.4423 +2024-07-08 09:33:53,412 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 8:53:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.4813, loss: 0.4813 +2024-07-08 09:34:16,550 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 8:53:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.4673, loss: 0.4673 +2024-07-08 09:34:39,637 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 8:52:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.5536, loss: 0.5536 +2024-07-08 09:35:02,762 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 8:52:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.4818, loss: 0.4818 +2024-07-08 09:35:25,856 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 8:52:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.5022, loss: 0.5022 +2024-07-08 09:35:48,958 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 8:51:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9906, loss_cls: 0.4964, loss: 0.4964 +2024-07-08 09:36:12,063 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:51:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 0.5032, loss: 0.5032 +2024-07-08 09:36:35,209 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:50:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.5271, loss: 0.5271 +2024-07-08 09:36:58,368 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:50:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 0.4978, loss: 0.4978 +2024-07-08 09:37:21,587 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:50:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.4488, loss: 0.4488 +2024-07-08 09:37:44,801 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:49:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.4873, loss: 0.4873 +2024-07-08 09:38:08,111 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:49:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.4764, loss: 0.4764 +2024-07-08 09:38:31,292 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:48:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.5632, loss: 0.5632 +2024-07-08 09:38:54,470 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:48:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.5514, loss: 0.5514 +2024-07-08 09:39:17,669 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:48:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 0.5452, loss: 0.5452 +2024-07-08 09:39:40,993 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:47:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 0.5130, loss: 0.5130 +2024-07-08 09:40:04,162 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:47:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.4743, loss: 0.4743 +2024-07-08 09:40:27,323 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:46:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.4424, loss: 0.4424 +2024-07-08 09:40:50,457 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:46:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.5023, loss: 0.5023 +2024-07-08 09:41:13,593 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:46:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.4926, loss: 0.4926 +2024-07-08 09:41:15,516 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-07-08 09:42:33,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 09:42:33,464 - pyskl - INFO - +top1_acc 0.8695 +top5_acc 0.9790 +2024-07-08 09:42:33,466 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8695, top5_acc: 0.9790 +2024-07-08 09:43:15,483 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:45:50, time: 0.420, data_time: 0.184, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.4908, loss: 0.4908 +2024-07-08 09:43:38,641 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:45:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.4673, loss: 0.4673 +2024-07-08 09:44:01,833 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:45:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.4119, loss: 0.4119 +2024-07-08 09:44:24,975 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:44:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.4507, loss: 0.4507 +2024-07-08 09:44:48,156 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:44:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.4599, loss: 0.4599 +2024-07-08 09:45:11,385 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:43:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.4225, loss: 0.4225 +2024-07-08 09:45:34,556 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:43:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 0.4603, loss: 0.4603 +2024-07-08 09:45:57,732 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:43:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.4615, loss: 0.4615 +2024-07-08 09:46:20,857 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:42:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.4428, loss: 0.4428 +2024-07-08 09:46:43,961 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:42:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.4367, loss: 0.4367 +2024-07-08 09:47:07,047 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:41:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.4954, loss: 0.4954 +2024-07-08 09:47:30,151 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:41:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.4578, loss: 0.4578 +2024-07-08 09:47:53,254 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:41:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.4855, loss: 0.4855 +2024-07-08 09:48:16,374 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:40:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.5214, loss: 0.5214 +2024-07-08 09:48:39,622 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:40:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 0.5250, loss: 0.5250 +2024-07-08 09:49:02,794 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:39:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.5111, loss: 0.5111 +2024-07-08 09:49:25,857 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:39:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.4507, loss: 0.4507 +2024-07-08 09:49:49,082 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:39:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.5347, loss: 0.5347 +2024-07-08 09:50:12,236 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:38:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.5158, loss: 0.5158 +2024-07-08 09:50:35,354 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:38:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 0.5502, loss: 0.5502 +2024-07-08 09:50:58,490 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:37:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.5144, loss: 0.5144 +2024-07-08 09:51:21,631 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:37:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 0.5387, loss: 0.5387 +2024-07-08 09:51:44,771 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:37:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.4578, loss: 0.4578 +2024-07-08 09:52:07,975 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:36:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.5993, loss: 0.5993 +2024-07-08 09:52:31,187 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:36:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.4997, loss: 0.4997 +2024-07-08 09:52:33,040 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-07-08 09:53:51,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 09:53:51,360 - pyskl - INFO - +top1_acc 0.8518 +top5_acc 0.9793 +2024-07-08 09:53:51,362 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8518, top5_acc: 0.9793 +2024-07-08 09:54:33,646 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:35:55, time: 0.423, data_time: 0.187, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.4338, loss: 0.4338 +2024-07-08 09:54:57,015 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:35:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.4357, loss: 0.4357 +2024-07-08 09:55:20,409 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:35:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.4229, loss: 0.4229 +2024-07-08 09:55:43,828 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:34:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.4691, loss: 0.4691 +2024-07-08 09:56:07,087 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:34:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.5236, loss: 0.5236 +2024-07-08 09:56:30,301 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:33:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 0.4370, loss: 0.4370 +2024-07-08 09:56:53,522 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:33:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.4295, loss: 0.4295 +2024-07-08 09:57:16,785 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:33:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 0.4108, loss: 0.4108 +2024-07-08 09:57:40,036 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:32:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.5376, loss: 0.5376 +2024-07-08 09:58:03,346 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:32:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.5285, loss: 0.5285 +2024-07-08 09:58:26,550 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:31:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.4691, loss: 0.4691 +2024-07-08 09:58:49,732 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:31:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.4485, loss: 0.4485 +2024-07-08 09:59:12,946 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:31:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.4787, loss: 0.4787 +2024-07-08 09:59:36,105 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:30:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.5027, loss: 0.5027 +2024-07-08 09:59:59,257 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:30:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.5406, loss: 0.5406 +2024-07-08 10:00:22,399 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:29:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.4360, loss: 0.4360 +2024-07-08 10:00:45,558 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:29:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.4028, loss: 0.4028 +2024-07-08 10:01:08,938 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:29:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 0.5316, loss: 0.5316 +2024-07-08 10:01:32,173 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:28:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.4523, loss: 0.4523 +2024-07-08 10:01:55,358 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:28:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.5082, loss: 0.5082 +2024-07-08 10:02:18,761 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:27:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.4835, loss: 0.4835 +2024-07-08 10:02:42,098 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:27:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9919, loss_cls: 0.4615, loss: 0.4615 +2024-07-08 10:03:05,295 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:27:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.4857, loss: 0.4857 +2024-07-08 10:03:28,482 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:26:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 0.5016, loss: 0.5016 +2024-07-08 10:03:51,647 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:26:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.5110, loss: 0.5110 +2024-07-08 10:03:53,566 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-07-08 10:05:11,664 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 10:05:11,731 - pyskl - INFO - +top1_acc 0.8600 +top5_acc 0.9797 +2024-07-08 10:05:11,733 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8600, top5_acc: 0.9797 +2024-07-08 10:05:53,680 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:26:02, time: 0.419, data_time: 0.183, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.4166, loss: 0.4166 +2024-07-08 10:06:16,824 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:25:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.4129, loss: 0.4129 +2024-07-08 10:06:39,977 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:25:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.3822, loss: 0.3822 +2024-07-08 10:07:03,136 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:24:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.3858, loss: 0.3858 +2024-07-08 10:07:26,294 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:24:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9919, loss_cls: 0.4166, loss: 0.4166 +2024-07-08 10:07:49,458 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:24:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.4137, loss: 0.4137 +2024-07-08 10:08:12,655 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:23:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.4714, loss: 0.4714 +2024-07-08 10:08:35,871 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:23:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.4639, loss: 0.4639 +2024-07-08 10:08:59,267 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:22:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 0.4266, loss: 0.4266 +2024-07-08 10:09:22,470 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:22:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.4643, loss: 0.4643 +2024-07-08 10:09:45,654 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:22:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.4840, loss: 0.4840 +2024-07-08 10:10:08,837 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:21:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.4467, loss: 0.4467 +2024-07-08 10:10:32,020 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:21:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9931, loss_cls: 0.4100, loss: 0.4100 +2024-07-08 10:10:55,576 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:20:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.4474, loss: 0.4474 +2024-07-08 10:11:18,858 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:20:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.4576, loss: 0.4576 +2024-07-08 10:11:42,243 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:20:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.4296, loss: 0.4296 +2024-07-08 10:12:05,466 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:19:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 0.4624, loss: 0.4624 +2024-07-08 10:12:28,855 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:19:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.5157, loss: 0.5157 +2024-07-08 10:12:52,305 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:18:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.4488, loss: 0.4488 +2024-07-08 10:13:15,620 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:18:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.4776, loss: 0.4776 +2024-07-08 10:13:38,966 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:18:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.4843, loss: 0.4843 +2024-07-08 10:14:02,230 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:17:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.4789, loss: 0.4789 +2024-07-08 10:14:25,423 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:17:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.4721, loss: 0.4721 +2024-07-08 10:14:48,555 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:16:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 0.5179, loss: 0.5179 +2024-07-08 10:15:11,669 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:16:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.5232, loss: 0.5232 +2024-07-08 10:15:13,573 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-07-08 10:16:31,869 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 10:16:31,936 - pyskl - INFO - +top1_acc 0.8710 +top5_acc 0.9798 +2024-07-08 10:16:31,939 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8710, top5_acc: 0.9798 +2024-07-08 10:17:14,018 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:16:08, time: 0.421, data_time: 0.185, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 0.3697, loss: 0.3697 +2024-07-08 10:17:37,300 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:15:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 0.3109, loss: 0.3109 +2024-07-08 10:18:00,517 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:15:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.3889, loss: 0.3889 +2024-07-08 10:18:23,682 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:14:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 0.3850, loss: 0.3850 +2024-07-08 10:18:46,853 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:14:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.3788, loss: 0.3788 +2024-07-08 10:19:10,064 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:14:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.4112, loss: 0.4112 +2024-07-08 10:19:33,237 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:13:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.4563, loss: 0.4563 +2024-07-08 10:19:56,411 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:13:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.4829, loss: 0.4829 +2024-07-08 10:20:19,607 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:12:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 0.4211, loss: 0.4211 +2024-07-08 10:20:42,787 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:12:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.3620, loss: 0.3620 +2024-07-08 10:21:05,954 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:12:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.4231, loss: 0.4231 +2024-07-08 10:21:29,105 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:11:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9912, loss_cls: 0.4557, loss: 0.4557 +2024-07-08 10:21:52,252 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:11:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.4468, loss: 0.4468 +2024-07-08 10:22:15,388 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:10:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.4073, loss: 0.4073 +2024-07-08 10:22:38,712 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 8:10:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.4156, loss: 0.4156 +2024-07-08 10:23:01,926 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 8:10:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.4030, loss: 0.4030 +2024-07-08 10:23:25,178 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 8:09:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.5248, loss: 0.5248 +2024-07-08 10:23:48,497 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 8:09:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.4790, loss: 0.4790 +2024-07-08 10:24:11,793 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 8:08:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 0.4672, loss: 0.4672 +2024-07-08 10:24:35,012 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 8:08:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.4499, loss: 0.4499 +2024-07-08 10:24:58,217 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 8:08:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.3944, loss: 0.3944 +2024-07-08 10:25:21,379 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 8:07:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.4394, loss: 0.4394 +2024-07-08 10:25:44,522 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 8:07:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.4269, loss: 0.4269 +2024-07-08 10:26:07,705 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 8:06:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.4885, loss: 0.4885 +2024-07-08 10:26:30,835 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 8:06:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 0.5266, loss: 0.5266 +2024-07-08 10:26:32,694 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-07-08 10:27:50,843 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 10:27:50,911 - pyskl - INFO - +top1_acc 0.8714 +top5_acc 0.9819 +2024-07-08 10:27:50,913 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8714, top5_acc: 0.9819 +2024-07-08 10:28:33,517 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 8:06:14, time: 0.426, data_time: 0.186, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.3104, loss: 0.3104 +2024-07-08 10:28:56,702 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 8:05:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.3629, loss: 0.3629 +2024-07-08 10:29:19,883 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 8:05:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.3868, loss: 0.3868 +2024-07-08 10:29:43,072 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 8:05:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.3386, loss: 0.3386 +2024-07-08 10:30:06,234 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 8:04:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.4087, loss: 0.4087 +2024-07-08 10:30:29,431 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 8:04:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.3654, loss: 0.3654 +2024-07-08 10:30:52,725 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 8:03:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.4468, loss: 0.4468 +2024-07-08 10:31:15,897 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 8:03:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.4497, loss: 0.4497 +2024-07-08 10:31:39,064 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 8:03:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.4653, loss: 0.4653 +2024-07-08 10:32:02,370 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 8:02:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 0.4714, loss: 0.4714 +2024-07-08 10:32:25,569 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 8:02:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.4482, loss: 0.4482 +2024-07-08 10:32:48,712 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 8:01:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.4129, loss: 0.4129 +2024-07-08 10:33:11,904 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 8:01:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.4235, loss: 0.4235 +2024-07-08 10:33:35,056 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 8:01:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.4842, loss: 0.4842 +2024-07-08 10:33:58,221 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 8:00:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.4217, loss: 0.4217 +2024-07-08 10:34:21,568 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 8:00:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.4085, loss: 0.4085 +2024-07-08 10:34:44,686 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 7:59:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.4779, loss: 0.4779 +2024-07-08 10:35:08,108 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 7:59:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.4363, loss: 0.4363 +2024-07-08 10:35:31,560 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 7:59:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.3922, loss: 0.3922 +2024-07-08 10:35:54,925 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 7:58:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.4602, loss: 0.4602 +2024-07-08 10:36:18,247 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 7:58:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.4633, loss: 0.4633 +2024-07-08 10:36:41,519 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 7:57:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 0.4129, loss: 0.4129 +2024-07-08 10:37:04,724 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 7:57:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9900, loss_cls: 0.4709, loss: 0.4709 +2024-07-08 10:37:27,948 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 7:57:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.4485, loss: 0.4485 +2024-07-08 10:37:51,231 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 7:56:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.4093, loss: 0.4093 +2024-07-08 10:37:53,161 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-07-08 10:39:11,165 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 10:39:11,232 - pyskl - INFO - +top1_acc 0.8741 +top5_acc 0.9809 +2024-07-08 10:39:11,234 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8741, top5_acc: 0.9809 +2024-07-08 10:39:53,146 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 7:56:20, time: 0.419, data_time: 0.183, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.3020, loss: 0.3020 +2024-07-08 10:40:16,433 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 7:55:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.3703, loss: 0.3703 +2024-07-08 10:40:39,728 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 7:55:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.3595, loss: 0.3595 +2024-07-08 10:41:03,008 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 7:55:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.3548, loss: 0.3548 +2024-07-08 10:41:26,355 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 7:54:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.3528, loss: 0.3528 +2024-07-08 10:41:49,686 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 7:54:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.3726, loss: 0.3726 +2024-07-08 10:42:13,012 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 7:53:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.4711, loss: 0.4711 +2024-07-08 10:42:36,326 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 7:53:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.3280, loss: 0.3280 +2024-07-08 10:42:59,613 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 7:53:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.3861, loss: 0.3861 +2024-07-08 10:43:22,936 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 7:52:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 0.4357, loss: 0.4357 +2024-07-08 10:43:46,119 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 7:52:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.4377, loss: 0.4377 +2024-07-08 10:44:09,276 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 7:51:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.3809, loss: 0.3809 +2024-07-08 10:44:32,501 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 7:51:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.4219, loss: 0.4219 +2024-07-08 10:44:55,714 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 7:51:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.4555, loss: 0.4555 +2024-07-08 10:45:18,880 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 7:50:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.4572, loss: 0.4572 +2024-07-08 10:45:42,074 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 7:50:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.4656, loss: 0.4656 +2024-07-08 10:46:05,268 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 7:49:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.3903, loss: 0.3903 +2024-07-08 10:46:28,578 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 7:49:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 0.4710, loss: 0.4710 +2024-07-08 10:46:51,817 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 7:49:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.3738, loss: 0.3738 +2024-07-08 10:47:15,062 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 7:48:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.4791, loss: 0.4791 +2024-07-08 10:47:38,236 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 