diff --git "a/pku_mmd_xsub/b_2/20250702_012904.log" "b/pku_mmd_xsub/b_2/20250702_012904.log" new file mode 100644--- /dev/null +++ "b/pku_mmd_xsub/b_2/20250702_012904.log" @@ -0,0 +1,2847 @@ +2025-07-02 01:29:04,974 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-07-02 01:29:05,254 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/test_aclnet/pku_mmd_xsub/b_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='pku_mmd', num_classes=51, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/pku/pku_mmd.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=50), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=50, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=50, 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/pku/pku_mmd.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=50), + 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/pku/pku_mmd.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=50, 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/pku/pku_mmd.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=50, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-07-02 01:29:05,255 - pyskl - INFO - Set random seed to 1416160334, deterministic: False +2025-07-02 01:29:09,020 - pyskl - INFO - 18837 videos remain after valid thresholding +2025-07-02 01:29:15,303 - pyskl - INFO - 2704 videos remain after valid thresholding +2025-07-02 01:29:15,307 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2 +2025-07-02 01:29:15,308 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-07-02 01:29:15,308 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-07-02 01:29:15,308 - pyskl - INFO - Checkpoints will be saved to /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2 by HardDiskBackend. +2025-07-02 01:29:52,201 - pyskl - INFO - Epoch [1][100/1178] lr: 2.500e-02, eta: 18:05:46, time: 0.369, data_time: 0.211, memory: 3565, top1_acc: 0.0563, top5_acc: 0.1831, loss_cls: 4.3298, loss: 4.3298 +2025-07-02 01:30:07,194 - pyskl - INFO - Epoch [1][200/1178] lr: 2.500e-02, eta: 12:43:06, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.1031, top5_acc: 0.3162, loss_cls: 4.0877, loss: 4.0877 +2025-07-02 01:30:22,318 - pyskl - INFO - Epoch [1][300/1178] lr: 2.500e-02, eta: 10:56:39, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.1613, top5_acc: 0.4519, loss_cls: 3.7267, loss: 3.7267 +2025-07-02 01:30:37,368 - pyskl - INFO - Epoch [1][400/1178] lr: 2.500e-02, eta: 10:02:45, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.1994, top5_acc: 0.5669, loss_cls: 3.3992, loss: 3.3992 +2025-07-02 01:30:52,448 - pyskl - INFO - Epoch [1][500/1178] lr: 2.500e-02, eta: 9:30:30, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.2381, top5_acc: 0.6644, loss_cls: 3.1026, loss: 3.1026 +2025-07-02 01:31:07,813 - pyskl - INFO - Epoch [1][600/1178] lr: 2.500e-02, eta: 9:10:18, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.3056, top5_acc: 0.7462, loss_cls: 2.8110, loss: 2.8110 +2025-07-02 01:31:23,117 - pyskl - INFO - Epoch [1][700/1178] lr: 2.500e-02, eta: 8:55:33, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.3200, top5_acc: 0.7638, loss_cls: 2.6734, loss: 2.6734 +2025-07-02 01:31:38,170 - pyskl - INFO - Epoch [1][800/1178] lr: 2.500e-02, eta: 8:43:30, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.3600, top5_acc: 0.8044, loss_cls: 2.5192, loss: 2.5192 +2025-07-02 01:31:53,260 - pyskl - INFO - Epoch [1][900/1178] lr: 2.500e-02, eta: 8:34:12, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.4200, top5_acc: 0.8325, loss_cls: 2.3893, loss: 2.3893 +2025-07-02 01:32:08,297 - pyskl - INFO - Epoch [1][1000/1178] lr: 2.500e-02, eta: 8:26:32, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.4525, top5_acc: 0.8581, loss_cls: 2.2314, loss: 2.2314 +2025-07-02 01:32:23,470 - pyskl - INFO - Epoch [1][1100/1178] lr: 2.500e-02, eta: 8:20:36, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.4881, top5_acc: 0.8831, loss_cls: 2.0696, loss: 2.0696 +2025-07-02 01:32:35,877 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-07-02 01:32:58,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 01:32:58,668 - pyskl - INFO - +top1_acc 0.4811 +top5_acc 0.9098 +2025-07-02 01:32:58,846 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-07-02 01:32:58,847 - pyskl - INFO - Best top1_acc is 0.4811 at 1 epoch. +2025-07-02 01:32:58,848 - pyskl - INFO - Epoch(val) [1][169] top1_acc: 0.4811, top5_acc: 0.9098 +2025-07-02 01:33:35,550 - pyskl - INFO - Epoch [2][100/1178] lr: 2.500e-02, eta: 8:34:23, time: 0.367, data_time: 0.214, memory: 3565, top1_acc: 0.5112, top5_acc: 0.8875, loss_cls: 2.0201, loss: 2.0201 +2025-07-02 01:33:50,657 - pyskl - INFO - Epoch [2][200/1178] lr: 2.500e-02, eta: 8:28:49, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.5481, top5_acc: 0.9081, loss_cls: 1.8672, loss: 1.8672 +2025-07-02 01:34:05,634 - pyskl - INFO - Epoch [2][300/1178] lr: 2.500e-02, eta: 8:23:43, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.5825, top5_acc: 0.9081, loss_cls: 1.8408, loss: 1.8408 +2025-07-02 01:34:20,604 - pyskl - INFO - Epoch [2][400/1178] lr: 2.500e-02, eta: 8:19:13, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.5775, top5_acc: 0.9106, loss_cls: 1.8089, loss: 1.8089 +2025-07-02 01:34:35,932 - pyskl - INFO - Epoch [2][500/1178] lr: 2.499e-02, eta: 8:15:50, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.6144, top5_acc: 0.9194, loss_cls: 1.6979, loss: 1.6979 +2025-07-02 01:34:51,254 - pyskl - INFO - Epoch [2][600/1178] lr: 2.499e-02, eta: 8:12:48, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.6200, top5_acc: 0.9194, loss_cls: 1.6937, loss: 1.6937 +2025-07-02 01:35:06,521 - pyskl - INFO - Epoch [2][700/1178] lr: 2.499e-02, eta: 8:09:59, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.6100, top5_acc: 0.9263, loss_cls: 1.6577, loss: 1.6577 +2025-07-02 01:35:21,774 - pyskl - INFO - Epoch [2][800/1178] lr: 2.499e-02, eta: 8:07:24, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.6456, top5_acc: 0.9294, loss_cls: 1.5826, loss: 1.5826 +2025-07-02 01:35:36,976 - pyskl - INFO - Epoch [2][900/1178] lr: 2.499e-02, eta: 8:04:58, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.6444, top5_acc: 0.9469, loss_cls: 1.5322, loss: 1.5322 +2025-07-02 01:35:52,283 - pyskl - INFO - Epoch [2][1000/1178] lr: 2.499e-02, eta: 8:02:53, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.6419, top5_acc: 0.9281, loss_cls: 1.5494, loss: 1.5494 +2025-07-02 01:36:07,934 - pyskl - INFO - Epoch [2][1100/1178] lr: 2.499e-02, eta: 8:01:23, time: 0.157, data_time: 0.000, memory: 3565, top1_acc: 0.6706, top5_acc: 0.9425, loss_cls: 1.4685, loss: 1.4685 +2025-07-02 01:36:20,426 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-07-02 01:36:43,575 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 01:36:43,586 - pyskl - INFO - +top1_acc 0.6838 +top5_acc 0.9641 +2025-07-02 01:36:43,592 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_1.pth was removed +2025-07-02 01:36:43,725 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-07-02 01:36:43,726 - pyskl - INFO - Best top1_acc is 0.6838 at 2 epoch. +2025-07-02 01:36:43,727 - pyskl - INFO - Epoch(val) [2][169] top1_acc: 0.6838, top5_acc: 0.9641 +2025-07-02 01:37:19,439 - pyskl - INFO - Epoch [3][100/1178] lr: 2.499e-02, eta: 8:08:16, time: 0.357, data_time: 0.205, memory: 3565, top1_acc: 0.6794, top5_acc: 0.9431, loss_cls: 1.4284, loss: 1.4284 +2025-07-02 01:37:34,581 - pyskl - INFO - Epoch [3][200/1178] lr: 2.499e-02, eta: 8:06:05, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.6931, top5_acc: 0.9500, loss_cls: 1.4090, loss: 1.4090 +2025-07-02 01:37:49,757 - pyskl - INFO - Epoch [3][300/1178] lr: 2.499e-02, eta: 8:04:05, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.7044, top5_acc: 0.9519, loss_cls: 1.3454, loss: 1.3454 +2025-07-02 01:38:05,106 - pyskl - INFO - Epoch [3][400/1178] lr: 2.499e-02, eta: 8:02:24, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.6850, top5_acc: 0.9481, loss_cls: 1.4128, loss: 1.4128 +2025-07-02 01:38:20,404 - pyskl - INFO - Epoch [3][500/1178] lr: 2.498e-02, eta: 8:00:46, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.6925, top5_acc: 0.9456, loss_cls: 1.3760, loss: 1.3760 +2025-07-02 01:38:35,689 - pyskl - INFO - Epoch [3][600/1178] lr: 2.498e-02, eta: 7:59:12, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.7212, top5_acc: 0.9637, loss_cls: 1.2557, loss: 1.2557 +2025-07-02 01:38:50,889 - pyskl - INFO - Epoch [3][700/1178] lr: 2.498e-02, eta: 7:57:39, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.7194, top5_acc: 0.9537, loss_cls: 1.2989, loss: 1.2989 +2025-07-02 01:39:06,089 - pyskl - INFO - Epoch [3][800/1178] lr: 2.498e-02, eta: 7:56:11, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.7400, top5_acc: 0.9606, loss_cls: 1.2238, loss: 1.2238 +2025-07-02 01:39:21,391 - pyskl - INFO - Epoch [3][900/1178] lr: 2.498e-02, eta: 7:54:52, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.7169, top5_acc: 0.9550, loss_cls: 1.2838, loss: 1.2838 +2025-07-02 01:39:36,601 - pyskl - INFO - Epoch [3][1000/1178] lr: 2.498e-02, eta: 7:53:33, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.7344, top5_acc: 0.9531, loss_cls: 1.2503, loss: 1.2503 +2025-07-02 01:39:51,684 - pyskl - INFO - Epoch [3][1100/1178] lr: 2.498e-02, eta: 7:52:11, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.7350, top5_acc: 0.9575, loss_cls: 1.2522, loss: 1.2522 +2025-07-02 01:40:04,160 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-07-02 01:40:26,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 01:40:26,681 - pyskl - INFO - +top1_acc 0.7163 +top5_acc 0.9771 +2025-07-02 01:40:26,685 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_2.pth was removed +2025-07-02 01:40:26,800 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-07-02 01:40:26,801 - pyskl - INFO - Best top1_acc is 0.7163 at 3 epoch. +2025-07-02 01:40:26,802 - pyskl - INFO - Epoch(val) [3][169] top1_acc: 0.7163, top5_acc: 0.9771 +2025-07-02 01:41:02,407 - pyskl - INFO - Epoch [4][100/1178] lr: 2.497e-02, eta: 7:56:51, time: 0.356, data_time: 0.203, memory: 3565, top1_acc: 0.7531, top5_acc: 0.9600, loss_cls: 1.1782, loss: 1.1782 +2025-07-02 01:41:17,734 - pyskl - INFO - Epoch [4][200/1178] lr: 2.497e-02, eta: 7:55:39, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 1.1258, loss: 1.1258 +2025-07-02 01:41:33,105 - pyskl - INFO - Epoch [4][300/1178] lr: 2.497e-02, eta: 7:54:31, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.7375, top5_acc: 0.9550, loss_cls: 1.2230, loss: 1.2230 +2025-07-02 01:41:48,396 - pyskl - INFO - Epoch [4][400/1178] lr: 2.497e-02, eta: 7:53:23, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.7562, top5_acc: 0.9613, loss_cls: 1.1504, loss: 1.1504 +2025-07-02 01:42:03,522 - pyskl - INFO - Epoch [4][500/1178] lr: 2.497e-02, eta: 7:52:10, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.7506, top5_acc: 0.9706, loss_cls: 1.1281, loss: 1.1281 +2025-07-02 01:42:18,644 - pyskl - INFO - Epoch [4][600/1178] lr: 2.497e-02, eta: 7:51:00, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.7481, top5_acc: 0.9544, loss_cls: 1.1990, loss: 1.1990 +2025-07-02 01:42:33,784 - pyskl - INFO - Epoch [4][700/1178] lr: 2.496e-02, eta: 7:49:53, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 1.1693, loss: 1.1693 +2025-07-02 01:42:48,877 - pyskl - INFO - Epoch [4][800/1178] lr: 2.496e-02, eta: 7:48:47, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 1.1912, loss: 1.1912 +2025-07-02 01:43:04,050 - pyskl - INFO - Epoch [4][900/1178] lr: 2.496e-02, eta: 7:47:46, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 1.1478, loss: 1.1478 +2025-07-02 01:43:19,302 - pyskl - INFO - Epoch [4][1000/1178] lr: 2.496e-02, eta: 7:46:51, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 1.1834, loss: 1.1834 +2025-07-02 01:43:34,389 - pyskl - INFO - Epoch [4][1100/1178] lr: 2.496e-02, eta: 7:45:50, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.7800, top5_acc: 0.9675, loss_cls: 1.0549, loss: 1.0549 +2025-07-02 01:43:46,738 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-07-02 01:44:09,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 01:44:09,137 - pyskl - INFO - +top1_acc 0.7237 +top5_acc 0.9675 +2025-07-02 01:44:09,141 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_3.pth was removed +2025-07-02 01:44:09,253 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-07-02 01:44:09,254 - pyskl - INFO - Best top1_acc is 0.7237 at 4 epoch. +2025-07-02 01:44:09,254 - pyskl - INFO - Epoch(val) [4][169] top1_acc: 0.7237, top5_acc: 0.9675 +2025-07-02 01:44:44,928 - pyskl - INFO - Epoch [5][100/1178] lr: 2.495e-02, eta: 7:49:23, time: 0.357, data_time: 0.204, memory: 3565, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 1.0582, loss: 1.0582 +2025-07-02 01:45:00,033 - pyskl - INFO - Epoch [5][200/1178] lr: 2.495e-02, eta: 7:48:22, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.7887, top5_acc: 0.9712, loss_cls: 1.0107, loss: 1.0107 +2025-07-02 01:45:15,240 - pyskl - INFO - Epoch [5][300/1178] lr: 2.495e-02, eta: 7:47:26, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.7675, top5_acc: 0.9656, loss_cls: 1.0547, loss: 1.0547 +2025-07-02 01:45:30,469 - pyskl - INFO - Epoch [5][400/1178] lr: 2.495e-02, eta: 7:46:32, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 1.0564, loss: 1.0564 +2025-07-02 01:45:45,962 - pyskl - INFO - Epoch [5][500/1178] lr: 2.495e-02, eta: 7:45:49, time: 0.155, data_time: 0.000, memory: 3565, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 1.0243, loss: 1.0243 +2025-07-02 01:46:01,160 - pyskl - INFO - Epoch [5][600/1178] lr: 2.494e-02, eta: 7:44:57, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 1.0467, loss: 1.0467 +2025-07-02 01:46:16,365 - pyskl - INFO - Epoch [5][700/1178] lr: 2.494e-02, eta: 7:44:07, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 1.0500, loss: 1.0500 +2025-07-02 01:46:31,702 - pyskl - INFO - Epoch [5][800/1178] lr: 2.494e-02, eta: 7:43:22, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 1.0427, loss: 1.0427 +2025-07-02 01:46:46,900 - pyskl - INFO - Epoch [5][900/1178] lr: 2.494e-02, eta: 7:42:34, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 1.0249, loss: 1.0249 +2025-07-02 01:47:01,984 - pyskl - INFO - Epoch [5][1000/1178] lr: 2.494e-02, eta: 7:41:44, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 1.0002, loss: 1.0002 +2025-07-02 01:47:16,968 - pyskl - INFO - Epoch [5][1100/1178] lr: 2.493e-02, eta: 7:40:52, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 0.9572, loss: 0.9572 +2025-07-02 01:47:29,170 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-07-02 01:47:51,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 01:47:51,616 - pyskl - INFO - +top1_acc 0.8051 +top5_acc 0.9834 +2025-07-02 01:47:51,619 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_4.pth was removed +2025-07-02 01:47:51,733 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-07-02 01:47:51,734 - pyskl - INFO - Best top1_acc is 0.8051 at 5 epoch. +2025-07-02 01:47:51,735 - pyskl - INFO - Epoch(val) [5][169] top1_acc: 0.8051, top5_acc: 0.9834 +2025-07-02 01:48:27,167 - pyskl - INFO - Epoch [6][100/1178] lr: 2.493e-02, eta: 7:43:32, time: 0.354, data_time: 0.203, memory: 3565, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 0.9927, loss: 0.9927 +2025-07-02 01:48:42,375 - pyskl - INFO - Epoch [6][200/1178] lr: 2.493e-02, eta: 7:42:45, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 0.9792, loss: 0.9792 +2025-07-02 01:48:57,493 - pyskl - INFO - Epoch [6][300/1178] lr: 2.492e-02, eta: 7:41:57, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.9569, loss: 0.9569 +2025-07-02 01:49:12,620 - pyskl - INFO - Epoch [6][400/1178] lr: 2.492e-02, eta: 7:41:10, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.7994, top5_acc: 0.9756, loss_cls: 0.9603, loss: 0.9603 +2025-07-02 01:49:27,813 - pyskl - INFO - Epoch [6][500/1178] lr: 2.492e-02, eta: 7:40:26, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 0.9950, loss: 0.9950 +2025-07-02 01:49:43,029 - pyskl - INFO - Epoch [6][600/1178] lr: 2.492e-02, eta: 7:39:43, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 0.9287, loss: 0.9287 +2025-07-02 01:49:58,299 - pyskl - INFO - Epoch [6][700/1178] lr: 2.491e-02, eta: 7:39:03, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 0.9683, loss: 0.9683 +2025-07-02 01:50:13,573 - pyskl - INFO - Epoch [6][800/1178] lr: 2.491e-02, eta: 7:38:23, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 0.9198, loss: 0.9198 +2025-07-02 01:50:28,699 - pyskl - INFO - Epoch [6][900/1178] lr: 2.491e-02, eta: 7:37:41, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 0.9200, loss: 0.9200 +2025-07-02 01:50:43,889 - pyskl - INFO - Epoch [6][1000/1178] lr: 2.491e-02, eta: 7:37:01, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 0.9661, loss: 0.9661 +2025-07-02 01:50:58,954 - pyskl - INFO - Epoch [6][1100/1178] lr: 2.490e-02, eta: 7:36:18, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 0.9231, loss: 0.9231 +2025-07-02 01:51:11,147 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-07-02 01:51:33,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 01:51:33,613 - pyskl - INFO - +top1_acc 0.8114 +top5_acc 0.9852 +2025-07-02 01:51:33,617 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_5.pth was removed +2025-07-02 01:51:33,728 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-07-02 01:51:33,728 - pyskl - INFO - Best top1_acc is 0.8114 at 6 epoch. +2025-07-02 01:51:33,729 - pyskl - INFO - Epoch(val) [6][169] top1_acc: 0.8114, top5_acc: 0.9852 +2025-07-02 01:52:09,451 - pyskl - INFO - Epoch [7][100/1178] lr: 2.490e-02, eta: 7:38:35, time: 0.357, data_time: 0.207, memory: 3565, top1_acc: 0.8131, top5_acc: 0.9769, loss_cls: 0.8853, loss: 0.8853 +2025-07-02 01:52:24,541 - pyskl - INFO - Epoch [7][200/1178] lr: 2.490e-02, eta: 7:37:52, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 0.8593, loss: 0.8593 +2025-07-02 01:52:39,620 - pyskl - INFO - Epoch [7][300/1178] lr: 2.489e-02, eta: 7:37:10, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 0.9224, loss: 0.9224 +2025-07-02 01:52:54,744 - pyskl - INFO - Epoch [7][400/1178] lr: 2.489e-02, eta: 7:36:29, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 0.8156, loss: 0.8156 +2025-07-02 01:53:09,901 - pyskl - INFO - Epoch [7][500/1178] lr: 2.489e-02, eta: 7:35:50, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 0.8552, loss: 0.8552 +2025-07-02 01:53:25,044 - pyskl - INFO - Epoch [7][600/1178] lr: 2.488e-02, eta: 7:35:11, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 0.8495, loss: 0.8495 +2025-07-02 01:53:40,304 - pyskl - INFO - Epoch [7][700/1178] lr: 2.488e-02, eta: 7:34:36, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.8885, loss: 0.8885 +2025-07-02 01:53:55,568 - pyskl - INFO - Epoch [7][800/1178] lr: 2.488e-02, eta: 7:34:01, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 0.8929, loss: 0.8929 +2025-07-02 01:54:10,823 - pyskl - INFO - Epoch [7][900/1178] lr: 2.487e-02, eta: 7:33:26, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 0.8180, loss: 0.8180 +2025-07-02 01:54:26,150 - pyskl - INFO - Epoch [7][1000/1178] lr: 2.487e-02, eta: 7:32:53, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.9332, loss: 0.9332 +2025-07-02 01:54:41,522 - pyskl - INFO - Epoch [7][1100/1178] lr: 2.487e-02, eta: 7:32:22, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.8139, loss: 0.8139 +2025-07-02 01:54:54,087 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-07-02 01:55:16,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 01:55:16,625 - pyskl - INFO - +top1_acc 0.7877 +top5_acc 0.9763 +2025-07-02 01:55:16,625 - pyskl - INFO - Epoch(val) [7][169] top1_acc: 0.7877, top5_acc: 0.9763 +2025-07-02 01:55:52,154 - pyskl - INFO - Epoch [8][100/1178] lr: 2.486e-02, eta: 7:34:11, time: 0.355, data_time: 0.204, memory: 3565, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.8148, loss: 0.8148 +2025-07-02 01:56:07,187 - pyskl - INFO - Epoch [8][200/1178] lr: 2.486e-02, eta: 7:33:32, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 0.7774, loss: 0.7774 +2025-07-02 01:56:22,328 - pyskl - INFO - Epoch [8][300/1178] lr: 2.486e-02, eta: 7:32:56, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.8602, loss: 0.8602 +2025-07-02 01:56:37,482 - pyskl - INFO - Epoch [8][400/1178] lr: 2.485e-02, eta: 7:32:20, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 0.8152, loss: 0.8152 +2025-07-02 01:56:52,711 - pyskl - INFO - Epoch [8][500/1178] lr: 2.485e-02, eta: 7:31:46, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 0.7843, loss: 0.7843 +2025-07-02 01:57:07,866 - pyskl - INFO - Epoch [8][600/1178] lr: 2.485e-02, eta: 7:31:11, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 0.8304, loss: 0.8304 +2025-07-02 01:57:23,095 - pyskl - INFO - Epoch [8][700/1178] lr: 2.484e-02, eta: 7:30:38, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8163, top5_acc: 0.9800, loss_cls: 0.8482, loss: 0.8482 +2025-07-02 01:57:38,234 - pyskl - INFO - Epoch [8][800/1178] lr: 2.484e-02, eta: 7:30:04, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 0.8348, loss: 0.8348 +2025-07-02 01:57:53,348 - pyskl - INFO - Epoch [8][900/1178] lr: 2.484e-02, eta: 7:29:30, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 0.8526, loss: 0.8526 +2025-07-02 01:58:08,662 - pyskl - INFO - Epoch [8][1000/1178] lr: 2.483e-02, eta: 7:28:59, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 0.8145, loss: 0.8145 +2025-07-02 01:58:23,864 - pyskl - INFO - Epoch [8][1100/1178] lr: 2.483e-02, eta: 7:28:27, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.8153, loss: 0.8153 +2025-07-02 01:58:36,239 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-07-02 01:58:58,733 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 01:58:58,743 - pyskl - INFO - +top1_acc 0.8425 +top5_acc 0.9874 +2025-07-02 01:58:58,747 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_6.pth was removed +2025-07-02 01:58:58,862 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-07-02 01:58:58,863 - pyskl - INFO - Best top1_acc is 0.8425 at 8 epoch. +2025-07-02 01:58:58,864 - pyskl - INFO - Epoch(val) [8][169] top1_acc: 0.8425, top5_acc: 0.9874 +2025-07-02 01:59:35,149 - pyskl - INFO - Epoch [9][100/1178] lr: 2.482e-02, eta: 7:30:13, time: 0.363, data_time: 0.210, memory: 3565, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 0.8203, loss: 0.8203 +2025-07-02 01:59:50,205 - pyskl - INFO - Epoch [9][200/1178] lr: 2.482e-02, eta: 7:29:38, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.7758, loss: 0.7758 +2025-07-02 02:00:05,450 - pyskl - INFO - Epoch [9][300/1178] lr: 2.481e-02, eta: 7:29:06, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 0.7704, loss: 0.7704 +2025-07-02 02:00:20,623 - pyskl - INFO - Epoch [9][400/1178] lr: 2.481e-02, eta: 7:28:34, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 0.7916, loss: 0.7916 +2025-07-02 02:00:35,937 - pyskl - INFO - Epoch [9][500/1178] lr: 2.481e-02, eta: 7:28:04, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.8244, loss: 0.8244 +2025-07-02 02:00:51,150 - pyskl - INFO - Epoch [9][600/1178] lr: 2.480e-02, eta: 7:27:33, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8201, loss: 0.8201 +2025-07-02 02:01:06,396 - pyskl - INFO - Epoch [9][700/1178] lr: 2.480e-02, eta: 7:27:02, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.7545, loss: 0.7545 +2025-07-02 02:01:21,573 - pyskl - INFO - Epoch [9][800/1178] lr: 2.479e-02, eta: 7:26:31, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 0.8664, loss: 0.8664 +2025-07-02 02:01:36,787 - pyskl - INFO - Epoch [9][900/1178] lr: 2.479e-02, eta: 7:26:01, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 0.8307, loss: 0.8307 +2025-07-02 02:01:52,213 - pyskl - INFO - Epoch [9][1000/1178] lr: 2.479e-02, eta: 7:25:34, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.7939, loss: 0.7939 +2025-07-02 02:02:07,494 - pyskl - INFO - Epoch [9][1100/1178] lr: 2.478e-02, eta: 7:25:06, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.7688, loss: 0.7688 +2025-07-02 02:02:19,863 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-07-02 02:02:42,457 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:02:42,467 - pyskl - INFO - +top1_acc 0.8665 +top5_acc 0.9882 +2025-07-02 02:02:42,470 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_8.pth