7:48:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.4728, loss: 0.4728 +2024-07-08 10:48:01,405 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 7:47:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.5041, loss: 0.5041 +2024-07-08 10:48:24,555 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 7:47:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.4558, loss: 0.4558 +2024-07-08 10:48:47,705 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 7:47:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.4547, loss: 0.4547 +2024-07-08 10:49:10,859 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 7:46:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 0.4479, loss: 0.4479 +2024-07-08 10:49:12,773 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-07-08 10:50:30,562 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 10:50:30,629 - pyskl - INFO - +top1_acc 0.8687 +top5_acc 0.9812 +2024-07-08 10:50:30,631 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8687, top5_acc: 0.9812 +2024-07-08 10:51:12,119 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 7:46:25, time: 0.415, data_time: 0.179, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.3668, loss: 0.3668 +2024-07-08 10:51:35,260 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 7:46:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.3855, loss: 0.3855 +2024-07-08 10:51:58,431 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:45:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.3745, loss: 0.3745 +2024-07-08 10:52:21,639 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:45:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.3517, loss: 0.3517 +2024-07-08 10:52:44,762 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:44:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.3966, loss: 0.3966 +2024-07-08 10:53:07,894 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:44:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.3684, loss: 0.3684 +2024-07-08 10:53:31,013 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:44:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 0.3598, loss: 0.3598 +2024-07-08 10:53:54,198 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:43:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 0.3301, loss: 0.3301 +2024-07-08 10:54:17,331 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:43:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.3814, loss: 0.3814 +2024-07-08 10:54:40,488 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:42:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9919, loss_cls: 0.4384, loss: 0.4384 +2024-07-08 10:55:03,646 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:42:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.4364, loss: 0.4364 +2024-07-08 10:55:26,808 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:42:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.4217, loss: 0.4217 +2024-07-08 10:55:49,981 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:41:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.3856, loss: 0.3856 +2024-07-08 10:56:13,232 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:41:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 0.4377, loss: 0.4377 +2024-07-08 10:56:36,518 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:40:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.3808, loss: 0.3808 +2024-07-08 10:56:59,749 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:40:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 0.4161, loss: 0.4161 +2024-07-08 10:57:22,979 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:40:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.4878, loss: 0.4878 +2024-07-08 10:57:46,158 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:39:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.4849, loss: 0.4849 +2024-07-08 10:58:09,282 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:39:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.4332, loss: 0.4332 +2024-07-08 10:58:32,449 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:38:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.3740, loss: 0.3740 +2024-07-08 10:58:55,643 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:38:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 0.4220, loss: 0.4220 +2024-07-08 10:59:18,822 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:38:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.3679, loss: 0.3679 +2024-07-08 10:59:42,015 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:37:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.4474, loss: 0.4474 +2024-07-08 11:00:05,200 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:37:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.4488, loss: 0.4488 +2024-07-08 11:00:28,362 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:36:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.4282, loss: 0.4282 +2024-07-08 11:00:30,255 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-07-08 11:01:48,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 11:01:48,336 - pyskl - INFO - +top1_acc 0.8686 +top5_acc 0.9797 +2024-07-08 11:01:48,338 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8686, top5_acc: 0.9797 +2024-07-08 11:02:30,148 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:36:30, time: 0.418, data_time: 0.183, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.3535, loss: 0.3535 +2024-07-08 11:02:53,347 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:36:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.3583, loss: 0.3583 +2024-07-08 11:03:16,511 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:35:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.3878, loss: 0.3878 +2024-07-08 11:03:39,681 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:35:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 0.3207, loss: 0.3207 +2024-07-08 11:04:02,853 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:34:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.3405, loss: 0.3405 +2024-07-08 11:04:26,058 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:34:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.3788, loss: 0.3788 +2024-07-08 11:04:49,255 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:34:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.3997, loss: 0.3997 +2024-07-08 11:05:12,443 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:33:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 0.2863, loss: 0.2863 +2024-07-08 11:05:35,617 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:33:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.3489, loss: 0.3489 +2024-07-08 11:05:58,804 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:32:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.3999, loss: 0.3999 +2024-07-08 11:06:22,002 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:32:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.3206, loss: 0.3206 +2024-07-08 11:06:45,158 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:32:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.3983, loss: 0.3983 +2024-07-08 11:07:08,315 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:31:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.3483, loss: 0.3483 +2024-07-08 11:07:31,477 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:31:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.4164, loss: 0.4164 +2024-07-08 11:07:54,647 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:30:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2895, loss: 0.2895 +2024-07-08 11:08:17,801 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:30:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 0.3836, loss: 0.3836 +2024-07-08 11:08:40,946 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:30:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.4350, loss: 0.4350 +2024-07-08 11:09:04,115 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:29:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.3675, loss: 0.3675 +2024-07-08 11:09:27,276 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:29:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 0.4297, loss: 0.4297 +2024-07-08 11:09:50,431 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:28:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 0.4520, loss: 0.4520 +2024-07-08 11:10:13,646 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:28:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.4095, loss: 0.4095 +2024-07-08 11:10:36,845 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:28:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.3275, loss: 0.3275 +2024-07-08 11:11:00,059 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:27:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.3743, loss: 0.3743 +2024-07-08 11:11:23,256 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:27:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9944, loss_cls: 0.3419, loss: 0.3419 +2024-07-08 11:11:46,447 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:26:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.3853, loss: 0.3853 +2024-07-08 11:11:48,358 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-07-08 11:13:06,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 11:13:06,425 - pyskl - INFO - +top1_acc 0.8723 +top5_acc 0.9806 +2024-07-08 11:13:06,428 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8723, top5_acc: 0.9806 +2024-07-08 11:13:48,459 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:26:35, time: 0.420, data_time: 0.184, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.3021, loss: 0.3021 +2024-07-08 11:14:11,610 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:26:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.3088, loss: 0.3088 +2024-07-08 11:14:34,757 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:25:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.2962, loss: 0.2962 +2024-07-08 11:14:57,912 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:25:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.3257, loss: 0.3257 +2024-07-08 11:15:21,060 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:24:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.3221, loss: 0.3221 +2024-07-08 11:15:44,235 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:24:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.4011, loss: 0.4011 +2024-07-08 11:16:07,413 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:24:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2982, loss: 0.2982 +2024-07-08 11:16:30,604 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:23:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.3602, loss: 0.3602 +2024-07-08 11:16:53,761 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:23:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.3284, loss: 0.3284 +2024-07-08 11:17:16,980 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:22:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.4357, loss: 0.4357 +2024-07-08 11:17:40,161 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:22:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.4233, loss: 0.4233 +2024-07-08 11:18:03,353 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:22:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.4161, loss: 0.4161 +2024-07-08 11:18:26,511 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:21:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9931, loss_cls: 0.3575, loss: 0.3575 +2024-07-08 11:18:49,653 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:21:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9950, loss_cls: 0.3142, loss: 0.3142 +2024-07-08 11:19:12,824 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:20:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.3709, loss: 0.3709 +2024-07-08 11:19:35,996 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:20:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.3359, loss: 0.3359 +2024-07-08 11:19:59,154 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:20:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.4085, loss: 0.4085 +2024-07-08 11:20:22,358 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:19:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.3481, loss: 0.3481 +2024-07-08 11:20:45,552 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:19:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 0.4047, loss: 0.4047 +2024-07-08 11:21:08,837 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:18:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 0.3847, loss: 0.3847 +2024-07-08 11:21:32,162 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:18:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 0.3982, loss: 0.3982 +2024-07-08 11:21:55,433 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:18:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.4704, loss: 0.4704 +2024-07-08 11:22:18,833 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:17:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9988, loss_cls: 0.4873, loss: 0.4873 +2024-07-08 11:22:42,057 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:17:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.3928, loss: 0.3928 +2024-07-08 11:23:05,266 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:16:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.4103, loss: 0.4103 +2024-07-08 11:23:07,147 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-07-08 11:24:25,147 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 11:24:25,214 - pyskl - INFO - +top1_acc 0.8724 +top5_acc 0.9793 +2024-07-08 11:24:25,216 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8724, top5_acc: 0.9793 +2024-07-08 11:25:07,368 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:16:41, time: 0.421, data_time: 0.186, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 0.4124, loss: 0.4124 +2024-07-08 11:25:30,512 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:16:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.2583, loss: 0.2583 +2024-07-08 11:25:53,726 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:15:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2959, loss: 0.2959 +2024-07-08 11:26:16,911 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:15:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9944, loss_cls: 0.2690, loss: 0.2690 +2024-07-08 11:26:40,087 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:15:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2788, loss: 0.2788 +2024-07-08 11:27:03,296 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:14:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.3057, loss: 0.3057 +2024-07-08 11:27:26,434 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:14:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 0.3276, loss: 0.3276 +2024-07-08 11:27:49,594 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:13:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.3492, loss: 0.3492 +2024-07-08 11:28:12,786 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:13:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.3582, loss: 0.3582 +2024-07-08 11:28:35,962 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:13:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.3510, loss: 0.3510 +2024-07-08 11:28:59,123 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:12:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.3244, loss: 0.3244 +2024-07-08 11:29:22,317 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:12:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.3375, loss: 0.3375 +2024-07-08 11:29:45,488 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:11:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.4404, loss: 0.4404 +2024-07-08 11:30:08,639 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:11:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9925, loss_cls: 0.4434, loss: 0.4434 +2024-07-08 11:30:31,797 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:11:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.3837, loss: 0.3837 +2024-07-08 11:30:54,937 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:10:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.3722, loss: 0.3722 +2024-07-08 11:31:18,121 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:10:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.3612, loss: 0.3612 +2024-07-08 11:31:41,358 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:09:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 0.3268, loss: 0.3268 +2024-07-08 11:32:04,572 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 7:09:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.3743, loss: 0.3743 +2024-07-08 11:32:27,810 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 7:09:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.3917, loss: 0.3917 +2024-07-08 11:32:51,245 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 7:08:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 0.3670, loss: 0.3670 +2024-07-08 11:33:14,648 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 7:08:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.3569, loss: 0.3569 +2024-07-08 11:33:37,852 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 7:07:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.3467, loss: 0.3467 +2024-07-08 11:34:01,077 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 7:07:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.3458, loss: 0.3458 +2024-07-08 11:34:24,299 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 7:07:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.4196, loss: 0.4196 +2024-07-08 11:34:26,159 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-07-08 11:35:44,099 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 11:35:44,166 - pyskl - INFO - +top1_acc 0.8673 +top5_acc 0.9813 +2024-07-08 11:35:44,169 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8673, top5_acc: 0.9813 +2024-07-08 11:36:26,172 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 7:06:46, time: 0.420, data_time: 0.184, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2822, loss: 0.2822 +2024-07-08 11:36:49,436 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 7:06:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.2727, loss: 0.2727 +2024-07-08 11:37:12,800 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 7:05:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.2773, loss: 0.2773 +2024-07-08 11:37:35,987 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 7:05:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.3488, loss: 0.3488 +2024-07-08 11:37:59,600 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 7:05:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.3284, loss: 0.3284 +2024-07-08 11:38:22,915 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 7:04:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 0.3512, loss: 0.3512 +2024-07-08 11:38:46,146 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 7:04:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2873, loss: 0.2873 +2024-07-08 11:39:09,308 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 7:03:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.3165, loss: 0.3165 +2024-07-08 11:39:32,475 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 7:03:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.3316, loss: 0.3316 +2024-07-08 11:39:55,630 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 7:03:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.3192, loss: 0.3192 +2024-07-08 11:40:18,786 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 7:02:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.3329, loss: 0.3329 +2024-07-08 11:40:41,999 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 7:02:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 0.3496, loss: 0.3496 +2024-07-08 11:41:05,172 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 7:01:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 0.3343, loss: 0.3343 +2024-07-08 11:41:28,337 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 7:01:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 0.3542, loss: 0.3542 +2024-07-08 11:41:51,474 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 7:01:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 0.2972, loss: 0.2972 +2024-07-08 11:42:14,626 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 7:00:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3770, loss: 0.3770 +2024-07-08 11:42:37,819 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 7:00:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.3367, loss: 0.3367 +2024-07-08 11:43:00,961 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 6:59:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.3639, loss: 0.3639 +2024-07-08 11:43:24,117 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 6:59:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.3694, loss: 0.3694 +2024-07-08 11:43:47,259 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 6:59:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.4323, loss: 0.4323 +2024-07-08 11:44:10,405 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 6:58:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.3767, loss: 0.3767 +2024-07-08 11:44:33,624 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 6:58:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2663, loss: 0.2663 +2024-07-08 11:44:56,845 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 6:57:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.3295, loss: 0.3295 +2024-07-08 11:45:20,074 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 6:57:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.3201, loss: 0.3201 +2024-07-08 11:45:43,244 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 6:57:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 0.3643, loss: 0.3643 +2024-07-08 11:45:45,109 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-07-08 11:47:03,117 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 11:47:03,183 - pyskl - INFO - +top1_acc 0.8840 +top5_acc 0.9820 +2024-07-08 11:47:03,187 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_96.pth was removed +2024-07-08 11:47:03,320 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2024-07-08 11:47:03,321 - pyskl - INFO - Best top1_acc is 0.8840 at 108 epoch. +2024-07-08 11:47:03,323 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8840, top5_acc: 0.9820 +2024-07-08 11:47:45,453 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 6:56:51, time: 0.421, data_time: 0.185, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2739, loss: 0.2739 +2024-07-08 11:48:08,740 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 6:56:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.2552, loss: 0.2552 +2024-07-08 11:48:32,005 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 6:56:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.2486, loss: 0.2486 +2024-07-08 11:48:55,222 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 6:55:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.3022, loss: 0.3022 +2024-07-08 11:49:18,417 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 6:55:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2705, loss: 0.2705 +2024-07-08 11:49:41,607 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 6:54:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.3325, loss: 0.3325 +2024-07-08 11:50:04,779 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 6:54:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.3012, loss: 0.3012 +2024-07-08 11:50:27,990 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 6:54:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 0.3438, loss: 0.3438 +2024-07-08 11:50:51,179 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 6:53:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.3178, loss: 0.3178 +2024-07-08 11:51:14,390 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 6:53:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2925, loss: 0.2925 +2024-07-08 11:51:37,585 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 6:52:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 0.3380, loss: 0.3380 +2024-07-08 11:52:00,790 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 6:52:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.3231, loss: 0.3231 +2024-07-08 11:52:23,971 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 6:52:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2724, loss: 0.2724 +2024-07-08 11:52:47,159 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 6:51:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.3282, loss: 0.3282 +2024-07-08 11:53:10,456 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 6:51:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.3465, loss: 0.3465 +2024-07-08 11:53:33,658 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 6:50:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.3592, loss: 0.3592 +2024-07-08 11:53:57,020 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 6:50:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.3255, loss: 0.3255 +2024-07-08 11:54:20,245 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 6:50:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.3343, loss: 0.3343 +2024-07-08 11:54:43,437 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 6:49:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.3088, loss: 0.3088 +2024-07-08 11:55:06,601 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 6:49:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2647, loss: 0.2647 +2024-07-08 11:55:30,027 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 6:48:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.3786, loss: 0.3786 +2024-07-08 11:55:53,344 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 6:48:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.3189, loss: 0.3189 +2024-07-08 11:56:16,668 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 6:48:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.3463, loss: 0.3463 +2024-07-08 11:56:39,862 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:47:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.3082, loss: 0.3082 +2024-07-08 11:57:03,040 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:47:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2796, loss: 0.2796 +2024-07-08 11:57:04,946 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-07-08 11:58:22,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 11:58:22,955 - pyskl - INFO - +top1_acc 0.8847 +top5_acc 0.9811 +2024-07-08 11:58:22,959 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_108.pth was removed +2024-07-08 11:58:23,090 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2024-07-08 11:58:23,090 - pyskl - INFO - Best top1_acc is 0.8847 at 109 epoch. +2024-07-08 11:58:23,093 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8847, top5_acc: 0.9811 +2024-07-08 11:59:05,285 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:46:56, time: 0.422, data_time: 0.185, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2340, loss: 0.2340 +2024-07-08 11:59:28,491 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:46:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.2058, loss: 0.2058 +2024-07-08 11:59:51,880 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:46:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.2443, loss: 0.2443 +2024-07-08 12:00:15,127 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:45:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2960, loss: 0.2960 +2024-07-08 12:00:38,508 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:45:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.2521, loss: 0.2521 +2024-07-08 12:01:01,821 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:44:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.2776, loss: 0.2776 +2024-07-08 12:01:25,073 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:44:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2898, loss: 0.2898 +2024-07-08 12:01:48,258 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:44:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2876, loss: 0.2876 +2024-07-08 12:02:11,435 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:43:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.2506, loss: 0.2506 +2024-07-08 12:02:34,634 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:43:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.2549, loss: 0.2549 +2024-07-08 12:02:57,820 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:42:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.2226, loss: 0.2226 +2024-07-08 12:03:21,030 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:42:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2804, loss: 0.2804 +2024-07-08 12:03:44,228 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:42:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 0.3375, loss: 0.3375 +2024-07-08 12:04:07,407 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:41:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.3427, loss: 0.3427 +2024-07-08 12:04:30,575 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:41:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.2861, loss: 0.2861 +2024-07-08 12:04:53,833 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:40:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.3150, loss: 0.3150 +2024-07-08 12:05:17,073 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:40:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.3101, loss: 0.3101 +2024-07-08 12:05:40,252 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:40:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9938, loss_cls: 0.3409, loss: 0.3409 +2024-07-08 12:06:03,493 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:39:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.3638, loss: 0.3638 +2024-07-08 12:06:26,875 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:39:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.3216, loss: 0.3216 +2024-07-08 12:06:50,218 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:38:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2701, loss: 0.2701 +2024-07-08 12:07:13,520 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:38:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2833, loss: 0.2833 +2024-07-08 12:07:36,801 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:38:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 0.2702, loss: 0.2702 +2024-07-08 12:08:00,068 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:37:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.2417, loss: 0.2417 +2024-07-08 12:08:23,256 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:37:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.3768, loss: 0.3768 +2024-07-08 12:08:25,159 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-07-08 12:09:43,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 12:09:43,540 - pyskl - INFO - +top1_acc 0.8666 +top5_acc 0.9796 +2024-07-08 12:09:43,543 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8666, top5_acc: 0.9796 +2024-07-08 12:10:25,866 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:37:02, time: 0.423, data_time: 0.187, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.2770, loss: 0.2770 +2024-07-08 12:10:49,141 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:36:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.2089, loss: 0.2089 +2024-07-08 12:11:12,399 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:36:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.3221, loss: 0.3221 +2024-07-08 12:11:35,575 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:35:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.3267, loss: 0.3267 +2024-07-08 12:11:58,746 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:35:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.2701, loss: 0.2701 +2024-07-08 12:12:21,914 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:35:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.2878, loss: 0.2878 +2024-07-08 12:12:45,114 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:34:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.2632, loss: 0.2632 +2024-07-08 12:13:08,270 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:34:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 0.2527, loss: 0.2527 +2024-07-08 12:13:31,442 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:33:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 0.2825, loss: 0.2825 +2024-07-08 12:13:54,592 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:33:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.2472, loss: 0.2472 +2024-07-08 12:14:17,749 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:33:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.3030, loss: 0.3030 +2024-07-08 12:14:40,964 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:32:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 0.2407, loss: 0.2407 +2024-07-08 12:15:04,214 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:32:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.2158, loss: 0.2158 +2024-07-08 12:15:27,528 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:31:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2361, loss: 0.2361 +2024-07-08 12:15:50,803 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:31:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.3297, loss: 0.3297 +2024-07-08 12:16:14,026 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:31:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.3468, loss: 0.3468 +2024-07-08 12:16:37,208 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:30:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.2862, loss: 0.2862 +2024-07-08 12:17:00,336 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:30:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.2699, loss: 0.2699 +2024-07-08 12:17:23,484 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:29:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.2866, loss: 0.2866 +2024-07-08 12:17:46,628 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:29:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.3160, loss: 0.3160 +2024-07-08 12:18:09,965 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:29:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.2752, loss: 0.2752 +2024-07-08 12:18:33,128 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:28:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.3063, loss: 0.3063 +2024-07-08 12:18:56,368 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:28:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 0.3354, loss: 0.3354 +2024-07-08 12:19:19,596 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:27:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2962, loss: 0.2962 +2024-07-08 12:19:42,799 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:27:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2978, loss: 0.2978 +2024-07-08 12:19:44,661 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-07-08 12:21:02,797 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 12:21:02,864 - pyskl - INFO - +top1_acc 0.8765 +top5_acc 0.9814 +2024-07-08 12:21:02,866 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8765, top5_acc: 0.9814 +2024-07-08 12:21:45,228 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:27:07, time: 0.424, data_time: 0.186, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.2257, loss: 0.2257 +2024-07-08 12:22:08,599 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:26:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2499, loss: 0.2499 +2024-07-08 12:22:31,911 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:26:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.2404, loss: 0.2404 +2024-07-08 12:22:55,157 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:25:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.2445, loss: 0.2445 +2024-07-08 12:23:18,351 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:25:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.2515, loss: 0.2515 +2024-07-08 12:23:41,573 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:25:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.2063, loss: 0.2063 +2024-07-08 12:24:04,808 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:24:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2482, loss: 0.2482 +2024-07-08 12:24:27,993 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:24:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.2152, loss: 0.2152 +2024-07-08 12:24:51,211 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:23:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2764, loss: 0.2764 +2024-07-08 12:25:14,418 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:23:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 0.2501, loss: 0.2501 +2024-07-08 12:25:37,621 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:23:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2874, loss: 0.2874 +2024-07-08 12:26:00,829 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:22:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.2318, loss: 0.2318 +2024-07-08 12:26:24,039 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:22:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2774, loss: 0.2774 +2024-07-08 12:26:47,226 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:21:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 0.3028, loss: 0.3028 +2024-07-08 12:27:10,421 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:21:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.2517, loss: 0.2517 +2024-07-08 12:27:33,641 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:21:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2811, loss: 0.2811 +2024-07-08 12:27:56,902 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:20:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.2324, loss: 0.2324 +2024-07-08 12:28:20,126 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:20:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.2313, loss: 0.2313 +2024-07-08 12:28:43,352 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:19:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.2950, loss: 0.2950 +2024-07-08 12:29:06,614 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:19:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.3204, loss: 0.3204 +2024-07-08 12:29:30,066 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:19:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9950, loss_cls: 0.3083, loss: 0.3083 +2024-07-08 12:29:53,765 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:18:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2937, loss: 0.2937 +2024-07-08 12:30:17,325 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:18:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 0.2872, loss: 0.2872 +2024-07-08 12:30:40,559 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:17:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2743, loss: 0.2743 +2024-07-08 12:31:03,826 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:17:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 0.2927, loss: 0.2927 +2024-07-08 12:31:05,752 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-07-08 12:32:23,866 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 12:32:23,932 - pyskl - INFO - +top1_acc 0.8851 +top5_acc 0.9817 +2024-07-08 12:32:23,936 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_109.pth was removed +2024-07-08 12:32:24,065 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2024-07-08 12:32:24,065 - pyskl - INFO - Best top1_acc is 0.8851 at 112 epoch. +2024-07-08 12:32:24,067 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8851, top5_acc: 0.9817 +2024-07-08 12:33:05,755 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:17:12, time: 0.417, data_time: 0.182, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2294, loss: 0.2294 +2024-07-08 12:33:28,906 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:16:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.2199, loss: 0.2199 +2024-07-08 12:33:52,077 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:16:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1819, loss: 0.1819 +2024-07-08 12:34:15,296 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:16:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1922, loss: 0.1922 +2024-07-08 12:34:38,464 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:15:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.2015, loss: 0.2015 +2024-07-08 12:35:01,691 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:15:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 0.2392, loss: 0.2392 +2024-07-08 12:35:24,894 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:14:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2425, loss: 0.2425 +2024-07-08 12:35:48,059 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:14:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.2200, loss: 0.2200 +2024-07-08 12:36:11,246 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:14:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2453, loss: 0.2453 +2024-07-08 12:36:34,436 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:13:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.2317, loss: 0.2317 +2024-07-08 12:36:57,594 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:13:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.2189, loss: 0.2189 +2024-07-08 12:37:20,762 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:12:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.2152, loss: 0.2152 +2024-07-08 12:37:43,937 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:12:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.2386, loss: 0.2386 +2024-07-08 12:38:07,112 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:12:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2938, loss: 0.2938 +2024-07-08 12:38:30,286 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:11:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2742, loss: 0.2742 +2024-07-08 12:38:53,452 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:11:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2444, loss: 0.2444 +2024-07-08 12:39:16,739 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:10:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.2227, loss: 0.2227 +2024-07-08 12:39:40,009 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:10:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.2506, loss: 0.2506 +2024-07-08 12:40:03,289 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:10:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 0.2651, loss: 0.2651 +2024-07-08 12:40:26,493 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:09:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.2281, loss: 0.2281 +2024-07-08 12:40:49,684 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:09:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.2342, loss: 0.2342 +2024-07-08 12:41:12,849 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 6:08:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2849, loss: 0.2849 +2024-07-08 12:41:36,134 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 6:08:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.3009, loss: 0.3009 +2024-07-08 12:41:59,614 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 6:08:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2959, loss: 0.2959 +2024-07-08 12:42:22,899 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 6:07:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2274, loss: 0.2274 +2024-07-08 12:42:24,738 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-07-08 12:43:43,022 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 12:43:43,089 - pyskl - INFO - +top1_acc 0.8826 +top5_acc 0.9808 +2024-07-08 12:43:43,092 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8826, top5_acc: 0.9808 +2024-07-08 12:44:25,061 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 6:07:16, time: 0.420, data_time: 0.183, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.2129, loss: 0.2129 +2024-07-08 12:44:48,290 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 6:06:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1955, loss: 0.1955 +2024-07-08 12:45:11,532 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 6:06:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.2245, loss: 0.2245 +2024-07-08 12:45:34,792 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 6:06:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.2250, loss: 0.2250 +2024-07-08 12:45:58,060 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 6:05:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.2127, loss: 0.2127 +2024-07-08 12:46:21,266 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 6:05:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1888, loss: 0.1888 +2024-07-08 12:46:44,478 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 6:04:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.2126, loss: 0.2126 +2024-07-08 12:47:07,702 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 6:04:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1838, loss: 0.1838 +2024-07-08 12:47:31,038 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 6:04:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.2236, loss: 0.2236 +2024-07-08 12:47:54,329 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 6:03:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2403, loss: 0.2403 +2024-07-08 12:48:17,630 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 6:03:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.2094, loss: 0.2094 +2024-07-08 12:48:40,969 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 6:02:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2429, loss: 0.2429 +2024-07-08 12:49:04,211 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 6:02:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.3005, loss: 0.3005 +2024-07-08 12:49:27,502 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 6:02:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.2240, loss: 0.2240 +2024-07-08 12:49:50,679 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 6:01:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.2628, loss: 0.2628 +2024-07-08 12:50:13,834 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 6:01:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.2039, loss: 0.2039 +2024-07-08 12:50:37,105 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 6:00:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.2316, loss: 0.2316 +2024-07-08 12:51:00,286 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 6:00:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1729, loss: 0.1729 +2024-07-08 12:51:23,459 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 6:00:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2164, loss: 0.2164 +2024-07-08 12:51:46,735 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 5:59:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2258, loss: 0.2258 +2024-07-08 12:52:09,958 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 5:59:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.2531, loss: 0.2531 +2024-07-08 12:52:33,168 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 5:58:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.2157, loss: 0.2157 +2024-07-08 12:52:56,318 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 5:58:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.2052, loss: 0.2052 +2024-07-08 12:53:19,472 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 5:58:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2518, loss: 0.2518 +2024-07-08 12:53:42,636 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 5:57:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.2539, loss: 0.2539 +2024-07-08 12:53:44,507 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-07-08 12:55:02,677 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 12:55:02,744 - pyskl - INFO - +top1_acc 0.8826 +top5_acc 0.9802 +2024-07-08 12:55:02,746 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8826, top5_acc: 0.9802 +2024-07-08 12:55:45,137 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 5:57:21, time: 0.424, data_time: 0.186, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.2079, loss: 0.2079 +2024-07-08 12:56:08,397 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 5:56:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.2037, loss: 0.2037 +2024-07-08 12:56:31,607 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 5:56:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1790, loss: 0.1790 +2024-07-08 12:56:54,844 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 5:56:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.2159, loss: 0.2159 +2024-07-08 12:57:18,060 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 5:55:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.2006, loss: 0.2006 +2024-07-08 12:57:41,277 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 5:55:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.2102, loss: 0.2102 +2024-07-08 12:58:04,526 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 5:54:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1857, loss: 0.1857 +2024-07-08 12:58:27,710 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 5:54:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1986, loss: 0.1986 +2024-07-08 12:58:50,947 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 5:54:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.2098, loss: 0.2098 +2024-07-08 12:59:14,145 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 5:53:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1629, loss: 0.1629 +2024-07-08 12:59:37,411 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 5:53:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2404, loss: 0.2404 +2024-07-08 13:00:00,625 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 5:52:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2625, loss: 0.2625 +2024-07-08 13:00:23,831 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 5:52:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1667, loss: 0.1667 +2024-07-08 13:00:47,125 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 5:52:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.2065, loss: 0.2065 +2024-07-08 13:01:10,446 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 5:51:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2409, loss: 0.2409 +2024-07-08 13:01:33,729 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 5:51:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.2139, loss: 0.2139 +2024-07-08 13:01:57,034 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 5:50:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1773, loss: 0.1773 +2024-07-08 13:02:20,211 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 5:50:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.2098, loss: 0.2098 +2024-07-08 13:02:43,395 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 5:50:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.2420, loss: 0.2420 +2024-07-08 13:03:06,613 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 5:49:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.2387, loss: 0.2387 +2024-07-08 13:03:29,799 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:49:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.2625, loss: 0.2625 +2024-07-08 13:03:52,963 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:48:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 0.2029, loss: 0.2029 +2024-07-08 13:04:16,120 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:48:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.2343, loss: 0.2343 +2024-07-08 13:04:39,561 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:48:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1705, loss: 0.1705 +2024-07-08 13:05:02,937 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:47:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2378, loss: 0.2378 +2024-07-08 13:05:04,812 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-07-08 13:06:23,050 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 13:06:23,116 - pyskl - INFO - +top1_acc 0.8833 +top5_acc 0.9810 +2024-07-08 13:06:23,119 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8833, top5_acc: 0.9810 +2024-07-08 13:07:05,287 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:47:26, time: 0.422, data_time: 0.185, memory: 6430, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1935, loss: 0.1935 +2024-07-08 13:07:28,508 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:47:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1785, loss: 0.1785 +2024-07-08 13:07:51,848 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:46:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1881, loss: 0.1881 +2024-07-08 13:08:14,998 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:46:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1404, loss: 0.1404 +2024-07-08 13:08:38,111 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:45:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1589, loss: 0.1589 +2024-07-08 13:09:01,281 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:45:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1804, loss: 0.1804 +2024-07-08 13:09:24,455 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:45:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1706, loss: 0.1706 +2024-07-08 13:09:47,615 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:44:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1645, loss: 0.1645 +2024-07-08 13:10:10,759 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:44:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1971, loss: 0.1971 +2024-07-08 13:10:33,887 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:43:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2262, loss: 0.2262 +2024-07-08 13:10:57,019 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:43:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.2081, loss: 0.2081 +2024-07-08 13:11:20,163 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:43:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1791, loss: 0.1791 +2024-07-08 13:11:43,281 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:42:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1810, loss: 0.1810 +2024-07-08 13:12:06,471 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:42:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 0.1993, loss: 0.1993 +2024-07-08 13:12:29,685 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:41:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1933, loss: 0.1933 +2024-07-08 13:12:52,926 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:41:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1930, loss: 0.1930 +2024-07-08 13:13:16,159 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:41:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2556, loss: 0.2556 +2024-07-08 13:13:39,344 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:40:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1801, loss: 0.1801 +2024-07-08 13:14:02,457 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:40:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 0.1667, loss: 0.1667 +2024-07-08 13:14:25,640 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:39:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.2370, loss: 0.2370 +2024-07-08 13:14:48,819 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:39:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 