was removed +2025-07-02 02:02:42,581 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-07-02 02:02:42,581 - pyskl - INFO - Best top1_acc is 0.8665 at 9 epoch. +2025-07-02 02:02:42,582 - pyskl - INFO - Epoch(val) [9][169] top1_acc: 0.8665, top5_acc: 0.9882 +2025-07-02 02:03:18,238 - pyskl - INFO - Epoch [10][100/1178] lr: 2.477e-02, eta: 7:26:26, time: 0.357, data_time: 0.206, memory: 3565, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.7529, loss: 0.7529 +2025-07-02 02:03:33,194 - pyskl - INFO - Epoch [10][200/1178] lr: 2.477e-02, eta: 7:25:52, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 0.7527, loss: 0.7527 +2025-07-02 02:03:48,441 - pyskl - INFO - Epoch [10][300/1178] lr: 2.477e-02, eta: 7:25:23, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.7713, loss: 0.7713 +2025-07-02 02:04:03,603 - pyskl - INFO - Epoch [10][400/1178] lr: 2.476e-02, eta: 7:24:52, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 0.7760, loss: 0.7760 +2025-07-02 02:04:18,582 - pyskl - INFO - Epoch [10][500/1178] lr: 2.476e-02, eta: 7:24:19, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6652, loss: 0.6652 +2025-07-02 02:04:33,545 - pyskl - INFO - Epoch [10][600/1178] lr: 2.475e-02, eta: 7:23:46, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 0.7747, loss: 0.7747 +2025-07-02 02:04:48,528 - pyskl - INFO - Epoch [10][700/1178] lr: 2.475e-02, eta: 7:23:14, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.7575, loss: 0.7575 +2025-07-02 02:05:03,604 - pyskl - INFO - Epoch [10][800/1178] lr: 2.474e-02, eta: 7:22:43, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.7723, loss: 0.7723 +2025-07-02 02:05:18,753 - pyskl - INFO - Epoch [10][900/1178] lr: 2.474e-02, eta: 7:22:14, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 0.7763, loss: 0.7763 +2025-07-02 02:05:33,939 - pyskl - INFO - Epoch [10][1000/1178] lr: 2.474e-02, eta: 7:21:45, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 0.7369, loss: 0.7369 +2025-07-02 02:05:49,226 - pyskl - INFO - Epoch [10][1100/1178] lr: 2.473e-02, eta: 7:21:19, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.6914, loss: 0.6914 +2025-07-02 02:06:01,693 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-07-02 02:06:24,500 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:06:24,510 - pyskl - INFO - +top1_acc 0.8706 +top5_acc 0.9859 +2025-07-02 02:06:24,513 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_9.pth was removed +2025-07-02 02:06:24,622 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-07-02 02:06:24,623 - pyskl - INFO - Best top1_acc is 0.8706 at 10 epoch. +2025-07-02 02:06:24,624 - pyskl - INFO - Epoch(val) [10][169] top1_acc: 0.8706, top5_acc: 0.9859 +2025-07-02 02:07:00,098 - pyskl - INFO - Epoch [11][100/1178] lr: 2.472e-02, eta: 7:22:26, time: 0.355, data_time: 0.203, memory: 3565, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.6484, loss: 0.6484 +2025-07-02 02:07:15,250 - pyskl - INFO - Epoch [11][200/1178] lr: 2.472e-02, eta: 7:21:57, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7385, loss: 0.7385 +2025-07-02 02:07:30,378 - pyskl - INFO - Epoch [11][300/1178] lr: 2.471e-02, eta: 7:21:27, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.7273, loss: 0.7273 +2025-07-02 02:07:45,713 - pyskl - INFO - Epoch [11][400/1178] lr: 2.471e-02, eta: 7:21:01, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.6915, loss: 0.6915 +2025-07-02 02:08:00,931 - pyskl - INFO - Epoch [11][500/1178] lr: 2.470e-02, eta: 7:20:33, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 0.7663, loss: 0.7663 +2025-07-02 02:08:16,087 - pyskl - INFO - Epoch [11][600/1178] lr: 2.470e-02, eta: 7:20:05, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 0.7008, loss: 0.7008 +2025-07-02 02:08:31,206 - pyskl - INFO - Epoch [11][700/1178] lr: 2.469e-02, eta: 7:19:36, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.7000, loss: 0.7000 +2025-07-02 02:08:46,302 - pyskl - INFO - Epoch [11][800/1178] lr: 2.469e-02, eta: 7:19:08, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8263, top5_acc: 0.9825, loss_cls: 0.7752, loss: 0.7752 +2025-07-02 02:09:01,431 - pyskl - INFO - Epoch [11][900/1178] lr: 2.468e-02, eta: 7:18:40, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 0.7449, loss: 0.7449 +2025-07-02 02:09:16,803 - pyskl - INFO - Epoch [11][1000/1178] lr: 2.468e-02, eta: 7:18:15, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.7941, loss: 0.7941 +2025-07-02 02:09:32,121 - pyskl - INFO - Epoch [11][1100/1178] lr: 2.467e-02, eta: 7:17:50, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 0.6907, loss: 0.6907 +2025-07-02 02:09:44,580 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-07-02 02:10:07,096 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:10:07,106 - pyskl - INFO - +top1_acc 0.8820 +top5_acc 0.9908 +2025-07-02 02:10:07,109 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_10.pth was removed +2025-07-02 02:10:07,218 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-07-02 02:10:07,218 - pyskl - INFO - Best top1_acc is 0.8820 at 11 epoch. +2025-07-02 02:10:07,219 - pyskl - INFO - Epoch(val) [11][169] top1_acc: 0.8820, top5_acc: 0.9908 +2025-07-02 02:10:42,878 - pyskl - INFO - Epoch [12][100/1178] lr: 2.466e-02, eta: 7:18:50, time: 0.357, data_time: 0.205, memory: 3565, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.7107, loss: 0.7107 +2025-07-02 02:10:58,086 - pyskl - INFO - Epoch [12][200/1178] lr: 2.466e-02, eta: 7:18:23, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.6585, loss: 0.6585 +2025-07-02 02:11:13,152 - pyskl - INFO - Epoch [12][300/1178] lr: 2.465e-02, eta: 7:17:55, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 0.6968, loss: 0.6968 +2025-07-02 02:11:28,223 - pyskl - INFO - Epoch [12][400/1178] lr: 2.465e-02, eta: 7:17:26, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 0.7661, loss: 0.7661 +2025-07-02 02:11:43,292 - pyskl - INFO - Epoch [12][500/1178] lr: 2.464e-02, eta: 7:16:58, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7283, loss: 0.7283 +2025-07-02 02:11:58,300 - pyskl - INFO - Epoch [12][600/1178] lr: 2.464e-02, eta: 7:16:29, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.6908, loss: 0.6908 +2025-07-02 02:12:13,323 - pyskl - INFO - Epoch [12][700/1178] lr: 2.463e-02, eta: 7:16:01, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.6255, loss: 0.6255 +2025-07-02 02:12:28,315 - pyskl - INFO - Epoch [12][800/1178] lr: 2.463e-02, eta: 7:15:32, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 0.6606, loss: 0.6606 +2025-07-02 02:12:43,538 - pyskl - INFO - Epoch [12][900/1178] lr: 2.462e-02, eta: 7:15:07, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.6532, loss: 0.6532 +2025-07-02 02:12:58,740 - pyskl - INFO - Epoch [12][1000/1178] lr: 2.462e-02, eta: 7:14:41, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.7138, loss: 0.7138 +2025-07-02 02:13:13,864 - pyskl - INFO - Epoch [12][1100/1178] lr: 2.461e-02, eta: 7:14:15, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.6732, loss: 0.6732 +2025-07-02 02:13:26,209 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-07-02 02:13:48,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:13:48,781 - pyskl - INFO - +top1_acc 0.8524 +top5_acc 0.9856 +2025-07-02 02:13:48,782 - pyskl - INFO - Epoch(val) [12][169] top1_acc: 0.8524, top5_acc: 0.9856 +2025-07-02 02:14:24,669 - pyskl - INFO - Epoch [13][100/1178] lr: 2.460e-02, eta: 7:15:10, time: 0.359, data_time: 0.207, memory: 3565, top1_acc: 0.8588, top5_acc: 0.9744, loss_cls: 0.7325, loss: 0.7325 +2025-07-02 02:14:39,920 - pyskl - INFO - Epoch [13][200/1178] lr: 2.460e-02, eta: 7:14:45, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.6640, loss: 0.6640 +2025-07-02 02:14:55,079 - pyskl - INFO - Epoch [13][300/1178] lr: 2.459e-02, eta: 7:14:18, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 0.7093, loss: 0.7093 +2025-07-02 02:15:10,325 - pyskl - INFO - Epoch [13][400/1178] lr: 2.458e-02, eta: 7:13:53, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8562, top5_acc: 0.9875, loss_cls: 0.6742, loss: 0.6742 +2025-07-02 02:15:25,480 - pyskl - INFO - Epoch [13][500/1178] lr: 2.458e-02, eta: 7:13:27, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 0.6703, loss: 0.6703 +2025-07-02 02:15:40,656 - pyskl - INFO - Epoch [13][600/1178] lr: 2.457e-02, eta: 7:13:02, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.6387, loss: 0.6387 +2025-07-02 02:15:55,799 - pyskl - INFO - Epoch [13][700/1178] lr: 2.457e-02, eta: 7:12:36, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 0.6199, loss: 0.6199 +2025-07-02 02:16:10,883 - pyskl - INFO - Epoch [13][800/1178] lr: 2.456e-02, eta: 7:12:09, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 0.7192, loss: 0.7192 +2025-07-02 02:16:26,017 - pyskl - INFO - Epoch [13][900/1178] lr: 2.456e-02, eta: 7:11:44, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 0.6574, loss: 0.6574 +2025-07-02 02:16:41,154 - pyskl - INFO - Epoch [13][1000/1178] lr: 2.455e-02, eta: 7:11:18, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.6633, loss: 0.6633 +2025-07-02 02:16:56,465 - pyskl - INFO - Epoch [13][1100/1178] lr: 2.454e-02, eta: 7:10:55, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 0.6860, loss: 0.6860 +2025-07-02 02:17:09,171 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-07-02 02:17:31,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:17:31,749 - pyskl - INFO - +top1_acc 0.8894 +top5_acc 0.9941 +2025-07-02 02:17:31,753 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_11.pth was removed +2025-07-02 02:17:31,864 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-07-02 02:17:31,865 - pyskl - INFO - Best top1_acc is 0.8894 at 13 epoch. +2025-07-02 02:17:31,866 - pyskl - INFO - Epoch(val) [13][169] top1_acc: 0.8894, top5_acc: 0.9941 +2025-07-02 02:18:07,763 - pyskl - INFO - Epoch [14][100/1178] lr: 2.453e-02, eta: 7:11:44, time: 0.359, data_time: 0.207, memory: 3565, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 0.6592, loss: 0.6592 +2025-07-02 02:18:22,924 - pyskl - INFO - Epoch [14][200/1178] lr: 2.453e-02, eta: 7:11:18, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8675, top5_acc: 0.9744, loss_cls: 0.7069, loss: 0.7069 +2025-07-02 02:18:38,193 - pyskl - INFO - Epoch [14][300/1178] lr: 2.452e-02, eta: 7:10:54, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 0.6339, loss: 0.6339 +2025-07-02 02:18:53,312 - pyskl - INFO - Epoch [14][400/1178] lr: 2.452e-02, eta: 7:10:28, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.6402, loss: 0.6402 +2025-07-02 02:19:08,574 - pyskl - INFO - Epoch [14][500/1178] lr: 2.451e-02, eta: 7:10:04, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.6653, loss: 0.6653 +2025-07-02 02:19:23,939 - pyskl - INFO - Epoch [14][600/1178] lr: 2.450e-02, eta: 7:09:42, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.5968, loss: 0.5968 +2025-07-02 02:19:39,127 - pyskl - INFO - Epoch [14][700/1178] lr: 2.450e-02, eta: 7:09:17, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.6883, loss: 0.6883 +2025-07-02 02:19:54,305 - pyskl - INFO - Epoch [14][800/1178] lr: 2.449e-02, eta: 7:08:53, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 0.6871, loss: 0.6871 +2025-07-02 02:20:09,459 - pyskl - INFO - Epoch [14][900/1178] lr: 2.448e-02, eta: 7:08:28, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6768, loss: 0.6768 +2025-07-02 02:20:24,649 - pyskl - INFO - Epoch [14][1000/1178] lr: 2.448e-02, eta: 7:08:04, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.6866, loss: 0.6866 +2025-07-02 02:20:39,680 - pyskl - INFO - Epoch [14][1100/1178] lr: 2.447e-02, eta: 7:07:38, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 0.6783, loss: 0.6783 +2025-07-02 02:20:51,968 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-07-02 02:21:14,201 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:21:14,211 - pyskl - INFO - +top1_acc 0.8536 +top5_acc 0.9882 +2025-07-02 02:21:14,212 - pyskl - INFO - Epoch(val) [14][169] top1_acc: 0.8536, top5_acc: 0.9882 +2025-07-02 02:21:49,819 - pyskl - INFO - Epoch [15][100/1178] lr: 2.446e-02, eta: 7:08:18, time: 0.356, data_time: 0.205, memory: 