0.2674, loss: 0.2674 +2024-07-08 13:15:12,094 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:39:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1955, loss: 0.1955 +2024-07-08 13:15:35,312 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:38:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.2071, loss: 0.2071 +2024-07-08 13:15:58,550 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:38:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1942, loss: 0.1942 +2024-07-08 13:16:21,895 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:37:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2382, loss: 0.2382 +2024-07-08 13:16:23,794 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-07-08 13:17:42,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 13:17:42,336 - pyskl - INFO - +top1_acc 0.8723 +top5_acc 0.9791 +2024-07-08 13:17:42,339 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8723, top5_acc: 0.9791 +2024-07-08 13:18:24,256 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:37:31, time: 0.419, data_time: 0.183, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 0.2249, loss: 0.2249 +2024-07-08 13:18:47,465 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:37:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1682, loss: 0.1682 +2024-07-08 13:19:10,719 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:36:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1353, loss: 0.1353 +2024-07-08 13:19:33,961 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:36:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1415, loss: 0.1415 +2024-07-08 13:19:57,109 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:35:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1141, loss: 0.1141 +2024-07-08 13:20:20,251 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:35:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1145, loss: 0.1145 +2024-07-08 13:20:43,493 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:35:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1250, loss: 0.1250 +2024-07-08 13:21:06,657 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:34:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1639, loss: 0.1639 +2024-07-08 13:21:29,897 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:34:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1422, loss: 0.1422 +2024-07-08 13:21:53,078 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:33:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1484, loss: 0.1484 +2024-07-08 13:22:16,263 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:33:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2274, loss: 0.2274 +2024-07-08 13:22:39,466 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:33:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.2026, loss: 0.2026 +2024-07-08 13:23:02,658 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:32:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1152, loss: 0.1152 +2024-07-08 13:23:25,833 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:32:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1775, loss: 0.1775 +2024-07-08 13:23:49,013 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:31:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1596, loss: 0.1596 +2024-07-08 13:24:12,215 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:31:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1911, loss: 0.1911 +2024-07-08 13:24:35,494 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:31:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1508, loss: 0.1508 +2024-07-08 13:24:58,696 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:30:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1997, loss: 0.1997 +2024-07-08 13:25:21,834 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:30:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.2163, loss: 0.2163 +2024-07-08 13:25:45,097 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:29:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1603, loss: 0.1603 +2024-07-08 13:26:08,279 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:29:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1373, loss: 0.1373 +2024-07-08 13:26:31,495 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:29:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1825, loss: 0.1825 +2024-07-08 13:26:54,676 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:28:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1874, loss: 0.1874 +2024-07-08 13:27:17,833 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:28:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.2291, loss: 0.2291 +2024-07-08 13:27:41,001 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:27:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.2242, loss: 0.2242 +2024-07-08 13:27:42,888 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-07-08 13:29:01,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 13:29:01,408 - pyskl - INFO - +top1_acc 0.8844 +top5_acc 0.9823 +2024-07-08 13:29:01,410 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8844, top5_acc: 0.9823 +2024-07-08 13:29:43,736 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:27:35, time: 0.423, data_time: 0.187, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1182, loss: 0.1182 +2024-07-08 13:30:06,914 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:27:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1142, loss: 0.1142 +2024-07-08 13:30:30,072 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:26:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1447, loss: 0.1447 +2024-07-08 13:30:53,304 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:26:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1345, loss: 0.1345 +2024-07-08 13:31:16,495 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:25:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1467, loss: 0.1467 +2024-07-08 13:31:39,698 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:25:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1011, loss: 0.1011 +2024-07-08 13:32:02,894 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:25:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1582, loss: 0.1582 +2024-07-08 13:32:26,130 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:24:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1553, loss: 0.1553 +2024-07-08 13:32:49,376 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:24:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1428, loss: 0.1428 +2024-07-08 13:33:12,565 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:23:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1333, loss: 0.1333 +2024-07-08 13:33:35,770 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:23:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1612, loss: 0.1612 +2024-07-08 13:33:59,078 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:23:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1762, loss: 0.1762 +2024-07-08 13:34:22,243 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:22:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1880, loss: 0.1880 +2024-07-08 13:34:45,481 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:22:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2119, loss: 0.2119 +2024-07-08 13:35:08,605 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:22:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1193, loss: 0.1193 +2024-07-08 13:35:31,750 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:21:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1604, loss: 0.1604 +2024-07-08 13:35:54,968 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:21:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1232, loss: 0.1232 +2024-07-08 13:36:18,133 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:20:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1319, loss: 0.1319 +2024-07-08 13:36:41,323 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:20:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1422, loss: 0.1422 +2024-07-08 13:37:04,541 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:20:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1695, loss: 0.1695 +2024-07-08 13:37:27,750 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:19:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1827, loss: 0.1827 +2024-07-08 13:37:50,934 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:19:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.2284, loss: 0.2284 +2024-07-08 13:38:14,158 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:18:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1919, loss: 0.1919 +2024-07-08 13:38:37,393 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:18:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.2110, loss: 0.2110 +2024-07-08 13:39:00,568 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:18:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1853, loss: 0.1853 +2024-07-08 13:39:02,515 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-07-08 13:40:20,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 13:40:20,953 - pyskl - INFO - +top1_acc 0.8940 +top5_acc 0.9828 +2024-07-08 13:40:20,958 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_112.pth was removed +2024-07-08 13:40:21,088 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2024-07-08 13:40:21,088 - pyskl - INFO - Best top1_acc is 0.8940 at 118 epoch. +2024-07-08 13:40:21,090 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8940, top5_acc: 0.9828 +2024-07-08 13:41:03,495 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:17:39, time: 0.424, data_time: 0.189, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1097, loss: 0.1097 +2024-07-08 13:41:26,686 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:17:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1115, loss: 0.1115 +2024-07-08 13:41:49,892 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:16:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.1005, loss: 0.1005 +2024-07-08 13:42:13,148 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:16:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1110, loss: 0.1110 +2024-07-08 13:42:36,344 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:16:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1320, loss: 0.1320 +2024-07-08 13:42:59,578 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:15:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1388, loss: 0.1388 +2024-07-08 13:43:22,749 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:15:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1588, loss: 0.1588 +2024-07-08 13:43:46,195 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:14:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1419, loss: 0.1419 +2024-07-08 13:44:09,780 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:14:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1287, loss: 0.1287 +2024-07-08 13:44:33,171 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:14:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1160, loss: 0.1160 +2024-07-08 13:44:56,452 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:13:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1677, loss: 0.1677 +2024-07-08 13:45:19,613 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:13:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1835, loss: 0.1835 +2024-07-08 13:45:42,760 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:12:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1412, loss: 0.1412 +2024-07-08 13:46:05,945 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:12:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 0.1603, loss: 0.1603 +2024-07-08 13:46:29,171 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:12:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1484, loss: 0.1484 +2024-07-08 13:46:52,413 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:11:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1879, loss: 0.1879 +2024-07-08 13:47:15,753 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:11:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1909, loss: 0.1909 +2024-07-08 13:47:38,946 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:10:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1668, loss: 0.1668 +2024-07-08 13:48:02,135 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:10:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1924, loss: 0.1924 +2024-07-08 13:48:25,388 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:10:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1601, loss: 0.1601 +2024-07-08 13:48:48,602 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:09:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2396, loss: 0.2396 +2024-07-08 13:49:11,839 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:09:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1669, loss: 0.1669 +2024-07-08 13:49:35,143 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:08:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1875, loss: 0.1875 +2024-07-08 13:49:58,463 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:08:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1682, loss: 0.1682 +2024-07-08 13:50:21,787 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:08:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.2163, loss: 0.2163 +2024-07-08 13:50:23,687 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-07-08 13:51:42,094 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 13:51:42,161 - pyskl - INFO - +top1_acc 0.8806 +top5_acc 0.9826 +2024-07-08 13:51:42,164 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8806, top5_acc: 0.9826 +2024-07-08 13:52:24,083 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:07:44, time: 0.419, data_time: 0.185, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1122, loss: 0.1122 +2024-07-08 13:52:47,259 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 5:07:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 +2024-07-08 13:53:10,424 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 5:06:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0944, loss: 0.0944 +2024-07-08 13:53:33,550 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 5:06:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1037, loss: 0.1037 +2024-07-08 13:53:56,690 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 5:06:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1234, loss: 0.1234 +2024-07-08 13:54:19,942 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 5:05:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1452, loss: 0.1452 +2024-07-08 13:54:43,131 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 5:05:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1325, loss: 0.1325 +2024-07-08 13:55:06,655 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 5:04:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1430, loss: 0.1430 +2024-07-08 13:55:30,272 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 5:04:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1261, loss: 0.1261 +2024-07-08 13:55:53,780 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 5:04:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1346, loss: 0.1346 +2024-07-08 13:56:17,023 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 5:03:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0945, loss: 0.0945 +2024-07-08 13:56:40,206 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 5:03:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0857, loss: 0.0857 +2024-07-08 13:57:03,388 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 5:02:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0718, loss: 0.0718 +2024-07-08 13:57:26,547 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 5:02:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1269, loss: 0.1269 +2024-07-08 13:57:49,816 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 5:02:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1531, loss: 0.1531 +2024-07-08 13:58:13,024 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 5:01:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1468, loss: 0.1468 +2024-07-08 13:58:36,204 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 5:01:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1580, loss: 0.1580 +2024-07-08 13:58:59,499 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 5:00:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1681, loss: 0.1681 +2024-07-08 13:59:22,847 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 5:00:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1724, loss: 0.1724 +2024-07-08 13:59:46,113 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 5:00:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1360, loss: 0.1360 +2024-07-08 14:00:09,392 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 4:59:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1357, loss: 0.1357 +2024-07-08 14:00:32,556 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 4:59:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1049, loss: 0.1049 +2024-07-08 14:00:55,744 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 4:58:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1355, loss: 0.1355 +2024-07-08 14:01:18,923 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 4:58:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 0.1169, loss: 0.1169 +2024-07-08 14:01:42,030 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 4:58:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1049, loss: 0.1049 +2024-07-08 14:01:43,941 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-07-08 14:03:02,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 14:03:02,078 - pyskl - INFO - +top1_acc 0.8899 +top5_acc 0.9819 +2024-07-08 14:03:02,080 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8899, top5_acc: 0.9819 +2024-07-08 14:03:44,436 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 4:57:49, time: 0.424, data_time: 0.187, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1262, loss: 0.1262 +2024-07-08 14:04:07,659 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 4:57:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0839, loss: 0.0839 +2024-07-08 14:04:30,872 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 4:57:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1092, loss: 0.1092 +2024-07-08 14:04:54,163 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 4:56:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1018, loss: 0.1018 +2024-07-08 14:05:17,475 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 4:56:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1193, loss: 0.1193 +2024-07-08 14:05:40,801 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 4:55:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1056, loss: 0.1056 +2024-07-08 14:06:04,050 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 4:55:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0808, loss: 0.0808 +2024-07-08 14:06:27,247 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 4:55:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1547, loss: 0.1547 +2024-07-08 14:06:50,467 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 4:54:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1294, loss: 0.1294 +2024-07-08 14:07:13,725 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 4:54:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1157, loss: 0.1157 +2024-07-08 14:07:37,003 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 4:53:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1054, loss: 0.1054 +2024-07-08 14:08:00,327 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 4:53:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1011, loss: 0.1011 +2024-07-08 14:08:23,613 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 4:53:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1460, loss: 0.1460 +2024-07-08 14:08:46,871 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 4:52:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1031, loss: 0.1031 +2024-07-08 14:09:10,152 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 4:52:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1199, loss: 0.1199 +2024-07-08 14:09:33,522 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 4:51:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1019, loss: 0.1019 +2024-07-08 14:09:56,729 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:51:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1037, loss: 0.1037 +2024-07-08 14:10:19,931 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:51:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1399, loss: 0.1399 +2024-07-08 14:10:43,328 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:50:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1113, loss: 0.1113 +2024-07-08 14:11:06,599 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:50:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0910, loss: 0.0910 +2024-07-08 14:11:29,859 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:49:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1150, loss: 0.1150 +2024-07-08 14:11:53,141 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:49:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0971, loss: 0.0971 +2024-07-08 14:12:16,416 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:49:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1554, loss: 0.1554 +2024-07-08 14:12:39,706 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:48:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1658, loss: 0.1658 +2024-07-08 14:13:02,941 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:48:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1247, loss: 0.1247 +2024-07-08 14:13:04,838 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-07-08 14:14:23,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 14:14:23,091 - pyskl - INFO - +top1_acc 0.8834 +top5_acc 0.9809 +2024-07-08 14:14:23,093 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8834, top5_acc: 0.9809 +2024-07-08 14:15:05,118 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:47:53, time: 0.420, data_time: 0.183, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0889, loss: 0.0889 +2024-07-08 14:15:28,337 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:47:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1139, loss: 0.1139 +2024-07-08 14:15:51,666 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:47:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0885, loss: 0.0885 +2024-07-08 14:16:15,037 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:46:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0876, loss: 0.0876 +2024-07-08 14:16:38,412 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:46:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1198, loss: 0.1198 +2024-07-08 14:17:01,768 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:45:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1052, loss: 0.1052 +2024-07-08 14:17:24,984 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:45:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0762, loss: 0.0762 +2024-07-08 14:17:48,144 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:45:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1145, loss: 0.1145 +2024-07-08 14:18:11,263 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:44:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0902, loss: 0.0902 +2024-07-08 14:18:34,451 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:44:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.1279, loss: 0.1279 +2024-07-08 14:18:57,683 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:43:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0908, loss: 0.0908 +2024-07-08 14:19:20,877 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:43:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1307, loss: 0.1307 +2024-07-08 14:19:43,993 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:43:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1091, loss: 0.1091 +2024-07-08 14:20:07,059 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:42:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0700, loss: 0.0700 +2024-07-08 14:20:30,196 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:42:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1064, loss: 0.1064 +2024-07-08 14:20:53,402 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:41:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0933, loss: 0.0933 +2024-07-08 14:21:16,603 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:41:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1020, loss: 0.1020 +2024-07-08 14:21:39,802 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:41:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0852, loss: 0.0852 +2024-07-08 14:22:02,973 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:40:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0946, loss: 0.0946 +2024-07-08 14:22:26,234 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:40:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0893, loss: 0.0893 +2024-07-08 14:22:49,484 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:39:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0811, loss: 0.0811 +2024-07-08 14:23:12,759 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:39:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0873, loss: 0.0873 +2024-07-08 14:23:36,093 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:39:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1030, loss: 0.1030 +2024-07-08 14:23:59,357 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:38:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1292, loss: 0.1292 +2024-07-08 14:24:22,589 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:38:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1242, loss: 0.1242 +2024-07-08 14:24:24,479 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-07-08 14:25:42,811 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 14:25:42,880 - pyskl - INFO - +top1_acc 0.8932 +top5_acc 0.9827 +2024-07-08 14:25:42,882 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8932, top5_acc: 0.9827 +2024-07-08 14:26:25,010 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:37:57, time: 0.421, data_time: 0.185, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0909, loss: 0.0909 +2024-07-08 14:26:48,202 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:37:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0943, loss: 0.0943 +2024-07-08 14:27:11,344 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:37:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0952, loss: 0.0952 +2024-07-08 14:27:34,494 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:36:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 +2024-07-08 14:27:57,772 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:36:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0696, loss: 0.0696 +2024-07-08 14:28:20,931 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:35:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0937, loss: 0.0937 +2024-07-08 14:28:44,210 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:35:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0680, loss: 0.0680 +2024-07-08 14:29:07,424 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:35:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0968, loss: 0.0968 +2024-07-08 14:29:30,568 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:34:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0695, loss: 0.0695 +2024-07-08 14:29:53,759 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:34:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1004, loss: 0.1004 +2024-07-08 14:30:17,002 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:33:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0667, loss: 0.0667 +2024-07-08 14:30:40,192 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:33:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0520, loss: 0.0520 +2024-07-08 14:31:03,413 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:33:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0859, loss: 0.0859 +2024-07-08 14:31:26,595 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:32:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0712, loss: 0.0712 +2024-07-08 14:31:49,831 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:32:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0476, loss: 0.0476 +2024-07-08 14:32:13,110 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:31:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0823, loss: 0.0823 +2024-07-08 14:32:36,267 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:31:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0701, loss: 0.0701 +2024-07-08 14:32:59,388 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:31:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1060, loss: 0.1060 +2024-07-08 14:33:22,553 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:30:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0959, loss: 0.0959 +2024-07-08 14:33:45,813 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:30:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0865, loss: 0.0865 +2024-07-08 14:34:09,020 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:29:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.1127, loss: 0.1127 +2024-07-08 14:34:32,227 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:29:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0891, loss: 0.0891 +2024-07-08 14:34:55,418 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:29:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1193, loss: 0.1193 +2024-07-08 14:35:18,613 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:28:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0867, loss: 0.0867 +2024-07-08 14:35:41,806 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:28:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.1181, loss: 0.1181 +2024-07-08 14:35:43,756 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-07-08 14:37:01,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 14:37:02,028 - pyskl - INFO - +top1_acc 0.8972 +top5_acc 0.9829 +2024-07-08 14:37:02,033 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_118.pth was removed +2024-07-08 14:37:02,162 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2024-07-08 14:37:02,162 - pyskl - INFO - Best top1_acc is 0.8972 at 123 epoch. +2024-07-08 14:37:02,164 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8972, top5_acc: 0.9829 +2024-07-08 14:37:44,397 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:28:02, time: 0.422, data_time: 0.186, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0655, loss: 0.0655 +2024-07-08 14:38:07,600 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:27:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0897, loss: 0.0897 +2024-07-08 14:38:30,861 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:27:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1033, loss: 0.1033 +2024-07-08 14:38:54,294 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:26:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0558, loss: 0.0558 +2024-07-08 14:39:17,626 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:26:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2024-07-08 14:39:40,923 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:26:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0699, loss: 0.0699 +2024-07-08 14:40:04,260 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:25:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0974, loss: 0.0974 +2024-07-08 14:40:27,541 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:25:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0904, loss: 0.0904 +2024-07-08 14:40:50,914 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:24:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0529, loss: 0.0529 +2024-07-08 14:41:14,255 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:24:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0583, loss: 0.0583 +2024-07-08 14:41:37,515 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:24:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0603, loss: 0.0603 +2024-07-08 14:42:00,768 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:23:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0552, loss: 0.0552 +2024-07-08 14:42:24,108 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:23:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0495, loss: 0.0495 +2024-07-08 14:42:47,339 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:22:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0427, loss: 0.0427 +2024-07-08 14:43:10,593 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:22:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0518, loss: 0.0518 +2024-07-08 14:43:33,729 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:22:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0790, loss: 0.0790 +2024-07-08 14:43:56,921 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:21:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0868, loss: 0.0868 +2024-07-08 14:44:20,049 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:21:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0803, loss: 0.0803 +2024-07-08 14:44:43,207 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:20:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2024-07-08 14:45:06,383 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:20:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0669, loss: 0.0669 +2024-07-08 14:45:29,568 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:20:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0792, loss: 0.0792 +2024-07-08 14:45:52,715 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:19:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0743, loss: 0.0743 +2024-07-08 14:46:15,861 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:19:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0695, loss: 0.0695 +2024-07-08 14:46:38,994 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:18:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0861, loss: 0.0861 +2024-07-08 14:47:02,122 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:18:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0597, loss: 0.0597 +2024-07-08 14:47:04,071 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-07-08 14:48:22,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 14:48:22,594 - pyskl - INFO - +top1_acc 0.8906 +top5_acc 0.9818 +2024-07-08 14:48:22,597 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8906, top5_acc: 0.9818 +2024-07-08 14:49:05,076 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:18:06, time: 0.425, data_time: 0.187, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 +2024-07-08 14:49:28,379 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:17:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0527, loss: 0.0527 +2024-07-08 14:49:51,606 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:17:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0529, loss: 0.0529 +2024-07-08 14:50:14,858 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:16:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0523, loss: 0.0523 +2024-07-08 14:50:38,084 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:16:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 +2024-07-08 14:51:01,341 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:16:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0715, loss: 0.0715 +2024-07-08 14:51:24,594 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:15:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 +2024-07-08 14:51:47,808 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:15:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0675, loss: 0.0675 +2024-07-08 14:52:11,017 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:14:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2024-07-08 14:52:34,268 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:14:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 +2024-07-08 14:52:57,537 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:14:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0488, loss: 0.0488 +2024-07-08 14:53:20,793 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:13:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 +2024-07-08 14:53:44,151 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:13:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2024-07-08 14:54:07,626 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:12:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0288, loss: 0.0288 +2024-07-08 14:54:31,155 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:12:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 +2024-07-08 14:54:54,599 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:12:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 +2024-07-08 14:55:17,860 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:11:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 +2024-07-08 14:55:41,083 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:11:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0551, loss: 0.0551 +2024-07-08 14:56:04,516 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:10:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 +2024-07-08 14:56:27,809 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:10:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 +2024-07-08 14:56:51,152 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:10:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0653, loss: 0.0653 +2024-07-08 14:57:14,478 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:09:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 +2024-07-08 14:57:37,729 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:09:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 +2024-07-08 14:58:00,986 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:08:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0541, loss: 0.0541 +2024-07-08 14:58:24,202 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:08:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0719, loss: 0.0719 +2024-07-08 14:58:26,108 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-07-08 14:59:44,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 14:59:44,628 - pyskl - INFO - +top1_acc 0.8943 +top5_acc 0.9825 +2024-07-08 14:59:44,631 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8943, top5_acc: 0.9825 +2024-07-08 15:00:26,938 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:08:10, time: 0.423, data_time: 0.186, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2024-07-08 15:00:50,417 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:07:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 +2024-07-08 15:01:13,747 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:07:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0545, loss: 0.0545 +2024-07-08 15:01:37,170 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:06:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 +2024-07-08 15:02:00,537 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:06:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 +2024-07-08 15:02:23,802 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:06:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493 +2024-07-08 15:02:47,055 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:05:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0625, loss: 0.0625 +2024-07-08 15:03:10,330 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 4:05:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453 +2024-07-08 15:03:33,599 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 4:04:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0435, loss: 0.0435 +2024-07-08 15:03:56,891 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 4:04:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2024-07-08 15:04:20,333 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 4:04:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0452, loss: 0.0452 +2024-07-08 15:04:43,777 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 4:03:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0524, loss: 0.0524 +2024-07-08 15:05:07,125 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 4:03:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-07-08 15:05:30,501 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 4:03:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-07-08 15:05:53,815 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 4:02:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426 +2024-07-08 15:06:17,155 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 4:02:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0613, loss: 0.0613 +2024-07-08 15:06:40,352 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 4:01:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 +2024-07-08 15:07:03,590 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 4:01:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0453, loss: 0.0453 +2024-07-08 15:07:26,806 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 4:01:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0497, loss: 0.0497 +2024-07-08 15:07:50,088 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 4:00:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0457, loss: 0.0457 +2024-07-08 15:08:13,318 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 4:00:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0516, loss: 0.0516 +2024-07-08 15:08:36,529 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 3:59:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 +2024-07-08 15:08:59,738 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 3:59:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0438, loss: 0.0438 +2024-07-08 15:09:22,916 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 3:59:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2024-07-08 15:09:46,112 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 3:58:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 +2024-07-08 15:09:48,106 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-07-08 15:11:06,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 15:11:06,676 - pyskl - INFO - +top1_acc 0.8964 +top5_acc 0.9830 +2024-07-08 15:11:06,678 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8964, top5_acc: 0.9830 +2024-07-08 15:11:49,139 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 3:58:15, time: 0.425, data_time: 0.188, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 +2024-07-08 15:12:12,364 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 3:57:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2024-07-08 15:12:35,563 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 3:57:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 +2024-07-08 15:12:58,821 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 3:57:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2024-07-08 15:13:21,996 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 3:56:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 +2024-07-08 15:13:45,548 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 3:56:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0496, loss: 0.0496 +2024-07-08 15:14:08,799 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 3:55:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 +2024-07-08 15:14:32,012 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 3:55:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0456, loss: 0.0456 +2024-07-08 15:14:55,196 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 3:55:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 +2024-07-08 15:15:18,414 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 3:54:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 +2024-07-08 15:15:41,617 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 3:54:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 +2024-07-08 15:16:04,825 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 3:53:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0444, loss: 0.0444 +2024-07-08 15:16:27,993 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 3:53:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0433, loss: 0.0433 +2024-07-08 15:16:51,167 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:53:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2024-07-08 15:17:14,317 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:52:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 +2024-07-08 15:17:37,508 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:52:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206 +2024-07-08 15:18:00,931 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:51:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0363, loss: 0.0363 +2024-07-08 15:18:24,258 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:51:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0428, loss: 0.0428 +2024-07-08 15:18:47,483 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:51:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 +2024-07-08 15:19:10,637 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:50:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0475, loss: 0.0475 +2024-07-08 15:19:33,754 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:50:16, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 +2024-07-08 15:19:56,865 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:49:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2024-07-08 15:20:19,939 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:49:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 +2024-07-08 15:20:43,023 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:49:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 +2024-07-08 15:21:06,210 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:48:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 +2024-07-08 15:21:08,122 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-07-08 15:22:26,318 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 15:22:26,385 - pyskl - INFO - +top1_acc 0.8934 +top5_acc 0.9839 +2024-07-08 15:22:26,387 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.8934, top5_acc: 0.9839 +2024-07-08 15:23:08,629 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:48:18, time: 0.422, data_time: 0.187, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 +2024-07-08 15:23:31,786 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:47:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0298, loss: 0.0298 +2024-07-08 15:23:54,944 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:47:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 +2024-07-08 15:24:18,241 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:47:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 +2024-07-08 15:24:41,493 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:46:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2024-07-08 15:25:04,569 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:46:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2024-07-08 15:25:27,690 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:45:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2024-07-08 15:25:50,828 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:45:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2024-07-08 15:26:13,952 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:45:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2024-07-08 15:26:37,049 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:44:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 +2024-07-08 15:27:00,229 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:44:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 +2024-07-08 15:27:23,438 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:43:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2024-07-08 15:27:46,594 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:43:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-08 15:28:09,755 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:43:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 +2024-07-08 15:28:32,832 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:42:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0229, loss: 0.0229 +2024-07-08 15:28:55,934 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:42:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 +2024-07-08 15:29:19,122 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:41:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0282, loss: 0.0282 +2024-07-08 15:29:42,349 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:41:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2024-07-08 15:30:05,535 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:41:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 +2024-07-08 15:30:28,704 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:40:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2024-07-08 15:30:51,839 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:40:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 0.0321, loss: 0.0321 +2024-07-08 15:31:15,027 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:39:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0187, loss: 0.0187 +2024-07-08 15:31:38,490 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:39:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2024-07-08 15:32:01,623 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:39:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2024-07-08 15:32:24,664 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:38:44, time: 0.230, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2024-07-08 15:32:26,505 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-07-08 15:33:44,491 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 15:33:44,558 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9844 +2024-07-08 15:33:44,560 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8960, top5_acc: 0.9844 +2024-07-08 15:34:26,539 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:38:22, time: 0.420, data_time: 0.184, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-08 15:34:49,728 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:37:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-08 15:35:12,950 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:37:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-07-08 15:35:36,262 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:37:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-08 15:35:59,490 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:36:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0131, loss: 0.0131 +2024-07-08 15:36:22,637 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:36:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-08 15:36:45,776 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:35:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-08 15:37:08,931 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:35:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2024-07-08 15:37:32,096 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:35:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0146, loss: 0.0146 +2024-07-08 15:37:55,320 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:34:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-08 15:38:18,466 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:34:23, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-08 15:38:41,612 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:33:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-07-08 15:39:04,765 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:33:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-08 15:39:27,919 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:33:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-08 15:39:51,085 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:32:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-08 15:40:14,281 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:32:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-08 15:40:37,498 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:31:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-08 15:41:00,672 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:31:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-08 15:41:23,899 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:31:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2024-07-08 15:41:47,039 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:30:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-08 15:42:10,226 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:30:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0130, loss: 0.0130 +2024-07-08 15:42:33,450 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:30:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-08 15:42:56,628 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:29:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2024-07-08 15:43:19,802 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:29:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 +2024-07-08 15:43:42,962 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:28:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-08 15:43:44,867 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-07-08 15:45:03,093 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 15:45:03,160 - pyskl - INFO - +top1_acc 0.9003 +top5_acc 0.9841 +2024-07-08 15:45:03,165 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_123.pth was removed +2024-07-08 15:45:03,291 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2024-07-08 15:45:03,291 - pyskl - INFO - Best top1_acc is 0.9003 at 129 epoch. +2024-07-08 15:45:03,293 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9003, top5_acc: 0.9841 +2024-07-08 15:45:45,401 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:28:26, time: 0.421, data_time: 0.186, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0146, loss: 0.0146 +2024-07-08 15:46:08,673 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:28:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-08 15:46:31,924 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:27:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0026, loss: 0.0026 +2024-07-08 15:46:55,127 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:27:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0001, loss: 0.0001 +2024-07-08 15:47:18,307 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:26:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-08 15:47:41,507 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:26:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0038, loss: 0.0038 +2024-07-08 15:48:04,699 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:26:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-08 15:48:27,925 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:25:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-08 15:48:51,120 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:25:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-08 15:49:14,627 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:24:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-08 