3565, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.6529, loss: 0.6529 +2025-07-02 02:22:04,977 - pyskl - INFO - Epoch [15][200/1178] lr: 2.445e-02, eta: 7:07:54, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.5900, loss: 0.5900 +2025-07-02 02:22:20,145 - pyskl - INFO - Epoch [15][300/1178] lr: 2.445e-02, eta: 7:07:29, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 0.6776, loss: 0.6776 +2025-07-02 02:22:35,632 - pyskl - INFO - Epoch [15][400/1178] lr: 2.444e-02, eta: 7:07:08, time: 0.155, data_time: 0.000, memory: 3565, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 0.6246, loss: 0.6246 +2025-07-02 02:22:50,870 - pyskl - INFO - Epoch [15][500/1178] lr: 2.443e-02, eta: 7:06:44, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.6541, loss: 0.6541 +2025-07-02 02:23:06,196 - pyskl - INFO - Epoch [15][600/1178] lr: 2.443e-02, eta: 7:06:22, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.5647, loss: 0.5647 +2025-07-02 02:23:21,582 - pyskl - INFO - Epoch [15][700/1178] lr: 2.442e-02, eta: 7:06:00, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 0.6410, loss: 0.6410 +2025-07-02 02:23:36,906 - pyskl - INFO - Epoch [15][800/1178] lr: 2.441e-02, eta: 7:05:37, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.6840, loss: 0.6840 +2025-07-02 02:23:52,207 - pyskl - INFO - Epoch [15][900/1178] lr: 2.441e-02, eta: 7:05:15, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 0.5959, loss: 0.5959 +2025-07-02 02:24:07,482 - pyskl - INFO - Epoch [15][1000/1178] lr: 2.440e-02, eta: 7:04:52, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.6889, loss: 0.6889 +2025-07-02 02:24:22,746 - pyskl - INFO - Epoch [15][1100/1178] lr: 2.439e-02, eta: 7:04:29, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8850, top5_acc: 0.9794, loss_cls: 0.6309, loss: 0.6309 +2025-07-02 02:24:35,148 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-07-02 02:24:57,869 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:24:57,880 - pyskl - INFO - +top1_acc 0.8891 +top5_acc 0.9885 +2025-07-02 02:24:57,880 - pyskl - INFO - Epoch(val) [15][169] top1_acc: 0.8891, top5_acc: 0.9885 +2025-07-02 02:25:33,413 - pyskl - INFO - Epoch [16][100/1178] lr: 2.438e-02, eta: 7:05:04, time: 0.355, data_time: 0.203, memory: 3565, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.5877, loss: 0.5877 +2025-07-02 02:25:48,572 - pyskl - INFO - Epoch [16][200/1178] lr: 2.437e-02, eta: 7:04:40, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 0.6514, loss: 0.6514 +2025-07-02 02:26:03,817 - pyskl - INFO - Epoch [16][300/1178] lr: 2.437e-02, eta: 7:04:16, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.6539, loss: 0.6539 +2025-07-02 02:26:19,203 - pyskl - INFO - Epoch [16][400/1178] lr: 2.436e-02, eta: 7:03:55, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 0.6376, loss: 0.6376 +2025-07-02 02:26:34,439 - pyskl - INFO - Epoch [16][500/1178] lr: 2.435e-02, eta: 7:03:32, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 0.6477, loss: 0.6477 +2025-07-02 02:26:49,634 - pyskl - INFO - Epoch [16][600/1178] lr: 2.435e-02, eta: 7:03:08, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.6618, loss: 0.6618 +2025-07-02 02:27:04,817 - pyskl - INFO - Epoch [16][700/1178] lr: 2.434e-02, eta: 7:02:45, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 0.6127, loss: 0.6127 +2025-07-02 02:27:19,923 - pyskl - INFO - Epoch [16][800/1178] lr: 2.433e-02, eta: 7:02:21, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 0.6857, loss: 0.6857 +2025-07-02 02:27:35,153 - pyskl - INFO - Epoch [16][900/1178] lr: 2.432e-02, eta: 7:01:59, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.6389, loss: 0.6389 +2025-07-02 02:27:50,354 - pyskl - INFO - Epoch [16][1000/1178] lr: 2.432e-02, eta: 7:01:36, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 0.6032, loss: 0.6032 +2025-07-02 02:28:05,505 - pyskl - INFO - Epoch [16][1100/1178] lr: 2.431e-02, eta: 7:01:13, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6366, loss: 0.6366 +2025-07-02 02:28:17,925 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-07-02 02:28:40,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:28:40,458 - pyskl - INFO - +top1_acc 0.8687 +top5_acc 0.9896 +2025-07-02 02:28:40,459 - pyskl - INFO - Epoch(val) [16][169] top1_acc: 0.8687, top5_acc: 0.9896 +2025-07-02 02:29:16,052 - pyskl - INFO - Epoch [17][100/1178] lr: 2.430e-02, eta: 7:01:43, time: 0.356, data_time: 0.205, memory: 3565, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.5826, loss: 0.5826 +2025-07-02 02:29:31,213 - pyskl - INFO - Epoch [17][200/1178] lr: 2.429e-02, eta: 7:01:20, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.6548, loss: 0.6548 +2025-07-02 02:29:46,592 - pyskl - INFO - Epoch [17][300/1178] lr: 2.428e-02, eta: 7:00:58, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6211, loss: 0.6211 +2025-07-02 02:30:01,906 - pyskl - INFO - Epoch [17][400/1178] lr: 2.428e-02, eta: 7:00:36, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.6055, loss: 0.6055 +2025-07-02 02:30:17,090 - pyskl - INFO - Epoch [17][500/1178] lr: 2.427e-02, eta: 7:00:14, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 0.6390, loss: 0.6390 +2025-07-02 02:30:32,092 - pyskl - INFO - Epoch [17][600/1178] lr: 2.426e-02, eta: 6:59:49, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 0.5649, loss: 0.5649 +2025-07-02 02:30:47,222 - pyskl - INFO - Epoch [17][700/1178] lr: 2.425e-02, eta: 6:59:26, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.6099, loss: 0.6099 +2025-07-02 02:31:02,360 - pyskl - INFO - Epoch [17][800/1178] lr: 2.425e-02, eta: 6:59:03, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.5876, loss: 0.5876 +2025-07-02 02:31:17,634 - pyskl - INFO - Epoch [17][900/1178] lr: 2.424e-02, eta: 6:58:41, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 0.6168, loss: 0.6168 +2025-07-02 02:31:32,787 - pyskl - INFO - Epoch [17][1000/1178] lr: 2.423e-02, eta: 6:58:18, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 0.6220, loss: 0.6220 +2025-07-02 02:31:47,990 - pyskl - INFO - Epoch [17][1100/1178] lr: 2.422e-02, eta: 6:57:56, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 0.5575, loss: 0.5575 +2025-07-02 02:32:00,461 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-07-02 02:32:22,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:32:22,813 - pyskl - INFO - +top1_acc 0.8768 +top5_acc 0.9889 +2025-07-02 02:32:22,813 - pyskl - INFO - Epoch(val) [17][169] top1_acc: 0.8768, top5_acc: 0.9889 +2025-07-02 02:32:58,795 - pyskl - INFO - Epoch [18][100/1178] lr: 2.421e-02, eta: 6:58:26, time: 0.360, data_time: 0.204, memory: 3565, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 0.6033, loss: 0.6033 +2025-07-02 02:33:14,135 - pyskl - INFO - Epoch [18][200/1178] lr: 2.420e-02, eta: 6:58:05, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6375, loss: 0.6375 +2025-07-02 02:33:29,417 - pyskl - INFO - Epoch [18][300/1178] lr: 2.419e-02, eta: 6:57:43, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.5600, loss: 0.5600 +2025-07-02 02:33:44,799 - pyskl - INFO - Epoch [18][400/1178] lr: 2.418e-02, eta: 6:57:22, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.6265, loss: 0.6265 +2025-07-02 02:34:00,024 - pyskl - INFO - Epoch [18][500/1178] lr: 2.418e-02, eta: 6:57:00, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 0.6499, loss: 0.6499 +2025-07-02 02:34:15,209 - pyskl - INFO - Epoch [18][600/1178] lr: 2.417e-02, eta: 6:56:37, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.6350, loss: 0.6350 +2025-07-02 02:34:30,380 - pyskl - INFO - Epoch [18][700/1178] lr: 2.416e-02, eta: 6:56:15, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 0.5589, loss: 0.5589 +2025-07-02 02:34:45,634 - pyskl - INFO - Epoch [18][800/1178] lr: 2.415e-02, eta: 6:55:53, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.6051, loss: 0.6051 +2025-07-02 02:35:00,749 - pyskl - INFO - Epoch [18][900/1178] lr: 2.414e-02, eta: 6:55:31, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.5757, loss: 0.5757 +2025-07-02 02:35:15,956 - pyskl - INFO - Epoch [18][1000/1178] lr: 2.414e-02, eta: 6:55:09, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 0.5803, loss: 0.5803 +2025-07-02 02:35:31,191 - pyskl - INFO - Epoch [18][1100/1178] lr: 2.413e-02, eta: 6:54:47, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.5926, loss: 0.5926 +2025-07-02 02:35:43,592 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-07-02 02:36:06,105 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:36:06,115 - pyskl - INFO - +top1_acc 0.8776 +top5_acc 0.9760 +2025-07-02 02:36:06,116 - pyskl - INFO - Epoch(val) [18][169] top1_acc: 0.8776, top5_acc: 0.9760 +2025-07-02 02:36:41,786 - pyskl - INFO - Epoch [19][100/1178] lr: 2.411e-02, eta: 6:55:11, time: 0.357, data_time: 0.206, memory: 3565, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.5330, loss: 0.5330 +2025-07-02 02:36:57,007 - pyskl - INFO - Epoch [19][200/1178] lr: 2.411e-02, eta: 6:54:49, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.5808, loss: 0.5808 +2025-07-02 02:37:12,178 - pyskl - INFO - Epoch [19][300/1178] lr: 2.410e-02, eta: 6:54:27, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5609, loss: 0.5609 +2025-07-02 02:37:27,394 - pyskl - INFO - Epoch [19][400/1178] lr: 2.409e-02, eta: 6:54:05, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.6165, loss: 0.6165 +2025-07-02 02:37:42,636 - pyskl - INFO - Epoch [19][500/1178] lr: 2.408e-02, eta: 6:53:44, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.5816, loss: 0.5816 +2025-07-02 02:37:57,815 - pyskl - INFO - Epoch [19][600/1178] lr: 2.407e-02, eta: 6:53:22, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.5847, loss: 0.5847 +2025-07-02 02:38:12,994 - pyskl - INFO - Epoch [19][700/1178] lr: 2.406e-02, eta: 6:53:00, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.6028, loss: 0.6028 +2025-07-02 02:38:28,203 - pyskl - INFO - Epoch [19][800/1178] lr: 2.406e-02, eta: 6:52:38, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 0.6482, loss: 0.6482 +2025-07-02 02:38:43,457 - pyskl - INFO - Epoch [19][900/1178] lr: 2.405e-02, eta: 6:52:17, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.5364, loss: 0.5364 +2025-07-02 02:38:58,661 - pyskl - INFO - Epoch [19][1000/1178] lr: 2.404e-02, eta: 6:51:55, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.9000, top5_acc: 0.9812, loss_cls: 0.5332, loss: 0.5332 +2025-07-02 02:39:13,879 - pyskl - INFO - Epoch [19][1100/1178] lr: 2.403e-02, eta: 6:51:34, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.5697, loss: 0.5697 +2025-07-02 02:39:26,261 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-07-02 02:39:48,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:39:48,678 - pyskl - INFO - +top1_acc 0.8336 +top5_acc 0.9830 +2025-07-02 02:39:48,678 - pyskl - INFO - Epoch(val) [19][169] top1_acc: 0.8336, top5_acc: 0.9830 +2025-07-02 02:40:24,461 - pyskl - INFO - Epoch [20][100/1178] lr: 2.401e-02, eta: 6:51:56, time: 0.358, data_time: 0.206, memory: 3565, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.5315, loss: 0.5315 +2025-07-02 02:40:39,554 - pyskl - INFO - Epoch [20][200/1178] lr: 2.401e-02, eta: 6:51:33, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 0.6208, loss: 0.6208 +2025-07-02 02:40:54,740 - pyskl - INFO - Epoch [20][300/1178] lr: 2.400e-02, eta: 6:51:11, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.5784, loss: 0.5784 +2025-07-02 02:41:10,047 - pyskl - INFO - Epoch [20][400/1178] lr: 2.399e-02, eta: 6:50:51, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.6103, loss: 0.6103 +2025-07-02 02:41:25,386 - pyskl - INFO - Epoch [20][500/1178] lr: 2.398e-02, eta: 6:50:30, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.5916, loss: 0.5916 +2025-07-02 02:41:40,598 - pyskl - INFO - Epoch [20][600/1178] lr: 2.397e-02, eta: 6:50:09, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.6039, loss: 0.6039 +2025-07-02 02:41:55,751 - pyskl - INFO - Epoch [20][700/1178] lr: 2.396e-02, eta: 6:49:47, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 0.5326, loss: 0.5326 +2025-07-02 02:42:10,849 - pyskl - INFO - Epoch [20][800/1178] lr: 2.395e-02, eta: 