15:49:37,853 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:24:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-08 15:50:01,053 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:24:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-08 15:50:24,210 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:23:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-07-08 15:50:47,412 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:23:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0022, loss: 0.0022 +2024-07-08 15:51:10,635 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:22:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-08 15:51:33,847 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:22:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2024-07-08 15:51:57,061 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:22:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 +2024-07-08 15:52:20,255 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:21:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-07-08 15:52:43,440 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:21:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-07-08 15:53:06,630 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:20:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 +2024-07-08 15:53:29,796 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:20:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-08 15:53:52,965 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:20:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-08 15:54:16,092 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:19:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-08 15:54:39,285 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:19:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-08 15:55:02,408 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:18:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-08 15:55:04,283 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-07-08 15:56:22,400 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 15:56:22,467 - pyskl - INFO - +top1_acc 0.9030 +top5_acc 0.9833 +2024-07-08 15:56:22,471 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_129.pth was removed +2024-07-08 15:56:22,596 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2024-07-08 15:56:22,596 - pyskl - INFO - Best top1_acc is 0.9030 at 130 epoch. +2024-07-08 15:56:22,598 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9030, top5_acc: 0.9833 +2024-07-08 15:57:04,804 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:18:29, time: 0.422, data_time: 0.186, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-08 15:57:27,989 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:18:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0041, loss: 0.0041 +2024-07-08 15:57:51,166 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:17:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0036, loss: 0.0036 +2024-07-08 15:58:14,391 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:17:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0004, loss: -0.0004 +2024-07-08 15:58:37,566 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:16:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 +2024-07-08 15:59:00,733 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:16:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-08 15:59:23,887 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:16:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-08 15:59:47,079 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:15:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0004, loss: 0.0004 +2024-07-08 16:00:10,241 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:15:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0015, loss: 0.0015 +2024-07-08 16:00:33,416 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:14:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-08 16:00:56,583 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:14:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0002, loss: 0.0002 +2024-07-08 16:01:19,764 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:14:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0020, loss: -0.0020 +2024-07-08 16:01:42,911 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:13:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0058, loss: 0.0058 +2024-07-08 16:02:06,057 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:13:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0029, loss: 0.0029 +2024-07-08 16:02:29,203 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:12:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 +2024-07-08 16:02:52,570 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:12:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-08 16:03:15,724 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:12:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-08 16:03:38,940 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:11:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0004, loss: -0.0004 +2024-07-08 16:04:02,268 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:11:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0008, loss: -0.0008 +2024-07-08 16:04:25,476 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:10:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 +2024-07-08 16:04:48,633 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:10:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0024, loss: 0.0024 +2024-07-08 16:05:11,786 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:10:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0031, loss: 0.0031 +2024-07-08 16:05:34,934 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:09:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0012, loss: -0.0012 +2024-07-08 16:05:58,122 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:09:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0033, loss: -0.0033 +2024-07-08 16:06:21,309 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:08:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0021, loss: 0.0021 +2024-07-08 16:06:23,195 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-07-08 16:07:41,201 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 16:07:41,269 - pyskl - INFO - +top1_acc 0.9088 +top5_acc 0.9846 +2024-07-08 16:07:41,273 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_130.pth was removed +2024-07-08 16:07:41,403 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2024-07-08 16:07:41,403 - pyskl - INFO - Best top1_acc is 0.9088 at 131 epoch. +2024-07-08 16:07:41,405 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9088, top5_acc: 0.9846 +2024-07-08 16:08:23,423 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:08:33, time: 0.420, data_time: 0.185, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0012, loss: -0.0012 +2024-07-08 16:08:46,598 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:08:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0012, loss: -0.0012 +2024-07-08 16:09:09,761 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:07:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-08 16:09:32,930 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:07:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0032, loss: 0.0032 +2024-07-08 16:09:56,094 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:06:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0032, loss: -0.0032 +2024-07-08 16:10:19,219 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:06:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0016, loss: 0.0016 +2024-07-08 16:10:42,312 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:06:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0007, loss: -0.0007 +2024-07-08 16:11:05,414 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:05:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0041, loss: 0.0041 +2024-07-08 16:11:28,501 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:05:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-08 16:11:51,597 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:04:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0018, loss: 0.0018 +2024-07-08 16:12:14,851 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:04:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-08 16:12:38,017 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 3:04:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0003, loss: 0.0003 +2024-07-08 16:13:01,162 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 3:03:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0030, loss: 0.0030 +2024-07-08 16:13:24,295 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 3:03:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-08 16:13:47,485 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 3:02:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0022, loss: 0.0022 +2024-07-08 16:14:10,671 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 3:02:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0008, loss: 0.0008 +2024-07-08 16:14:33,847 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 3:02:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0000, loss: 0.0000 +2024-07-08 16:14:57,143 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 3:01:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0017, loss: -0.0017 +2024-07-08 16:15:20,433 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 3:01:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0013, loss: -0.0013 +2024-07-08 16:15:43,596 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 3:00:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0022, loss: 0.0022 +2024-07-08 16:16:06,712 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 3:00:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0023, loss: 0.0023 +2024-07-08 16:16:29,882 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 3:00:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0017, loss: -0.0017 +2024-07-08 16:16:53,082 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 2:59:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0027, loss: 0.0027 +2024-07-08 16:17:16,249 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 2:59:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0034, loss: -0.0034 +2024-07-08 16:17:39,417 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 2:58:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0026, loss: -0.0026 +2024-07-08 16:17:41,290 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-07-08 16:18:59,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 16:18:59,593 - pyskl - INFO - +top1_acc 0.9105 +top5_acc 0.9840 +2024-07-08 16:18:59,597 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_131.pth was removed +2024-07-08 16:18:59,721 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2024-07-08 16:18:59,722 - pyskl - INFO - Best top1_acc is 0.9105 at 132 epoch. +2024-07-08 16:18:59,724 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9105, top5_acc: 0.9840 +2024-07-08 16:19:42,119 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 2:58:37, time: 0.424, data_time: 0.187, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0031, loss: -0.0031 +2024-07-08 16:20:05,498 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 2:58:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0054, loss: -0.0054 +2024-07-08 16:20:28,844 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 2:57:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0006, loss: -0.0006 +2024-07-08 16:20:52,083 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 2:57:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0036, loss: -0.0036 +2024-07-08 16:21:15,390 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 2:57:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0018, loss: -0.0018 +2024-07-08 16:21:38,545 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 2:56:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0008, loss: -0.0008 +2024-07-08 16:22:01,727 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 2:56:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0040, loss: -0.0040 +2024-07-08 16:22:24,872 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 2:55:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0050, loss: -0.0050 +2024-07-08 16:22:47,983 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 2:55:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0056, loss: -0.0056 +2024-07-08 16:23:11,098 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 2:55:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0052, loss: -0.0052 +2024-07-08 16:23:34,254 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:54:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0044, loss: -0.0044 +2024-07-08 16:23:57,341 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:54:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0044, loss: -0.0044 +2024-07-08 16:24:20,443 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:53:50, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-08 16:24:43,731 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:53:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0038, loss: -0.0038 +2024-07-08 16:25:07,060 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:53:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0025, loss: -0.0025 +2024-07-08 16:25:30,362 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:52:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0013, loss: -0.0013 +2024-07-08 16:25:53,665 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:52:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0004, loss: -0.0004 +2024-07-08 16:26:16,995 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:51:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0041, loss: -0.0041 +2024-07-08 16:26:40,285 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:51:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0002, loss: 0.0002 +2024-07-08 16:27:03,520 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:51:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0019, loss: -0.0019 +2024-07-08 16:27:26,763 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:50:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0007, loss: -0.0007 +2024-07-08 16:27:50,024 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:50:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0043, loss: -0.0043 +2024-07-08 16:28:13,250 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:49:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0021, loss: -0.0021 +2024-07-08 16:28:36,576 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:49:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0009, loss: -0.0009 +2024-07-08 16:28:59,940 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:49:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0010, loss: -0.0010 +2024-07-08 16:29:01,896 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-07-08 16:30:20,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 16:30:20,360 - pyskl - INFO - +top1_acc 0.9080 +top5_acc 0.9847 +2024-07-08 16:30:20,362 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9080, top5_acc: 0.9847 +2024-07-08 16:31:02,512 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:48:40, time: 0.421, data_time: 0.186, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0016, loss: 0.0016 +2024-07-08 16:31:25,677 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:48:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0045, loss: -0.0045 +2024-07-08 16:31:48,826 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:47:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0047, loss: -0.0047 +2024-07-08 16:32:12,089 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:47:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0055, loss: -0.0055 +2024-07-08 16:32:35,505 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:47:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0036, loss: -0.0036 +2024-07-08 16:32:58,870 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:46:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0046, loss: -0.0046 +2024-07-08 16:33:22,156 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:46:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0001, loss: 0.0001 +2024-07-08 16:33:45,501 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:45:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0051, loss: -0.0051 +2024-07-08 16:34:08,779 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:45:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0028, loss: -0.0028 +2024-07-08 16:34:32,031 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:45:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0050, loss: -0.0050 +2024-07-08 16:34:55,174 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:44:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0049, loss: -0.0049 +2024-07-08 16:35:18,323 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:44:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0034, loss: -0.0034 +2024-07-08 16:35:41,463 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:43:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0030, loss: -0.0030 +2024-07-08 16:36:04,664 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:43:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0042, loss: -0.0042 +2024-07-08 16:36:28,001 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:43:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0070, loss: -0.0070 +2024-07-08 16:36:51,141 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:42:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-08 16:37:14,296 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:42:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0046, loss: -0.0046 +2024-07-08 16:37:37,452 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:41:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0006, loss: 0.0006 +2024-07-08 16:38:00,571 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:41:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0042, loss: -0.0042 +2024-07-08 16:38:23,699 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:41:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0016, loss: -0.0016 +2024-07-08 16:38:46,830 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:40:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0055, loss: -0.0055 +2024-07-08 16:39:09,969 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:40:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0021, loss: -0.0021 +2024-07-08 16:39:33,078 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:39:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0011, loss: 0.0011 +2024-07-08 16:39:56,221 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:39:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0025, loss: -0.0025 +2024-07-08 16:40:19,370 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:39:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-08 16:40:21,311 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-07-08 16:41:39,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 16:41:39,821 - pyskl - INFO - +top1_acc 0.9054 +top5_acc 0.9847 +2024-07-08 16:41:39,823 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9054, top5_acc: 0.9847 +2024-07-08 16:42:21,961 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:38:44, time: 0.421, data_time: 0.186, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0043, loss: -0.0043 +2024-07-08 16:42:45,123 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:38:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0038, loss: -0.0038 +2024-07-08 16:43:08,323 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:37:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0031, loss: -0.0031 +2024-07-08 16:43:31,558 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:37:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-08 16:43:54,721 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:37:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 16:44:17,944 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:36:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-08 16:44:41,137 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:36:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0057, loss: -0.0057 +2024-07-08 16:45:04,310 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:35:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-08 16:45:27,473 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:35:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0040, loss: -0.0040 +2024-07-08 16:45:50,645 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:35:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: -0.0004, loss: -0.0004 +2024-07-08 16:46:13,838 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:34:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0044, loss: -0.0044 +2024-07-08 16:46:37,014 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:34:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0048, loss: -0.0048 +2024-07-08 16:47:00,190 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:33:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0057, loss: -0.0057 +2024-07-08 16:47:23,402 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:33:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0045, loss: -0.0045 +2024-07-08 16:47:46,637 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:33:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0043, loss: -0.0043 +2024-07-08 16:48:09,860 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:32:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0050, loss: -0.0050 +2024-07-08 16:48:33,068 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:32:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-08 16:48:56,275 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:31:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0025, loss: -0.0025 +2024-07-08 16:49:19,632 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:31:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0064, loss: -0.0064 +2024-07-08 16:49:42,803 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:31:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0038, loss: -0.0038 +2024-07-08 16:50:06,017 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:30:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0037, loss: 0.0037 +2024-07-08 16:50:29,617 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:30:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0038, loss: -0.0038 +2024-07-08 16:50:53,196 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:29:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0044, loss: -0.0044 +2024-07-08 16:51:16,730 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:29:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0043, loss: -0.0043 +2024-07-08 16:51:40,240 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:29:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0011, loss: -0.0011 +2024-07-08 16:51:42,203 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-07-08 16:53:00,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 16:53:00,787 - pyskl - INFO - +top1_acc 0.9048 +top5_acc 0.9840 +2024-07-08 16:53:00,789 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9048, top5_acc: 0.9840 +2024-07-08 16:53:42,927 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:28:47, time: 0.421, data_time: 0.185, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0060, loss: -0.0060 +2024-07-08 16:54:06,110 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:28:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0044, loss: -0.0044 +2024-07-08 16:54:29,276 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:28:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0054, loss: -0.0054 +2024-07-08 16:54:52,527 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:27:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-08 16:55:15,726 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:27:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0046, loss: -0.0046 +2024-07-08 16:55:38,943 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:26:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0075, loss: -0.0075 +2024-07-08 16:56:02,152 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:26:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: -0.0032, loss: -0.0032 +2024-07-08 16:56:25,316 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:26:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-08 16:56:48,436 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:25:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0009, loss: 0.0009 +2024-07-08 16:57:11,615 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:25:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0052, loss: -0.0052 +2024-07-08 16:57:34,786 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:24:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0009, loss: 0.0009 +2024-07-08 16:57:57,968 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:24:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0044, loss: -0.0044 +2024-07-08 16:58:21,111 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:24:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: -0.0011, loss: -0.0011 +2024-07-08 16:58:44,276 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:23:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0048, loss: -0.0048 +2024-07-08 16:59:07,456 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:23:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0038, loss: -0.0038 +2024-07-08 16:59:30,644 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:22:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0048, loss: -0.0048 +2024-07-08 16:59:53,807 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:22:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0034, loss: -0.0034 +2024-07-08 17:00:16,947 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:22:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0055, loss: -0.0055 +2024-07-08 17:00:40,129 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:21:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-08 17:01:03,296 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:21:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0064, loss: -0.0064 +2024-07-08 17:01:26,459 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:20:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0007, loss: -0.0007 +2024-07-08 17:01:49,625 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:20:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0015, loss: 0.0015 +2024-07-08 17:02:12,808 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:20:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0046, loss: -0.0046 +2024-07-08 17:02:36,016 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:19:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-08 17:02:59,180 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:19:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0040, loss: -0.0040 +2024-07-08 17:03:01,077 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-07-08 17:04:19,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 17:04:19,259 - pyskl - INFO - +top1_acc 0.9084 +top5_acc 0.9850 +2024-07-08 17:04:19,261 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9084, top5_acc: 0.9850 +2024-07-08 17:05:01,531 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:18:51, time: 0.423, data_time: 0.185, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0037, loss: -0.0037 +2024-07-08 17:05:24,910 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:18:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-08 