6:49:25, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.6362, loss: 0.6362 +2025-07-02 02:42:25,975 - pyskl - INFO - Epoch [20][900/1178] lr: 2.394e-02, eta: 6:49:03, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 0.5724, loss: 0.5724 +2025-07-02 02:42:41,169 - pyskl - INFO - Epoch [20][1000/1178] lr: 2.394e-02, eta: 6:48:42, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 0.6081, loss: 0.6081 +2025-07-02 02:42:56,259 - pyskl - INFO - Epoch [20][1100/1178] lr: 2.393e-02, eta: 6:48:20, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 0.5670, loss: 0.5670 +2025-07-02 02:43:08,560 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-07-02 02:43:31,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:43:31,423 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9893 +2025-07-02 02:43:31,424 - pyskl - INFO - Epoch(val) [20][169] top1_acc: 0.8794, top5_acc: 0.9893 +2025-07-02 02:44:07,451 - pyskl - INFO - Epoch [21][100/1178] lr: 2.391e-02, eta: 6:48:40, time: 0.360, data_time: 0.209, memory: 3565, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.5674, loss: 0.5674 +2025-07-02 02:44:22,591 - pyskl - INFO - Epoch [21][200/1178] lr: 2.390e-02, eta: 6:48:19, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 0.5583, loss: 0.5583 +2025-07-02 02:44:37,838 - pyskl - INFO - Epoch [21][300/1178] lr: 2.389e-02, eta: 6:47:58, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.5490, loss: 0.5490 +2025-07-02 02:44:53,024 - pyskl - INFO - Epoch [21][400/1178] lr: 2.388e-02, eta: 6:47:36, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5544, loss: 0.5544 +2025-07-02 02:45:08,218 - pyskl - INFO - Epoch [21][500/1178] lr: 2.387e-02, eta: 6:47:15, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8894, top5_acc: 0.9819, loss_cls: 0.5807, loss: 0.5807 +2025-07-02 02:45:23,393 - pyskl - INFO - Epoch [21][600/1178] lr: 2.386e-02, eta: 6:46:54, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.5785, loss: 0.5785 +2025-07-02 02:45:38,538 - pyskl - INFO - Epoch [21][700/1178] lr: 2.386e-02, eta: 6:46:33, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.5773, loss: 0.5773 +2025-07-02 02:45:53,747 - pyskl - INFO - Epoch [21][800/1178] lr: 2.385e-02, eta: 6:46:12, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.5938, loss: 0.5938 +2025-07-02 02:46:09,004 - pyskl - INFO - Epoch [21][900/1178] lr: 2.384e-02, eta: 6:45:51, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.5783, loss: 0.5783 +2025-07-02 02:46:24,163 - pyskl - INFO - Epoch [21][1000/1178] lr: 2.383e-02, eta: 6:45:30, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.5690, loss: 0.5690 +2025-07-02 02:46:39,182 - pyskl - INFO - Epoch [21][1100/1178] lr: 2.382e-02, eta: 6:45:08, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.6236, loss: 0.6236 +2025-07-02 02:46:51,491 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-07-02 02:47:14,189 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:47:14,199 - pyskl - INFO - +top1_acc 0.8550 +top5_acc 0.9878 +2025-07-02 02:47:14,199 - pyskl - INFO - Epoch(val) [21][169] top1_acc: 0.8550, top5_acc: 0.9878 +2025-07-02 02:47:50,197 - pyskl - INFO - Epoch [22][100/1178] lr: 2.380e-02, eta: 6:45:25, time: 0.360, data_time: 0.208, memory: 3565, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5146, loss: 0.5146 +2025-07-02 02:48:05,465 - pyskl - INFO - Epoch [22][200/1178] lr: 2.379e-02, eta: 6:45:05, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.5868, loss: 0.5868 +2025-07-02 02:48:20,801 - pyskl - INFO - Epoch [22][300/1178] lr: 2.378e-02, eta: 6:44:45, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 0.5298, loss: 0.5298 +2025-07-02 02:48:35,994 - pyskl - INFO - Epoch [22][400/1178] lr: 2.377e-02, eta: 6:44:24, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5314, loss: 0.5314 +2025-07-02 02:48:51,143 - pyskl - INFO - Epoch [22][500/1178] lr: 2.376e-02, eta: 6:44:03, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.5580, loss: 0.5580 +2025-07-02 02:49:06,255 - pyskl - INFO - Epoch [22][600/1178] lr: 2.375e-02, eta: 6:43:41, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 0.5184, loss: 0.5184 +2025-07-02 02:49:21,384 - pyskl - INFO - Epoch [22][700/1178] lr: 2.374e-02, eta: 6:43:20, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 0.5461, loss: 0.5461 +2025-07-02 02:49:36,651 - pyskl - INFO - Epoch [22][800/1178] lr: 2.373e-02, eta: 6:43:00, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.5626, loss: 0.5626 +2025-07-02 02:49:51,892 - pyskl - INFO - Epoch [22][900/1178] lr: 2.372e-02, eta: 6:42:39, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8969, top5_acc: 0.9825, loss_cls: 0.5419, loss: 0.5419 +2025-07-02 02:50:07,198 - pyskl - INFO - Epoch [22][1000/1178] lr: 2.371e-02, eta: 6:42:19, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.5578, loss: 0.5578 +2025-07-02 02:50:22,472 - pyskl - INFO - Epoch [22][1100/1178] lr: 2.370e-02, eta: 6:41:59, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6025, loss: 0.6025 +2025-07-02 02:50:34,878 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-07-02 02:50:57,263 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:50:57,274 - pyskl - INFO - +top1_acc 0.8780 +top5_acc 0.9885 +2025-07-02 02:50:57,274 - pyskl - INFO - Epoch(val) [22][169] top1_acc: 0.8780, top5_acc: 0.9885 +2025-07-02 02:51:33,609 - pyskl - INFO - Epoch [23][100/1178] lr: 2.369e-02, eta: 6:42:16, time: 0.363, data_time: 0.212, memory: 3565, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.5975, loss: 0.5975 +2025-07-02 02:51:48,680 - pyskl - INFO - Epoch [23][200/1178] lr: 2.368e-02, eta: 6:41:55, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.5319, loss: 0.5319 +2025-07-02 02:52:03,907 - pyskl - INFO - Epoch [23][300/1178] lr: 2.367e-02, eta: 6:41:34, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 0.5306, loss: 0.5306 +2025-07-02 02:52:19,293 - pyskl - INFO - Epoch [23][400/1178] lr: 2.366e-02, eta: 6:41:15, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.5286, loss: 0.5286 +2025-07-02 02:52:34,559 - pyskl - INFO - Epoch [23][500/1178] lr: 2.365e-02, eta: 6:40:54, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 0.5994, loss: 0.5994 +2025-07-02 02:52:49,654 - pyskl - INFO - Epoch [23][600/1178] lr: 2.364e-02, eta: 6:40:33, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 0.5756, loss: 0.5756 +2025-07-02 02:53:04,672 - pyskl - INFO - Epoch [23][700/1178] lr: 2.363e-02, eta: 6:40:12, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5222, loss: 0.5222 +2025-07-02 02:53:19,791 - pyskl - INFO - Epoch [23][800/1178] lr: 2.362e-02, eta: 6:39:51, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.5262, loss: 0.5262 +2025-07-02 02:53:35,060 - pyskl - INFO - Epoch [23][900/1178] lr: 2.361e-02, eta: 6:39:31, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 0.5582, loss: 0.5582 +2025-07-02 02:53:50,228 - pyskl - INFO - Epoch [23][1000/1178] lr: 2.360e-02, eta: 6:39:10, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.5507, loss: 0.5507 +2025-07-02 02:54:05,396 - pyskl - INFO - Epoch [23][1100/1178] lr: 2.359e-02, eta: 6:38:49, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.5979, loss: 0.5979 +2025-07-02 02:54:17,779 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-07-02 02:54:40,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:54:40,244 - pyskl - INFO - +top1_acc 0.8854 +top5_acc 0.9911 +2025-07-02 02:54:40,244 - pyskl - INFO - Epoch(val) [23][169] top1_acc: 0.8854, top5_acc: 0.9911 +2025-07-02 02:55:16,318 - pyskl - INFO - Epoch [24][100/1178] lr: 2.357e-02, eta: 6:39:03, time: 0.361, data_time: 0.209, memory: 3565, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 0.5593, loss: 0.5593 +2025-07-02 02:55:31,535 - pyskl - INFO - Epoch [24][200/1178] lr: 2.356e-02, eta: 6:38:42, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 0.5670, loss: 0.5670 +2025-07-02 02:55:46,905 - pyskl - INFO - Epoch [24][300/1178] lr: 2.355e-02, eta: 6:38:23, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5294, loss: 0.5294 +2025-07-02 02:56:02,100 - pyskl - INFO - Epoch [24][400/1178] lr: 2.354e-02, eta: 6:38:03, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.5565, loss: 0.5565 +2025-07-02 02:56:17,324 - pyskl - INFO - Epoch [24][500/1178] lr: 2.353e-02, eta: 6:37:42, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 0.5398, loss: 0.5398 +2025-07-02 02:56:32,668 - pyskl - INFO - Epoch [24][600/1178] lr: 2.352e-02, eta: 6:37:23, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.5416, loss: 0.5416 +2025-07-02 02:56:47,926 - pyskl - INFO - Epoch [24][700/1178] lr: 2.350e-02, eta: 6:37:03, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.5146, loss: 0.5146 +2025-07-02 02:57:03,182 - pyskl - INFO - Epoch [24][800/1178] lr: 2.349e-02, eta: 6:36:43, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 0.6004, loss: 0.6004 +2025-07-02 02:57:18,372 - pyskl - INFO - Epoch [24][900/1178] lr: 2.348e-02, eta: 6:36:22, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.5105, loss: 0.5105 +2025-07-02 02:57:33,596 - pyskl - INFO - Epoch [24][1000/1178] lr: 2.347e-02, eta: 6:36:02, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 0.5897, loss: 0.5897 +2025-07-02 02:57:48,763 - pyskl - INFO - Epoch [24][1100/1178] lr: 2.346e-02, eta: 6:35:42, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5115, loss: 0.5115 +2025-07-02 02:58:01,164 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-07-02 02:58:23,928 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 02:58:23,939 - pyskl - INFO - +top1_acc 0.8780 +top5_acc 0.9926 +2025-07-02 02:58:23,939 - pyskl - INFO - Epoch(val) [24][169] top1_acc: 0.8780, top5_acc: 0.9926 +2025-07-02 02:58:59,775 - pyskl - INFO - Epoch [25][100/1178] lr: 2.344e-02, eta: 6:35:52, time: 0.358, data_time: 0.207, memory: 3565, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.5362, loss: 0.5362 +2025-07-02 02:59:14,950 - pyskl - INFO - Epoch [25][200/1178] lr: 2.343e-02, eta: 6:35:32, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.9050, top5_acc: 0.9819, loss_cls: 0.5278, loss: 0.5278 +2025-07-02 02:59:30,207 - pyskl - INFO - Epoch [25][300/1178] lr: 2.342e-02, eta: 6:35:12, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 0.4989, loss: 0.4989 +2025-07-02 02:59:45,333 - pyskl - INFO - Epoch [25][400/1178] lr: 2.341e-02, eta: 6:34:51, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.5131, loss: 0.5131 +2025-07-02 03:00:00,489 - pyskl - INFO - Epoch [25][500/1178] lr: 2.340e-02, eta: 6:34:31, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.5365, loss: 0.5365 +2025-07-02 03:00:15,660 - pyskl - INFO - Epoch [25][600/1178] lr: 2.339e-02, eta: 6:34:11, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.5815, loss: 0.5815 +2025-07-02 03:00:30,813 - pyskl - INFO - Epoch [25][700/1178] lr: 2.338e-02, eta: 6:33:50, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.5650, loss: 0.5650 +2025-07-02 03:00:45,816 - pyskl - INFO - Epoch [25][800/1178] lr: 2.337e-02, eta: 6:33:29, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 0.5727, loss: 0.5727 +2025-07-02 03:01:00,894 - pyskl - INFO - Epoch [25][900/1178] lr: 2.336e-02, eta: 6:33:09, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.6165, loss: 0.6165 +2025-07-02 03:01:15,983 - pyskl - INFO - Epoch [25][1000/1178] lr: 2.335e-02, eta: 6:32:48, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 0.5345, loss: 0.5345 +2025-07-02 03:01:31,107 - pyskl - INFO - Epoch [25][1100/1178] lr: 2.333e-02, eta: 6:32:28, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.4806, loss: 0.4806 +2025-07-02 03:01:43,469 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-07-02 03:02:06,221 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:02:06,231 - pyskl - INFO - +top1_acc 0.8961 +top5_acc 0.9930 +2025-07-02 03:02:06,236 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_13.pth was removed +2025-07-02 03:02:06,349 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-07-02 03:02:06,350 - pyskl - INFO - Best top1_acc is 0.8961 at 25 epoch. +2025-07-02 03:02:06,350 - pyskl - INFO - Epoch(val) [25][169] top1_acc: 0.8961, top5_acc: 0.9930 +2025-07-02 03:02:42,719 - pyskl - INFO - Epoch [26][100/1178] lr: 