17:05:48,274 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:18:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: -0.0011, loss: -0.0011 +2024-07-08 17:06:11,576 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:17:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0035, loss: -0.0035 +2024-07-08 17:06:34,770 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:17:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0040, loss: -0.0040 +2024-07-08 17:06:57,958 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:16:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0033, loss: -0.0033 +2024-07-08 17:07:21,125 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:16:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0078, loss: -0.0078 +2024-07-08 17:07:44,331 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:16:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0071, loss: -0.0071 +2024-07-08 17:08:07,522 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:15:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0041, loss: -0.0041 +2024-07-08 17:08:30,764 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:15:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0021, loss: -0.0021 +2024-07-08 17:08:53,987 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:14:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0039, loss: -0.0039 +2024-07-08 17:09:17,206 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:14:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0069, loss: -0.0069 +2024-07-08 17:09:40,439 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:14:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0056, loss: -0.0056 +2024-07-08 17:10:03,652 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:13:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0056, loss: -0.0056 +2024-07-08 17:10:26,814 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:13:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-08 17:10:50,022 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:12:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0073, loss: -0.0073 +2024-07-08 17:11:13,171 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:12:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0048, loss: -0.0048 +2024-07-08 17:11:36,362 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:12:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0071, loss: -0.0071 +2024-07-08 17:11:59,489 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:11:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0058, loss: -0.0058 +2024-07-08 17:12:22,612 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:11:17, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0069, loss: -0.0069 +2024-07-08 17:12:45,731 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:10:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-08 17:13:09,022 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:10:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0011, loss: -0.0011 +2024-07-08 17:13:32,227 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:10:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-08 17:13:55,450 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:09:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0078, loss: -0.0078 +2024-07-08 17:14:18,633 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:09:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-08 17:14:20,562 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-07-08 17:15:38,889 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 17:15:38,956 - pyskl - INFO - +top1_acc 0.9093 +top5_acc 0.9850 +2024-07-08 17:15:38,958 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9093, top5_acc: 0.9850 +2024-07-08 17:16:21,295 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:08:54, time: 0.423, data_time: 0.188, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0080, loss: -0.0080 +2024-07-08 17:16:44,414 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:08:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0048, loss: -0.0048 +2024-07-08 17:17:07,543 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:08:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0071, loss: -0.0071 +2024-07-08 17:17:30,767 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:07:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 17:17:53,964 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:07:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0060, loss: -0.0060 +2024-07-08 17:18:17,140 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:06:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0058, loss: -0.0058 +2024-07-08 17:18:40,305 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:06:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-08 17:19:03,472 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:06:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0059, loss: -0.0059 +2024-07-08 17:19:26,631 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:05:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0080, loss: -0.0080 +2024-07-08 17:19:49,783 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:05:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0064, loss: -0.0064 +2024-07-08 17:20:13,017 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:04:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0050, loss: -0.0050 +2024-07-08 17:20:36,185 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:04:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-08 17:20:59,443 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:04:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 17:21:22,603 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:03:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0060, loss: -0.0060 +2024-07-08 17:21:46,134 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:03:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0085, loss: -0.0085 +2024-07-08 17:22:09,526 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:02:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0073, loss: -0.0073 +2024-07-08 17:22:32,806 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 2:02:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-08 17:22:56,050 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 2:02:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0056, loss: -0.0056 +2024-07-08 17:23:19,176 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 2:01:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-08 17:23:42,358 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 2:01:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0089, loss: -0.0089 +2024-07-08 17:24:05,593 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 2:00:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-08 17:24:28,804 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 2:00:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-08 17:24:52,041 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 2:00:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-08 17:25:15,214 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 1:59:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0071, loss: -0.0071 +2024-07-08 17:25:38,422 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 1:59:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0083, loss: -0.0083 +2024-07-08 17:25:40,325 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-07-08 17:26:58,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 17:26:58,764 - pyskl - INFO - +top1_acc 0.9090 +top5_acc 0.9849 +2024-07-08 17:26:58,766 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9090, top5_acc: 0.9849 +2024-07-08 17:27:41,349 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 1:58:58, time: 0.426, data_time: 0.189, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0091, loss: -0.0091 +2024-07-08 17:28:04,650 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 1:58:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-08 17:28:27,946 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 1:58:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0069, loss: -0.0069 +2024-07-08 17:28:51,260 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 1:57:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 17:29:14,476 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 1:57:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0079, loss: -0.0079 +2024-07-08 17:29:37,656 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 1:56:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 17:30:00,823 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:56:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0080, loss: -0.0080 +2024-07-08 17:30:24,014 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:56:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0080, loss: -0.0080 +2024-07-08 17:30:47,200 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:55:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 17:31:10,375 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:55:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0076, loss: -0.0076 +2024-07-08 17:31:33,582 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:54:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0080, loss: -0.0080 +2024-07-08 17:31:56,792 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:54:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0054, loss: -0.0054 +2024-07-08 17:32:19,969 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:54:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0050, loss: -0.0050 +2024-07-08 17:32:43,212 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:53:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0078, loss: -0.0078 +2024-07-08 17:33:06,433 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:53:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0064, loss: -0.0064 +2024-07-08 17:33:29,649 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:53:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0068, loss: -0.0068 +2024-07-08 17:33:52,861 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:52:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0069, loss: -0.0069 +2024-07-08 17:34:16,085 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:52:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0083, loss: -0.0083 +2024-07-08 17:34:39,255 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:51:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-08 17:35:02,391 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:51:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-08 17:35:25,539 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:51:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0053, loss: -0.0053 +2024-07-08 17:35:48,724 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:50:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0075, loss: -0.0075 +2024-07-08 17:36:11,945 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:50:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0056, loss: -0.0056 +2024-07-08 17:36:35,183 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:49:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0059, loss: -0.0059 +2024-07-08 17:36:58,424 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:49:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0098, loss: -0.0098 +2024-07-08 17:37:00,337 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-07-08 17:38:18,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 17:38:18,889 - pyskl - INFO - +top1_acc 0.9091 +top5_acc 0.9844 +2024-07-08 17:38:18,891 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9091, top5_acc: 0.9844 +2024-07-08 17:39:01,103 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:49:01, time: 0.422, data_time: 0.187, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0078, loss: -0.0078 +2024-07-08 17:39:24,347 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:48:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-08 17:39:47,553 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:48:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 17:40:10,852 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:47:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0071, loss: -0.0071 +2024-07-08 17:40:34,432 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:47:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0095, loss: -0.0095 +2024-07-08 17:40:58,011 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:47:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0085, loss: -0.0085 +2024-07-08 17:41:21,451 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:46:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-08 17:41:44,667 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:46:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-08 17:42:07,884 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:45:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0094, loss: -0.0094 +2024-07-08 17:42:31,079 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:45:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 17:42:54,266 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:45:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0073, loss: -0.0073 +2024-07-08 17:43:17,525 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:44:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0070, loss: -0.0070 +2024-07-08 17:43:40,710 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:44:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0059, loss: -0.0059 +2024-07-08 17:44:03,935 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:43:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0079, loss: -0.0079 +2024-07-08 17:44:27,102 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:43:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-08 17:44:50,277 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:43:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 17:45:13,460 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:42:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 17:45:36,664 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:42:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0072, loss: -0.0072 +2024-07-08 17:45:59,808 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:41:52, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0085, loss: -0.0085 +2024-07-08 17:46:23,059 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:41:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0083, loss: -0.0083 +2024-07-08 17:46:46,594 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:41:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 17:47:09,875 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:40:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 17:47:33,064 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:40:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0088, loss: -0.0088 +2024-07-08 17:47:56,277 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:39:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0056, loss: -0.0056 +2024-07-08 17:48:19,458 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:39:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0071, loss: -0.0071 +2024-07-08 17:48:21,336 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-07-08 17:49:39,736 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 17:49:39,803 - pyskl - INFO - +top1_acc 0.9097 +top5_acc 0.9852 +2024-07-08 17:49:39,805 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9097, top5_acc: 0.9852 +2024-07-08 17:50:22,021 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:39:04, time: 0.422, data_time: 0.186, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0051, loss: -0.0051 +2024-07-08 17:50:45,224 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:38:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0047, loss: -0.0047 +2024-07-08 17:51:08,432 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:38:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0079, loss: -0.0079 +2024-07-08 17:51:31,667 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:37:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0090, loss: -0.0090 +2024-07-08 17:51:54,884 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:37:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 17:52:18,095 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:37:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 17:52:41,312 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:36:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-08 17:53:04,493 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:36:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 17:53:27,674 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:35:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 17:53:50,868 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:35:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 17:54:14,042 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:35:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0075, loss: -0.0075 +2024-07-08 17:54:37,245 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:34:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0090, loss: -0.0090 +2024-07-08 17:55:00,475 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:34:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0076, loss: -0.0076 +2024-07-08 17:55:23,700 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:33:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0092, loss: -0.0092 +2024-07-08 17:55:46,922 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:33:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0088, loss: -0.0088 +2024-07-08 17:56:10,121 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:33:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0096, loss: -0.0096 +2024-07-08 17:56:33,328 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:32:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0088, loss: -0.0088 +2024-07-08 17:56:56,539 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:32:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0050, loss: -0.0050 +2024-07-08 17:57:19,742 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:31:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0058, loss: -0.0058 +2024-07-08 17:57:42,843 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:31:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0091, loss: -0.0091 +2024-07-08 17:58:05,979 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:31:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-08 17:58:29,073 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:30:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0077, loss: -0.0077 +2024-07-08 17:58:52,165 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:30:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 17:59:15,303 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:29:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-08 17:59:38,376 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:29:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0089, loss: -0.0089 +2024-07-08 17:59:40,275 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-07-08 18:00:58,808 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 18:00:58,877 - pyskl - INFO - +top1_acc 0.9094 +top5_acc 0.9849 +2024-07-08 18:00:58,879 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9094, top5_acc: 0.9849 +2024-07-08 18:01:40,908 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:29:08, time: 0.420, data_time: 0.184, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0095, loss: -0.0095 +2024-07-08 18:02:04,051 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:28:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0077, loss: -0.0077 +2024-07-08 18:02:27,218 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:28:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0093, loss: -0.0093 +2024-07-08 18:02:50,450 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:27:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0095, loss: -0.0095 +2024-07-08 18:03:13,765 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:27:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0095, loss: -0.0095 +2024-07-08 18:03:36,950 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:27:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0097, loss: -0.0097 +2024-07-08 18:04:00,112 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:26:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 18:04:23,284 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:26:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0090, loss: -0.0090 +2024-07-08 18:04:46,395 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:25:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0013, loss: -0.0013 +2024-07-08 18:05:09,564 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:25:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0083, loss: -0.0083 +2024-07-08 18:05:32,820 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:25:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0093, loss: -0.0093 +2024-07-08 18:05:56,041 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:24:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 18:06:19,187 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:24:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0059, loss: -0.0059 +2024-07-08 18:06:42,388 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:23:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0092, loss: -0.0092 +2024-07-08 18:07:05,591 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:23:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 18:07:28,791 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:23:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0060, loss: -0.0060 +2024-07-08 18:07:51,975 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:22:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-08 18:08:15,128 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:22:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0085, loss: -0.0085 +2024-07-08 18:08:38,286 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:21:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0096, loss: -0.0096 +2024-07-08 18:09:01,439 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:21:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0069, loss: -0.0069 +2024-07-08 18:09:24,592 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:21:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0091, loss: -0.0091 +2024-07-08 18:09:47,754 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:20:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0095, loss: -0.0095 +2024-07-08 18:10:10,920 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:20:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 18:10:34,043 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:19:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0042, loss: -0.0042 +2024-07-08 18:10:57,255 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:19:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0080, loss: -0.0080 +2024-07-08 18:10:59,146 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-07-08 18:12:17,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 18:12:17,720 - pyskl - INFO - +top1_acc 0.9104 +top5_acc 0.9855 +2024-07-08 18:12:17,723 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9104, top5_acc: 0.9855 +2024-07-08 18:12:59,934 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:19:11, time: 0.422, data_time: 0.186, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-08 18:13:23,105 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:18:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 18:13:46,264 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:18:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0064, loss: -0.0064 +2024-07-08 18:14:09,484 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:17:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0077, loss: -0.0077 +2024-07-08 18:14:32,657 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:17:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0092, loss: -0.0092 +2024-07-08 18:14:55,869 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:17:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 18:15:19,125 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:16:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0070, loss: -0.0070 +2024-07-08 18:15:42,338 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:16:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0054, loss: -0.0054 +2024-07-08 18:16:05,529 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:16:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0093, loss: -0.0093 +2024-07-08 18:16:28,669 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:15:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0053, loss: -0.0053 +2024-07-08 18:16:51,826 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:15:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0080, loss: -0.0080 +2024-07-08 18:17:15,039 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:14:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0095, loss: -0.0095 +2024-07-08 18:17:38,262 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:14:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 18:18:01,656 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:14:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0059, loss: -0.0059 +2024-07-08 18:18:24,973 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:13:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 18:18:48,219 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:13:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0091, loss: -0.0091 +2024-07-08 18:19:11,431 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:12:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0087, loss: -0.0087 +2024-07-08 18:19:34,570 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:12:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-08 18:19:57,732 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:12:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0097, loss: -0.0097 +2024-07-08 18:20:20,870 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:11:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 18:20:44,006 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:11:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: -0.0053, loss: -0.0053 +2024-07-08 18:21:07,164 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:10:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0088, loss: -0.0088 +2024-07-08 18:21:30,360 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:10:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0093, loss: -0.0093 +2024-07-08 18:21:53,556 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:10:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0089, loss: -0.0089 +2024-07-08 18:22:16,735 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:09:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0079, loss: -0.0079 +2024-07-08 18:22:18,625 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-07-08 18:23:36,869 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 18:23:36,935 - pyskl - INFO - +top1_acc 0.9123 +top5_acc 0.9857 +2024-07-08 18:23:36,940 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_132.pth was removed +2024-07-08 18:23:37,062 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2024-07-08 18:23:37,062 - pyskl - INFO - Best top1_acc is 0.9123 at 143 epoch. +2024-07-08 18:23:37,064 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9123, top5_acc: 0.9857 +2024-07-08 18:24:19,453 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:09:14, time: 0.424, data_time: 0.188, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0087, loss: -0.0087 +2024-07-08 18:24:42,634 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:08:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0089, loss: -0.0089 +2024-07-08 18:25:05,841 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:08:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0094, loss: -0.0094 +2024-07-08 18:25:29,077 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:08:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0064, loss: -0.0064 +2024-07-08 18:25:52,303 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:07:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0079, loss: -0.0079 +2024-07-08 18:26:15,517 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:07:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-08 18:26:38,695 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:06:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0088, loss: -0.0088 +2024-07-08 18:27:01,877 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:06:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0085, loss: -0.0085 +2024-07-08 18:27:25,063 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:06:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0088, loss: -0.0088 +2024-07-08 18:27:48,248 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:05:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0077, loss: -0.0077 +2024-07-08 18:28:11,424 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:05:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0073, loss: -0.0073 +2024-07-08 18:28:34,613 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:04:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0079, loss: -0.0079 +2024-07-08 18:28:57,806 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:04:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0080, loss: -0.0080 +2024-07-08 18:29:21,013 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:04:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0092, loss: -0.0092 +2024-07-08 18:29:44,227 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:03:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0049, loss: -0.0049 +2024-07-08 18:30:07,437 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:03:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0102, loss: -0.0102 +2024-07-08 18:30:30,679 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:02:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0056, loss: -0.0056 +2024-07-08 18:30:53,863 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:02:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0090, loss: -0.0090 +2024-07-08 18:31:17,008 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:02:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 18:31:40,189 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:01:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0098, loss: -0.0098 +2024-07-08 18:32:03,346 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:01:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0060, loss: -0.0060 +2024-07-08 18:32:26,528 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:00:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0097, loss: -0.0097 +2024-07-08 18:32:49,669 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:00:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0076, loss: -0.0076 +2024-07-08 18:33:12,843 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:00:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0078, loss: -0.0078 +2024-07-08 18:33:36,000 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 0:59:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0079, loss: -0.0079 +2024-07-08 18:33:37,879 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-07-08 18:34:56,147 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 18:34:56,214 - pyskl - INFO - +top1_acc 0.9116 +top5_acc 0.9855 +2024-07-08 18:34:56,216 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9116, top5_acc: 0.9855 +2024-07-08 18:35:38,884 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 0:59:17, time: 0.427, data_time: 0.190, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 18:36:02,166 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 0:58:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0094, loss: -0.0094 +2024-07-08 18:36:25,366 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 0:58:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0028, loss: -0.0028 +2024-07-08 18:36:48,586 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:58:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0100, loss: -0.0100 +2024-07-08 18:37:11,750 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:57:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 18:37:34,902 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:57:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0094, loss: -0.0094 +2024-07-08 18:37:58,086 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:56:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0094, loss: -0.0094 +2024-07-08 18:38:21,222 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:56:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0076, loss: -0.0076 +2024-07-08 18:38:44,386 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:56:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 18:39:07,552 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:55:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0087, loss: -0.0087 +2024-07-08 18:39:30,772 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:55:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0085, loss: -0.0085 +2024-07-08 18:39:53,933 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:54:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 18:40:17,131 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:54:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0068, loss: -0.0068 +2024-07-08 18:40:40,322 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:54:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 18:41:03,500 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:53:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 18:41:26,707 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:53:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-08 18:41:49,885 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:52:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0099, loss: -0.0099 +2024-07-08 18:42:12,995 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:52:32, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 18:42:36,159 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:52:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0073, loss: -0.0073 +2024-07-08 18:42:59,310 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:51:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0080, loss: -0.0080 +2024-07-08 18:43:22,457 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:51:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0093, loss: -0.0093 +2024-07-08 18:43:45,609 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:50:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0090, loss: -0.0090 +2024-07-08 18:44:08,766 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:50:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0078, loss: -0.0078 +2024-07-08 18:44:31,919 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:50:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0090, loss: -0.0090 +2024-07-08 18:44:55,065 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:49:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 18:44:56,980 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-07-08 18:46:15,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 18:46:15,589 - pyskl - INFO - +top1_acc 0.9083 +top5_acc 0.9853 +2024-07-08 18:46:15,591 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9083, top5_acc: 0.9853 +2024-07-08 18:46:58,170 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:49:20, time: 0.426, data_time: 0.189, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0091, loss: -0.0091 +2024-07-08 18:47:21,400 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:48:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0080, loss: -0.0080 +2024-07-08 18:47:44,611 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:48:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0058, loss: -0.0058 +2024-07-08 18:48:07,784 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:48:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-08 18:48:30,920 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:47:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 18:48:54,086 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:47:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0073, loss: -0.0073 +2024-07-08 18:49:17,254 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:46:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0090, loss: -0.0090 +2024-07-08 18:49:40,394 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:46:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-08 18:50:03,506 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:46:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0094, loss: -0.0094 +2024-07-08 18:50:26,647 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:45:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0073, loss: -0.0073 +2024-07-08 18:50:49,786 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:45:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-08 18:51:12,916 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:44:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0057, loss: -0.0057 +2024-07-08 18:51:36,138 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:44:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0076, loss: -0.0076 +2024-07-08 18:51:59,401 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:44:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0098, loss: -0.0098 +2024-07-08 18:52:22,625 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:43:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-08 18:52:45,848 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:43:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0091, loss: -0.0091 +2024-07-08 18:53:09,070 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:42:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 18:53:32,354 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:42:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0093, loss: -0.0093 +2024-07-08 18:53:55,513 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:42:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0071, loss: -0.0071 +2024-07-08 18:54:18,626 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:41:47, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0083, loss: -0.0083 +2024-07-08 18:54:41,789 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:41:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0079, loss: -0.0079 +2024-07-08 18:55:04,940 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:41:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0098, loss: -0.0098 +2024-07-08 18:55:28,076 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:40:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 18:55:51,186 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:40:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0094, loss: -0.0094 +2024-07-08 18:56:14,342 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:39:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0072, loss: -0.0072 +2024-07-08 18:56:16,265 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-07-08 18:57:34,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 18:57:34,531 - pyskl - INFO - +top1_acc 0.9108 +top5_acc 0.9853 +2024-07-08 18:57:34,533 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9108, top5_acc: 0.9853 +2024-07-08 18:58:16,899 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:39:23, time: 0.424, data_time: 0.188, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0088, loss: -0.0088 +2024-07-08 18:58:40,174 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:39:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0036, loss: -0.0036 +2024-07-08 18:59:03,358 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:38:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0090, loss: -0.0090 +2024-07-08 18:59:26,486 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:38:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0098, loss: -0.0098 +2024-07-08 18:59:49,634 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:37:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0102, loss: -0.0102 +2024-07-08 19:00:12,739 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:37:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0054, loss: -0.0054 +2024-07-08 19:00:35,856 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:37:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0095, loss: -0.0095 +2024-07-08 19:00:58,978 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:36:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0076, loss: -0.0076 +2024-07-08 19:01:22,218 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:36:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0070, loss: -0.0070 +2024-07-08 19:01:45,355 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:35:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0089, loss: -0.0089 +2024-07-08 19:02:08,694 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:35:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 19:02:31,800 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:35:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0097, loss: -0.0097 +2024-07-08 19:02:54,941 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:34:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0095, loss: -0.0095 +2024-07-08 19:03:18,306 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:34:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0069, loss: -0.0069 +2024-07-08 19:03:41,556 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:33:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0094, loss: -0.0094 +2024-07-08 19:04:04,770 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:33:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 19:04:28,032 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:33:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0070, loss: -0.0070 +2024-07-08 19:04:51,329 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:32:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 19:05:14,451 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:32:14, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0083, loss: -0.0083 +2024-07-08 19:05:37,551 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:31:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 19:06:00,671 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:31:27, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 19:06:23,881 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:31:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0095, loss: -0.0095 +2024-07-08 19:06:47,000 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:30:39, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0089, loss: -0.0089 +2024-07-08 19:07:10,081 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:30:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 19:07:33,236 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:29:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0083, loss: -0.0083 +2024-07-08 19:07:35,130 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-07-08 19:08:53,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 19:08:53,525 - pyskl - INFO - +top1_acc 0.9114 +top5_acc 0.9848 +2024-07-08 19:08:53,527 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9114, top5_acc: 0.9848 +2024-07-08 19:09:35,822 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:29:27, time: 0.423, data_time: 0.186, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0095, loss: -0.0095 +2024-07-08 19:09:59,024 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:29:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-08 19:10:22,189 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:28:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0090, loss: -0.0090 +2024-07-08 19:10:45,459 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:28:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0096, loss: -0.0096 +2024-07-08 19:11:08,683 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:27:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 19:11:31,893 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:27:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 19:11:55,046 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:27:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0078, loss: -0.0078 +2024-07-08 19:12:18,225 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:26:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 19:12:41,408 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:26:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 19:13:04,619 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:25:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 19:13:27,789 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:25:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0087, loss: -0.0087 +2024-07-08 19:13:51,002 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:25:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-08 19:14:14,214 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:24:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 19:14:37,485 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:24:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0078, loss: -0.0078 +2024-07-08 19:15:00,649 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:23:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0088, loss: -0.0088 +2024-07-08 19:15:23,853 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:23:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0079, loss: -0.0079 +2024-07-08 19:15:47,024 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:23:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0098, loss: -0.0098 +2024-07-08 19:16:10,168 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:22:41, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0072, loss: -0.0072 +2024-07-08 19:16:33,310 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:22:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 19:16:56,443 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:21:54, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0073, loss: -0.0073 +2024-07-08 19:17:19,551 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:21:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0060, loss: -0.0060 +2024-07-08 19:17:42,669 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:21:06, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0088, loss: -0.0088 +2024-07-08 19:18:05,769 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:20:42, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0110, loss: -0.0110 +2024-07-08 19:18:28,882 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:20:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0106, loss: -0.0106 +2024-07-08 19:18:51,992 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:19:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0072, loss: -0.0072 +2024-07-08 19:18:53,851 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-07-08 19:20:12,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 19:20:12,155 - pyskl - INFO - +top1_acc 0.9113 +top5_acc 0.9850 +2024-07-08 19:20:12,157 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9113, top5_acc: 0.9850 +2024-07-08 19:20:54,526 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:19:30, time: 0.424, data_time: 0.187, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0094, loss: -0.0094 +2024-07-08 19:21:17,734 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:19:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0072, loss: -0.0072 +2024-07-08 19:21:40,901 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:18:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-08 19:22:04,119 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:18:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0096, loss: -0.0096 +2024-07-08 19:22:27,507 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:17:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0088, loss: -0.0088 +2024-07-08 19:22:50,754 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:17:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0095, loss: -0.0095 +2024-07-08 19:23:13,976 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:17:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 19:23:37,129 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:16:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0080, loss: -0.0080 +2024-07-08 19:24:00,262 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:16:19, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0096, loss: -0.0096 +2024-07-08 19:24:23,463 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:15:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0099, loss: -0.0099 +2024-07-08 19:24:46,610 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:15:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0089, loss: -0.0089 +2024-07-08 19:25:09,811 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:15:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0079, loss: -0.0079 +2024-07-08 19:25:33,036 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:14:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0091, loss: -0.0091 +2024-07-08 19:25:56,263 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:14:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0087, loss: -0.0087 +2024-07-08 19:26:19,456 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:13:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0091, loss: -0.0091 +2024-07-08 19:26:42,718 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:13:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0093, loss: -0.0093 +2024-07-08 19:27:05,960 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:13:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-08 19:27:29,105 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:12:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0080, loss: -0.0080 +2024-07-08 19:27:52,242 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0088, loss: -0.0088 +2024-07-08 19:28:15,403 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:11:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0088, loss: -0.0088 +2024-07-08 19:28:38,543 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0078, loss: -0.0078 +2024-07-08 19:29:01,686 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:11:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0083, loss: -0.0083 +2024-07-08 19:29:24,826 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:10:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0073, loss: -0.0073 +2024-07-08 19:29:47,985 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0099, loss: -0.0099 +2024-07-08 19:30:11,113 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:09:58, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0101, loss: -0.0101 +2024-07-08 19:30:13,017 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-07-08 19:31:31,343 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 19:31:31,409 - pyskl - INFO - +top1_acc 0.9126 +top5_acc 0.9855 +2024-07-08 19:31:31,414 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_143.pth was removed +2024-07-08 19:31:31,534 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2024-07-08 19:31:31,535 - pyskl - INFO - Best top1_acc is 0.9126 at 149 epoch. +2024-07-08 19:31:31,537 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9126, top5_acc: 0.9855 +2024-07-08 19:32:13,737 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:33, time: 0.422, data_time: 0.186, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0090, loss: -0.0090 +2024-07-08 19:32:36,908 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:09:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0106, loss: -0.0106 +2024-07-08 19:33:00,082 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:08:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0099, loss: -0.0099 +2024-07-08 19:33:23,277 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-08 19:33:46,490 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:07:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-08 19:34:09,715 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0092, loss: -0.0092 +2024-07-08 19:34:32,853 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:07:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0071, loss: -0.0071 +2024-07-08 19:34:56,002 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:46, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0083, loss: -0.0083 +2024-07-08 19:35:19,152 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0079, loss: -0.0079 +2024-07-08 19:35:42,310 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:05:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0094, loss: -0.0094 +2024-07-08 19:36:05,530 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0089, loss: -0.0089 +2024-07-08 19:36:28,681 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0095, loss: -0.0095 +2024-07-08 19:36:51,868 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0095, loss: -0.0095 +2024-07-08 19:37:15,175 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 19:37:38,490 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:03:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0088, loss: -0.0088 +2024-07-08 19:38:01,792 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0086, loss: -0.0086 +2024-07-08 19:38:24,951 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0073, loss: -0.0073 +2024-07-08 19:38:48,136 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-08 19:39:11,268 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0081, loss: -0.0081 +2024-07-08 19:39:34,374 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:02:00, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0083, loss: -0.0083 +2024-07-08 19:39:57,491 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0084, loss: -0.0084 +2024-07-08 19:40:20,647 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0103, loss: -0.0103 +2024-07-08 19:40:43,839 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0097, loss: -0.0097 +2024-07-08 19:41:06,965 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:25, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0077, loss: -0.0077 +2024-07-08 19:41:30,087 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0082, loss: -0.0082 +2024-07-08 19:41:31,968 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-07-08 19:42:50,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-08 19:42:50,329 - pyskl - INFO - +top1_acc 0.9111 +top5_acc 0.9854 +2024-07-08 19:42:50,331 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9111, top5_acc: 0.9854 +2024-07-08 19:42:58,173 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-08 19:42:58,182 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/ntu60_xsub/j_2/best_top1_acc_epoch_149.pth +2024-07-08 19:53:04,400 - pyskl - INFO - Testing results of the best checkpoint +2024-07-08 19:53:04,400 - pyskl - INFO - top1_acc: 0.9138 +2024-07-08 19:53:04,400 - pyskl - INFO - top5_acc: 0.9865