2.331e-02, eta: 6:32:39, time: 0.364, data_time: 0.211, memory: 3565, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 0.5283, loss: 0.5283 +2025-07-02 03:02:58,049 - pyskl - INFO - Epoch [26][200/1178] lr: 2.330e-02, eta: 6:32:19, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 0.5653, loss: 0.5653 +2025-07-02 03:03:13,219 - pyskl - INFO - Epoch [26][300/1178] lr: 2.329e-02, eta: 6:31:59, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 0.4713, loss: 0.4713 +2025-07-02 03:03:28,452 - pyskl - INFO - Epoch [26][400/1178] lr: 2.328e-02, eta: 6:31:39, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.4698, loss: 0.4698 +2025-07-02 03:03:43,766 - pyskl - INFO - Epoch [26][500/1178] lr: 2.327e-02, eta: 6:31:20, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.5075, loss: 0.5075 +2025-07-02 03:03:58,906 - pyskl - INFO - Epoch [26][600/1178] lr: 2.326e-02, eta: 6:31:00, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.5390, loss: 0.5390 +2025-07-02 03:04:14,049 - pyskl - INFO - Epoch [26][700/1178] lr: 2.325e-02, eta: 6:30:40, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.5113, loss: 0.5113 +2025-07-02 03:04:29,155 - pyskl - INFO - Epoch [26][800/1178] lr: 2.324e-02, eta: 6:30:19, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8912, top5_acc: 0.9819, loss_cls: 0.5589, loss: 0.5589 +2025-07-02 03:04:44,339 - pyskl - INFO - Epoch [26][900/1178] lr: 2.322e-02, eta: 6:30:00, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.5652, loss: 0.5652 +2025-07-02 03:04:59,768 - pyskl - INFO - Epoch [26][1000/1178] lr: 2.321e-02, eta: 6:29:41, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 0.5833, loss: 0.5833 +2025-07-02 03:05:15,149 - pyskl - INFO - Epoch [26][1100/1178] lr: 2.320e-02, eta: 6:29:22, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.4792, loss: 0.4792 +2025-07-02 03:05:27,698 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-07-02 03:05:50,186 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:05:50,197 - pyskl - INFO - +top1_acc 0.8913 +top5_acc 0.9878 +2025-07-02 03:05:50,197 - pyskl - INFO - Epoch(val) [26][169] top1_acc: 0.8913, top5_acc: 0.9878 +2025-07-02 03:06:26,670 - pyskl - INFO - Epoch [27][100/1178] lr: 2.318e-02, eta: 6:29:32, time: 0.365, data_time: 0.212, memory: 3565, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.5233, loss: 0.5233 +2025-07-02 03:06:42,111 - pyskl - INFO - Epoch [27][200/1178] lr: 2.317e-02, eta: 6:29:13, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 0.4729, loss: 0.4729 +2025-07-02 03:06:57,434 - pyskl - INFO - Epoch [27][300/1178] lr: 2.316e-02, eta: 6:28:54, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8769, top5_acc: 0.9912, loss_cls: 0.5523, loss: 0.5523 +2025-07-02 03:07:12,766 - pyskl - INFO - Epoch [27][400/1178] lr: 2.315e-02, eta: 6:28:34, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.9012, top5_acc: 0.9850, loss_cls: 0.5064, loss: 0.5064 +2025-07-02 03:07:27,994 - pyskl - INFO - Epoch [27][500/1178] lr: 2.313e-02, eta: 6:28:15, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8888, top5_acc: 0.9931, loss_cls: 0.5208, loss: 0.5208 +2025-07-02 03:07:43,240 - pyskl - INFO - Epoch [27][600/1178] lr: 2.312e-02, eta: 6:27:55, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 0.5416, loss: 0.5416 +2025-07-02 03:07:58,467 - pyskl - INFO - Epoch [27][700/1178] lr: 2.311e-02, eta: 6:27:36, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.5043, loss: 0.5043 +2025-07-02 03:08:13,618 - pyskl - INFO - Epoch [27][800/1178] lr: 2.310e-02, eta: 6:27:16, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 0.5086, loss: 0.5086 +2025-07-02 03:08:28,638 - pyskl - INFO - Epoch [27][900/1178] lr: 2.309e-02, eta: 6:26:55, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 0.5722, loss: 0.5722 +2025-07-02 03:08:43,808 - pyskl - INFO - Epoch [27][1000/1178] lr: 2.308e-02, eta: 6:26:36, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.5543, loss: 0.5543 +2025-07-02 03:08:58,973 - pyskl - INFO - Epoch [27][1100/1178] lr: 2.306e-02, eta: 6:26:16, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.5294, loss: 0.5294 +2025-07-02 03:09:11,343 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-07-02 03:09:33,863 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:09:33,874 - pyskl - INFO - +top1_acc 0.8517 +top5_acc 0.9900 +2025-07-02 03:09:33,874 - pyskl - INFO - Epoch(val) [27][169] top1_acc: 0.8517, top5_acc: 0.9900 +2025-07-02 03:10:10,153 - pyskl - INFO - Epoch [28][100/1178] lr: 2.304e-02, eta: 6:26:23, time: 0.363, data_time: 0.211, memory: 3565, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.4924, loss: 0.4924 +2025-07-02 03:10:25,413 - pyskl - INFO - Epoch [28][200/1178] lr: 2.303e-02, eta: 6:26:03, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.5013, loss: 0.5013 +2025-07-02 03:10:40,739 - pyskl - INFO - Epoch [28][300/1178] lr: 2.302e-02, eta: 6:25:44, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.5210, loss: 0.5210 +2025-07-02 03:10:55,859 - pyskl - INFO - Epoch [28][400/1178] lr: 2.301e-02, eta: 6:25:24, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 0.5345, loss: 0.5345 +2025-07-02 03:11:10,850 - pyskl - INFO - Epoch [28][500/1178] lr: 2.299e-02, eta: 6:25:04, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.5228, loss: 0.5228 +2025-07-02 03:11:25,847 - pyskl - INFO - Epoch [28][600/1178] lr: 2.298e-02, eta: 6:24:43, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.4688, loss: 0.4688 +2025-07-02 03:11:40,898 - pyskl - INFO - Epoch [28][700/1178] lr: 2.297e-02, eta: 6:24:23, time: 0.150, data_time: 0.000, memory: 3565, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 0.5284, loss: 0.5284 +2025-07-02 03:11:56,083 - pyskl - INFO - Epoch [28][800/1178] lr: 2.296e-02, eta: 6:24:04, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.5064, loss: 0.5064 +2025-07-02 03:12:11,446 - pyskl - INFO - Epoch [28][900/1178] lr: 2.295e-02, eta: 6:23:45, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 0.5190, loss: 0.5190 +2025-07-02 03:12:26,691 - pyskl - INFO - Epoch [28][1000/1178] lr: 2.293e-02, eta: 6:23:25, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5220, loss: 0.5220 +2025-07-02 03:12:41,836 - pyskl - INFO - Epoch [28][1100/1178] lr: 2.292e-02, eta: 6:23:06, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 0.5835, loss: 0.5835 +2025-07-02 03:12:54,360 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-07-02 03:13:16,637 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:13:16,647 - pyskl - INFO - +top1_acc 0.8606 +top5_acc 0.9863 +2025-07-02 03:13:16,647 - pyskl - INFO - Epoch(val) [28][169] top1_acc: 0.8606, top5_acc: 0.9863 +2025-07-02 03:13:52,961 - pyskl - INFO - Epoch [29][100/1178] lr: 2.290e-02, eta: 6:23:11, time: 0.363, data_time: 0.211, memory: 3565, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 0.5489, loss: 0.5489 +2025-07-02 03:14:08,355 - pyskl - INFO - Epoch [29][200/1178] lr: 2.289e-02, eta: 6:22:53, time: 0.154, data_time: 0.000, memory: 3565, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.4783, loss: 0.4783 +2025-07-02 03:14:23,585 - pyskl - INFO - Epoch [29][300/1178] lr: 2.287e-02, eta: 6:22:33, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.9087, top5_acc: 0.9850, loss_cls: 0.5098, loss: 0.5098 +2025-07-02 03:14:38,782 - pyskl - INFO - Epoch [29][400/1178] lr: 2.286e-02, eta: 6:22:14, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.4479, loss: 0.4479 +2025-07-02 03:14:53,919 - pyskl - INFO - Epoch [29][500/1178] lr: 2.285e-02, eta: 6:21:54, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.5019, loss: 0.5019 +2025-07-02 03:15:09,103 - pyskl - INFO - Epoch [29][600/1178] lr: 2.284e-02, eta: 6:21:35, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 0.5100, loss: 0.5100 +2025-07-02 03:15:24,253 - pyskl - INFO - Epoch [29][700/1178] lr: 2.282e-02, eta: 6:21:15, time: 0.151, data_time: 0.000, memory: 3565, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 0.5095, loss: 0.5095 +2025-07-02 03:15:39,404 - pyskl - INFO - Epoch [29][800/1178] lr: 2.281e-02, eta: 6:20:56, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5176, loss: 0.5176 +2025-07-02 03:15:54,687 - pyskl - INFO - Epoch [29][900/1178] lr: 2.280e-02, eta: 6:20:37, time: 0.153, data_time: 0.000, memory: 3565, top1_acc: 0.8900, top5_acc: 0.9819, loss_cls: 0.5682, loss: 0.5682 +2025-07-02 03:16:09,861 - pyskl - INFO - Epoch [29][1000/1178] lr: 2.279e-02, eta: 6:20:17, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.5085, loss: 0.5085 +2025-07-02 03:16:25,013 - pyskl - INFO - Epoch [29][1100/1178] lr: 2.277e-02, eta: 6:19:58, time: 0.152, data_time: 0.000, memory: 3565, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.5563, loss: 0.5563 +2025-07-02 03:16:37,329 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-07-02 03:16:59,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:16:59,825 - pyskl - INFO - +top1_acc 0.8772 +top5_acc 0.9926 +2025-07-02 03:16:59,825 - pyskl - INFO - Epoch(val) [29][169] top1_acc: 0.8772, top5_acc: 0.9926 +2025-07-02 03:17:36,782 - pyskl - INFO - Epoch [30][100/1178] lr: 2.275e-02, eta: 6:20:05, time: 0.370, data_time: 0.210, memory: 3565, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.4911, loss: 0.4911 +2025-07-02 03:17:52,561 - pyskl - INFO - Epoch [30][200/1178] lr: 2.274e-02, eta: 6:19:48, time: 0.158, data_time: 0.000, memory: 3565, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5117, loss: 0.5117 +2025-07-02 03:18:08,248 - pyskl - INFO - Epoch [30][300/1178] lr: 2.273e-02, eta: 6:19:30, time: 0.157, data_time: 0.000, memory: 3565, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 0.4943, loss: 0.4943 +2025-07-02 03:18:24,048 - pyskl - INFO - Epoch [30][400/1178] lr: 2.271e-02, eta: 6:19:13, time: 0.158, data_time: 0.000, memory: 3565, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.4938, loss: 0.4938 +2025-07-02 03:18:39,887 - pyskl - INFO - Epoch [30][500/1178] lr: 2.270e-02, eta: 6:18:57, time: 0.158, data_time: 0.000, memory: 3565, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5082, loss: 0.5082 +2025-07-02 03:18:55,695 - pyskl - INFO - Epoch [30][600/1178] lr: 2.269e-02, eta: 6:18:40, time: 0.158, data_time: 0.000, memory: 3565, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.5447, loss: 0.5447 +2025-07-02 03:19:11,514 - pyskl - INFO - Epoch [30][700/1178] lr: 2.267e-02, eta: 6:18:23, time: 0.158, data_time: 0.000, memory: 3565, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.4995, loss: 0.4995 +2025-07-02 03:19:27,254 - pyskl - INFO - Epoch [30][800/1178] lr: 2.266e-02, eta: 6:18:06, time: 0.157, data_time: 0.000, memory: 3565, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.5568, loss: 0.5568 +2025-07-02 03:19:43,194 - pyskl - INFO - Epoch [30][900/1178] lr: 2.265e-02, eta: 6:17:50, time: 0.159, data_time: 0.000, memory: 3565, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 0.5220, loss: 0.5220 +2025-07-02 03:19:58,909 - pyskl - INFO - Epoch [30][1000/1178] lr: 2.264e-02, eta: 6:17:33, time: 0.157, data_time: 0.000, memory: 3565, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.4962, loss: 0.4962 +2025-07-02 03:20:14,769 - pyskl - INFO - Epoch [30][1100/1178] lr: 2.262e-02, eta: 6:17:16, time: 0.159, data_time: 0.000, memory: 3565, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.4839, loss: 0.4839 +2025-07-02 03:20:28,007 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-07-02 03:20:50,677 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:20:50,687 - pyskl - INFO - +top1_acc 0.8998 +top5_acc 0.9937 +2025-07-02 03:20:50,690 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_25.pth was removed +2025-07-02 03:20:50,802 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. +2025-07-02 03:20:50,802 - pyskl - INFO - Best top1_acc is 0.8998 at 30 epoch. +2025-07-02 03:20:50,803 - pyskl - INFO - Epoch(val) [30][169] top1_acc: 0.8998, top5_acc: 0.9937 +2025-07-02 03:21:27,954 - pyskl - INFO - Epoch [31][100/1178] lr: 2.260e-02, eta: 6:17:22, time: 0.371, data_time: 0.211, memory: 3566, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.5145, loss: 0.5145 +2025-07-02 03:21:43,741 - pyskl - INFO - Epoch [31][200/1178] lr: 2.259e-02, eta: 6:17:05, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.5369, loss: 0.5369 +2025-07-02 03:21:59,533 - pyskl - INFO - Epoch [31][300/1178] lr: 2.257e-02, eta: 6:16:48, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.5200, loss: 0.5200 +2025-07-02 03:22:15,286 - pyskl - INFO - Epoch [31][400/1178] lr: 2.256e-02, eta: 6:16:31, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.5465, loss: 0.5465 +2025-07-02 03:22:31,030 - pyskl - INFO - Epoch [31][500/1178] lr: 2.255e-02, eta: 6:16:14, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 0.5542, loss: 0.5542 +2025-07-02 03:22:46,718 - pyskl - INFO - Epoch [31][600/1178] lr: 2.253e-02, eta: 6:15:56, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.5469, loss: 0.5469 +2025-07-02 03:23:02,427 - pyskl - INFO - Epoch [31][700/1178] lr: 2.252e-02, eta: 6:15:39, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 0.5206, loss: 0.5206 +2025-07-02 03:23:18,072 - pyskl - INFO - Epoch [31][800/1178] lr: 2.251e-02, eta: 6:15:22, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 0.5611, loss: 0.5611 +2025-07-02 03:23:33,682 - pyskl - INFO - Epoch [31][900/1178] lr: 2.249e-02, eta: 6:15:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5896, loss: 0.5896 +2025-07-02 03:23:49,373 - pyskl - INFO - Epoch [31][1000/1178] lr: 2.248e-02, eta: 6:14:47, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.5261, loss: 0.5261 +2025-07-02 03:24:05,069 - pyskl - INFO - Epoch [31][1100/1178] lr: 2.247e-02, eta: 6:14:29, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 0.5146, loss: 0.5146 +2025-07-02 03:24:17,935 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-07-02 03:24:40,530 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:24:40,540 - pyskl - INFO - +top1_acc 0.8979 +top5_acc 0.9874 +2025-07-02 03:24:40,541 - pyskl - INFO - Epoch(val) [31][169] top1_acc: 0.8979, top5_acc: 0.9874 +2025-07-02 03:25:18,430 - pyskl - INFO - Epoch [32][100/1178] lr: 2.244e-02, eta: 6:14:37, time: 0.379, data_time: 0.217, memory: 3566, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.5374, loss: 0.5374 +2025-07-02 03:25:34,204 - pyskl - INFO - Epoch [32][200/1178] lr: 2.243e-02, eta: 6:14:20, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.5378, loss: 0.5378 +2025-07-02 03:25:50,185 - pyskl - INFO - Epoch [32][300/1178] lr: 2.242e-02, eta: 6:14:03, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.5017, loss: 0.5017 +2025-07-02 03:26:06,001 - pyskl - INFO - Epoch [32][400/1178] lr: 2.240e-02, eta: 6:13:46, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 0.5569, loss: 0.5569 +2025-07-02 03:26:21,868 - pyskl - INFO - Epoch [32][500/1178] lr: 2.239e-02, eta: 6:13:30, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.5907, loss: 0.5907 +2025-07-02 03:26:37,636 - pyskl - INFO - Epoch [32][600/1178] lr: 2.238e-02, eta: 6:13:13, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4770, loss: 0.4770 +2025-07-02 03:26:53,369 - pyskl - INFO - Epoch [32][700/1178] lr: 2.236e-02, eta: 6:12:55, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.4969, loss: 0.4969 +2025-07-02 03:27:09,111 - pyskl - INFO - Epoch [32][800/1178] lr: 2.235e-02, eta: 6:12:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 0.5700, loss: 0.5700 +2025-07-02 03:27:24,995 - pyskl - INFO - Epoch [32][900/1178] lr: 2.233e-02, eta: 6:12:22, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 0.5298, loss: 0.5298 +2025-07-02 03:27:40,807 - pyskl - INFO - Epoch [32][1000/1178] lr: 2.232e-02, eta: 6:12:05, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 0.5303, loss: 0.5303 +2025-07-02 03:27:56,530 - pyskl - INFO - Epoch [32][1100/1178] lr: 2.231e-02, eta: 6:11:48, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.8812, top5_acc: 0.9931, loss_cls: 0.5814, loss: 0.5814 +2025-07-02 03:28:09,443 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-07-02 03:28:32,703 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:28:32,714 - pyskl - INFO - +top1_acc 0.9072 +top5_acc 0.9893 +2025-07-02 03:28:32,718 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_30.pth was removed +2025-07-02 03:28:32,845 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. +2025-07-02 03:28:32,846 - pyskl - INFO - Best top1_acc is 0.9072 at 32 epoch. +2025-07-02 03:28:32,847 - pyskl - INFO - Epoch(val) [32][169] top1_acc: 0.9072, top5_acc: 0.9893 +2025-07-02 03:29:10,581 - pyskl - INFO - Epoch [33][100/1178] lr: 2.228e-02, eta: 6:11:53, time: 0.377, data_time: 0.215, memory: 3566, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 0.4889, loss: 0.4889 +2025-07-02 03:29:26,431 - pyskl - INFO - Epoch [33][200/1178] lr: 2.227e-02, eta: 6:11:36, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.4865, loss: 0.4865 +2025-07-02 03:29:42,254 - pyskl - INFO - Epoch [33][300/1178] lr: 2.225e-02, eta: 6:11:19, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.5279, loss: 0.5279 +2025-07-02 03:29:58,101 - pyskl - INFO - Epoch [33][400/1178] lr: 2.224e-02, eta: 6:11:02, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.5239, loss: 0.5239 +2025-07-02 03:30:13,799 - pyskl - INFO - Epoch [33][500/1178] lr: 2.223e-02, eta: 6:10:45, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.5129, loss: 0.5129 +2025-07-02 03:30:29,475 - pyskl - INFO - Epoch [33][600/1178] lr: 2.221e-02, eta: 6:10:27, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.5390, loss: 0.5390 +2025-07-02 03:30:45,126 - pyskl - INFO - Epoch [33][700/1178] lr: 2.220e-02, eta: 6:10:10, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.5854, loss: 0.5854 +2025-07-02 03:31:00,767 - pyskl - INFO - Epoch [33][800/1178] lr: 2.218e-02, eta: 6:09:52, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 0.5823, loss: 0.5823 +2025-07-02 03:31:16,707 - pyskl - INFO - Epoch [33][900/1178] lr: 2.217e-02, eta: 6:09:36, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.5353, loss: 0.5353 +2025-07-02 03:31:32,540 - pyskl - INFO - Epoch [33][1000/1178] lr: 2.216e-02, eta: 6:09:19, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.5236, loss: 0.5236 +2025-07-02 03:31:48,313 - pyskl - INFO - Epoch [33][1100/1178] lr: 2.214e-02, eta: 6:09:02, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 0.5144, loss: 0.5144 +2025-07-02 03:32:01,151 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-07-02 03:32:23,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:32:23,612 - pyskl - INFO - +top1_acc 0.9175 +top5_acc 0.9930 +2025-07-02 03:32:23,616 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_32.pth was removed +2025-07-02 03:32:23,725 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. +2025-07-02 03:32:23,726 - pyskl - INFO - Best top1_acc is 0.9175 at 33 epoch. +2025-07-02 03:32:23,727 - pyskl - INFO - Epoch(val) [33][169] top1_acc: 0.9175, top5_acc: 0.9930 +2025-07-02 03:33:00,373 - pyskl - INFO - Epoch [34][100/1178] lr: 2.212e-02, eta: 6:09:02, time: 0.366, data_time: 0.207, memory: 3566, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.4888, loss: 0.4888 +2025-07-02 03:33:16,082 - pyskl - INFO - Epoch [34][200/1178] lr: 2.210e-02, eta: 6:08:44, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 0.5625, loss: 0.5625 +2025-07-02 03:33:31,660 - pyskl - INFO - Epoch [34][300/1178] lr: 2.209e-02, eta: 6:08:26, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.5002, loss: 0.5002 +2025-07-02 03:33:47,218 - pyskl - INFO - Epoch [34][400/1178] lr: 2.207e-02, eta: 6:08:09, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.5023, loss: 0.5023 +2025-07-02 03:34:02,771 - pyskl - INFO - Epoch [34][500/1178] lr: 2.206e-02, eta: 6:07:51, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.4817, loss: 0.4817 +2025-07-02 03:34:18,330 - pyskl - INFO - Epoch [34][600/1178] lr: 2.205e-02, eta: 6:07:33, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 0.5338, loss: 0.5338 +2025-07-02 03:34:33,943 - pyskl - INFO - Epoch [34][700/1178] lr: 2.203e-02, eta: 6:07:15, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9087, top5_acc: 0.9819, loss_cls: 0.5093, loss: 0.5093 +2025-07-02 03:34:49,542 - pyskl - INFO - Epoch [34][800/1178] lr: 2.202e-02, eta: 6:06:58, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.6592, loss: 0.6592 +2025-07-02 03:35:05,247 - pyskl - INFO - Epoch [34][900/1178] lr: 2.200e-02, eta: 6:06:40, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 0.4635, loss: 0.4635 +2025-07-02 03:35:20,795 - pyskl - INFO - Epoch [34][1000/1178] lr: 2.199e-02, eta: 6:06:22, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9044, top5_acc: 0.9856, loss_cls: 0.5320, loss: 0.5320 +2025-07-02 03:35:36,346 - pyskl - INFO - Epoch [34][1100/1178] lr: 2.197e-02, eta: 6:06:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.8956, top5_acc: 0.9812, loss_cls: 0.5619, loss: 0.5619 +2025-07-02 03:35:49,023 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-07-02 03:36:11,496 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:36:11,506 - pyskl - INFO - +top1_acc 0.9075 +top5_acc 0.9941 +2025-07-02 03:36:11,506 - pyskl - INFO - Epoch(val) [34][169] top1_acc: 0.9075, top5_acc: 0.9941 +2025-07-02 03:36:48,147 - pyskl - INFO - Epoch [35][100/1178] lr: 2.195e-02, eta: 6:06:03, time: 0.366, data_time: 0.207, memory: 3566, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 0.5121, loss: 0.5121 +2025-07-02 03:37:03,875 - pyskl - INFO - Epoch [35][200/1178] lr: 2.193e-02, eta: 6:05:46, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.5171, loss: 0.5171 +2025-07-02 03:37:19,606 - pyskl - INFO - Epoch [35][300/1178] lr: 2.192e-02, eta: 6:05:29, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.4488, loss: 0.4488 +2025-07-02 03:37:35,454 - pyskl - INFO - Epoch [35][400/1178] lr: 2.190e-02, eta: 6:05:12, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9244, top5_acc: 0.9888, loss_cls: 0.4591, loss: 0.4591 +2025-07-02 03:37:51,187 - pyskl - INFO - Epoch [35][500/1178] lr: 2.189e-02, eta: 6:04:55, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.5053, loss: 0.5053 +2025-07-02 03:38:06,916 - pyskl - INFO - Epoch [35][600/1178] lr: 2.187e-02, eta: 6:04:37, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4842, loss: 0.4842 +2025-07-02 03:38:22,659 - pyskl - INFO - Epoch [35][700/1178] lr: 2.186e-02, eta: 6:04:20, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.5423, loss: 0.5423 +2025-07-02 03:38:38,375 - pyskl - INFO - Epoch [35][800/1178] lr: 2.185e-02, eta: 6:04:03, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 0.5027, loss: 0.5027 +2025-07-02 03:38:54,167 - pyskl - INFO - Epoch [35][900/1178] lr: 2.183e-02, eta: 6:03:46, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.5221, loss: 0.5221 +2025-07-02 03:39:09,796 - pyskl - INFO - Epoch [35][1000/1178] lr: 2.182e-02, eta: 6:03:28, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.5170, loss: 0.5170 +2025-07-02 03:39:25,371 - pyskl - INFO - Epoch [35][1100/1178] lr: 2.180e-02, eta: 6:03:10, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 0.4868, loss: 0.4868 +2025-07-02 03:39:38,113 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-07-02 03:40:00,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:40:00,723 - pyskl - INFO - +top1_acc 0.8805 +top5_acc 0.9911 +2025-07-02 03:40:00,723 - pyskl - INFO - Epoch(val) [35][169] top1_acc: 0.8805, top5_acc: 0.9911 +2025-07-02 03:40:37,096 - pyskl - INFO - Epoch [36][100/1178] lr: 2.177e-02, eta: 6:03:07, time: 0.364, data_time: 0.204, memory: 3566, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 0.5809, loss: 0.5809 +2025-07-02 03:40:52,799 - pyskl - INFO - Epoch [36][200/1178] lr: 2.176e-02, eta: 6:02:50, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 0.5137, loss: 0.5137 +2025-07-02 03:41:08,590 - pyskl - INFO - Epoch [36][300/1178] lr: 2.174e-02, eta: 6:02:33, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.5023, loss: 0.5023 +2025-07-02 03:41:24,319 - pyskl - INFO - Epoch [36][400/1178] lr: 2.173e-02, eta: 6:02:15, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.5057, loss: 0.5057 +2025-07-02 03:41:39,945 - pyskl - INFO - Epoch [36][500/1178] lr: 2.171e-02, eta: 6:01:58, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.5179, loss: 0.5179 +2025-07-02 03:41:55,562 - pyskl - INFO - Epoch [36][600/1178] lr: 2.170e-02, eta: 6:01:40, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4797, loss: 0.4797 +2025-07-02 03:42:11,170 - pyskl - INFO - Epoch [36][700/1178] lr: 2.168e-02, eta: 6:01:23, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 0.5553, loss: 0.5553 +2025-07-02 03:42:26,756 - pyskl - INFO - Epoch [36][800/1178] lr: 2.167e-02, eta: 6:01:05, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.5340, loss: 0.5340 +2025-07-02 03:42:42,410 - pyskl - INFO - Epoch [36][900/1178] lr: 2.165e-02, eta: 6:00:47, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 0.5595, loss: 0.5595 +2025-07-02 03:42:58,064 - pyskl - INFO - Epoch [36][1000/1178] lr: 2.164e-02, eta: 6:00:30, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.5003, loss: 0.5003 +2025-07-02 03:43:13,722 - pyskl - INFO - Epoch [36][1100/1178] lr: 2.162e-02, eta: 6:00:13, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.4835, loss: 0.4835 +2025-07-02 03:43:26,516 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-07-02 03:43:49,411 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:43:49,421 - pyskl - INFO - +top1_acc 0.8976 +top5_acc 0.9926 +2025-07-02 03:43:49,422 - pyskl - INFO - Epoch(val) [36][169] top1_acc: 0.8976, top5_acc: 0.9926 +2025-07-02 03:44:26,594 - pyskl - INFO - Epoch [37][100/1178] lr: 2.160e-02, eta: 6:00:11, time: 0.372, data_time: 0.210, memory: 3566, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.5264, loss: 0.5264 +2025-07-02 03:44:42,547 - pyskl - INFO - Epoch [37][200/1178] lr: 2.158e-02, eta: 5:59:54, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9094, top5_acc: 0.9956, loss_cls: 0.4878, loss: 0.4878 +2025-07-02 03:44:58,436 - pyskl - INFO - Epoch [37][300/1178] lr: 2.157e-02, eta: 5:59:37, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4662, loss: 0.4662 +2025-07-02 03:45:14,329 - pyskl - INFO - Epoch [37][400/1178] lr: 2.155e-02, eta: 5:59:21, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.4916, loss: 0.4916 +2025-07-02 03:45:29,997 - pyskl - INFO - Epoch [37][500/1178] lr: 2.154e-02, eta: 5:59:03, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.4873, loss: 0.4873 +2025-07-02 03:45:45,681 - pyskl - INFO - Epoch [37][600/1178] lr: 2.152e-02, eta: 5:58:46, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.4693, loss: 0.4693 +2025-07-02 03:46:01,338 - pyskl - INFO - Epoch [37][700/1178] lr: 2.151e-02, eta: 5:58:28, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.4597, loss: 0.4597 +2025-07-02 03:46:16,996 - pyskl - INFO - Epoch [37][800/1178] lr: 2.149e-02, eta: 5:58:11, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 0.5659, loss: 0.5659 +2025-07-02 03:46:32,683 - pyskl - INFO - Epoch [37][900/1178] lr: 2.147e-02, eta: 5:57:54, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 0.4952, loss: 0.4952 +2025-07-02 03:46:48,333 - pyskl - INFO - Epoch [37][1000/1178] lr: 2.146e-02, eta: 5:57:36, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.5057, loss: 0.5057 +2025-07-02 03:47:03,967 - pyskl - INFO - Epoch [37][1100/1178] lr: 2.144e-02, eta: 5:57:19, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 0.5183, loss: 0.5183 +2025-07-02 03:47:16,687 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-07-02 03:47:39,151 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:47:39,162 - pyskl - INFO - +top1_acc 0.8994 +top5_acc 0.9941 +2025-07-02 03:47:39,162 - pyskl - INFO - Epoch(val) [37][169] top1_acc: 0.8994, top5_acc: 0.9941 +2025-07-02 03:48:16,139 - pyskl - INFO - Epoch [38][100/1178] lr: 2.142e-02, eta: 5:57:15, time: 0.370, data_time: 0.210, memory: 3566, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.4723, loss: 0.4723 +2025-07-02 03:48:31,876 - pyskl - INFO - Epoch [38][200/1178] lr: 2.140e-02, eta: 5:56:58, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.4724, loss: 0.4724 +2025-07-02 03:48:47,579 - pyskl - INFO - Epoch [38][300/1178] lr: 2.138e-02, eta: 5:56:41, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.4518, loss: 0.4518 +2025-07-02 03:49:03,211 - pyskl - INFO - Epoch [38][400/1178] lr: 2.137e-02, eta: 5:56:23, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.4273, loss: 0.4273 +2025-07-02 03:49:18,927 - pyskl - INFO - Epoch [38][500/1178] lr: 2.135e-02, eta: 5:56:06, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.4548, loss: 0.4548 +2025-07-02 03:49:34,595 - pyskl - INFO - Epoch [38][600/1178] lr: 2.134e-02, eta: 5:55:48, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.4426, loss: 0.4426 +2025-07-02 03:49:50,227 - pyskl - INFO - Epoch [38][700/1178] lr: 2.132e-02, eta: 5:55:31, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.5304, loss: 0.5304 +2025-07-02 03:50:05,851 - pyskl - INFO - Epoch [38][800/1178] lr: 2.131e-02, eta: 5:55:13, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 0.5537, loss: 0.5537 +2025-07-02 03:50:21,382 - pyskl - INFO - Epoch [38][900/1178] lr: 2.129e-02, eta: 5:54:55, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 0.5211, loss: 0.5211 +2025-07-02 03:50:37,015 - pyskl - INFO - Epoch [38][1000/1178] lr: 2.127e-02, eta: 5:54:38, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.5171, loss: 0.5171 +2025-07-02 03:50:52,674 - pyskl - INFO - Epoch [38][1100/1178] lr: 2.126e-02, eta: 5:54:20, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.4920, loss: 0.4920 +2025-07-02 03:51:05,394 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-07-02 03:51:28,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:51:28,202 - pyskl - INFO - +top1_acc 0.9075 +top5_acc 0.9882 +2025-07-02 03:51:28,203 - pyskl - INFO - Epoch(val) [38][169] top1_acc: 0.9075, top5_acc: 0.9882 +2025-07-02 03:52:04,754 - pyskl - INFO - Epoch [39][100/1178] lr: 2.123e-02, eta: 5:54:15, time: 0.365, data_time: 0.206, memory: 3566, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 0.4871, loss: 0.4871 +2025-07-02 03:52:20,422 - pyskl - INFO - Epoch [39][200/1178] lr: 2.121e-02, eta: 5:53:57, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 0.4937, loss: 0.4937 +2025-07-02 03:52:35,982 - pyskl - INFO - Epoch [39][300/1178] lr: 2.120e-02, eta: 5:53:40, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 0.4735, loss: 0.4735 +2025-07-02 03:52:51,664 - pyskl - INFO - Epoch [39][400/1178] lr: 2.118e-02, eta: 5:53:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 0.4668, loss: 0.4668 +2025-07-02 03:53:07,260 - pyskl - INFO - Epoch [39][500/1178] lr: 2.117e-02, eta: 5:53:05, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.4751, loss: 0.4751 +2025-07-02 03:53:22,866 - pyskl - INFO - Epoch [39][600/1178] lr: 2.115e-02, eta: 5:52:47, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 0.4670, loss: 0.4670 +2025-07-02 03:53:38,550 - pyskl - INFO - Epoch [39][700/1178] lr: 2.113e-02, eta: 5:52:30, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4953, loss: 0.4953 +2025-07-02 03:53:54,223 - pyskl - INFO - Epoch [39][800/1178] lr: 2.112e-02, eta: 5:52:12, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9181, top5_acc: 0.9888, loss_cls: 0.5055, loss: 0.5055 +2025-07-02 03:54:10,048 - pyskl - INFO - Epoch [39][900/1178] lr: 2.110e-02, eta: 5:51:55, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4685, loss: 0.4685 +2025-07-02 03:54:25,859 - pyskl - INFO - Epoch [39][1000/1178] lr: 2.109e-02, eta: 5:51:38, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 0.5086, loss: 0.5086 +2025-07-02 03:54:41,552 - pyskl - INFO - Epoch [39][1100/1178] lr: 2.107e-02, eta: 5:51:21, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 0.4742, loss: 0.4742 +2025-07-02 03:54:54,254 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-07-02 03:55:16,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:55:16,664 - pyskl - INFO - +top1_acc 0.8887 +top5_acc 0.9911 +2025-07-02 03:55:16,664 - pyskl - INFO - Epoch(val) [39][169] top1_acc: 0.8887, top5_acc: 0.9911 +2025-07-02 03:55:53,540 - pyskl - INFO - Epoch [40][100/1178] lr: 2.104e-02, eta: 5:51:16, time: 0.369, data_time: 0.208, memory: 3566, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.4703, loss: 0.4703 +2025-07-02 03:56:09,590 - pyskl - INFO - Epoch [40][200/1178] lr: 2.102e-02, eta: 5:50:59, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4716, loss: 0.4716 +2025-07-02 03:56:25,460 - pyskl - INFO - Epoch [40][300/1178] lr: 2.101e-02, eta: 5:50:42, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 0.4699, loss: 0.4699 +2025-07-02 03:56:41,221 - pyskl - INFO - Epoch [40][400/1178] lr: 2.099e-02, eta: 5:50:25, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.4786, loss: 0.4786 +2025-07-02 03:56:56,868 - pyskl - INFO - Epoch [40][500/1178] lr: 2.098e-02, eta: 5:50:08, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.5287, loss: 0.5287 +2025-07-02 03:57:12,551 - pyskl - INFO - Epoch [40][600/1178] lr: 2.096e-02, eta: 5:49:50, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.4784, loss: 0.4784 +2025-07-02 03:57:28,159 - pyskl - INFO - Epoch [40][700/1178] lr: 2.094e-02, eta: 5:49:33, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 0.5040, loss: 0.5040 +2025-07-02 03:57:43,796 - pyskl - INFO - Epoch [40][800/1178] lr: 2.093e-02, eta: 5:49:15, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 0.5394, loss: 0.5394 +2025-07-02 03:57:59,581 - pyskl - INFO - Epoch [40][900/1178] lr: 2.091e-02, eta: 5:48:58, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4734, loss: 0.4734 +2025-07-02 03:58:15,474 - pyskl - INFO - Epoch [40][1000/1178] lr: 2.089e-02, eta: 5:48:41, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4695, loss: 0.4695 +2025-07-02 03:58:31,174 - pyskl - INFO - Epoch [40][1100/1178] lr: 2.088e-02, eta: 5:48:24, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.4967, loss: 0.4967 +2025-07-02 03:58:44,062 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-07-02 03:59:06,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 03:59:06,729 - pyskl - INFO - +top1_acc 0.8942 +top5_acc 0.9926 +2025-07-02 03:59:06,730 - pyskl - INFO - Epoch(val) [40][169] top1_acc: 0.8942, top5_acc: 0.9926 +2025-07-02 03:59:43,545 - pyskl - INFO - Epoch [41][100/1178] lr: 2.085e-02, eta: 5:48:18, time: 0.368, data_time: 0.206, memory: 3566, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5130, loss: 0.5130 +2025-07-02 03:59:59,269 - pyskl - INFO - Epoch [41][200/1178] lr: 2.083e-02, eta: 5:48:00, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.4850, loss: 0.4850 +2025-07-02 04:00:14,802 - pyskl - INFO - Epoch [41][300/1178] lr: 2.081e-02, eta: 5:47:43, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 0.4696, loss: 0.4696 +2025-07-02 04:00:30,487 - pyskl - INFO - Epoch [41][400/1178] lr: 2.080e-02, eta: 5:47:25, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4498, loss: 0.4498 +2025-07-02 04:00:46,324 - pyskl - INFO - Epoch [41][500/1178] lr: 2.078e-02, eta: 5:47:08, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4516, loss: 0.4516 +2025-07-02 04:01:01,999 - pyskl - INFO - Epoch [41][600/1178] lr: 2.076e-02, eta: 5:46:51, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 0.4310, loss: 0.4310 +2025-07-02 04:01:17,687 - pyskl - INFO - Epoch [41][700/1178] lr: 2.075e-02, eta: 5:46:34, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.4813, loss: 0.4813 +2025-07-02 04:01:33,402 - pyskl - INFO - Epoch [41][800/1178] lr: 2.073e-02, eta: 5:46:16, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 0.4867, loss: 0.4867 +2025-07-02 04:01:49,231 - pyskl - INFO - Epoch [41][900/1178] lr: 2.071e-02, eta: 5:45:59, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.4505, loss: 0.4505 +2025-07-02 04:02:05,122 - pyskl - INFO - Epoch [41][1000/1178] lr: 2.070e-02, eta: 5:45:43, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.4328, loss: 0.4328 +2025-07-02 04:02:20,847 - pyskl - INFO - Epoch [41][1100/1178] lr: 2.068e-02, eta: 5:45:25, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 0.5016, loss: 0.5016 +2025-07-02 04:02:33,658 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-07-02 04:02:56,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:02:56,450 - pyskl - INFO - +top1_acc 0.9031 +top5_acc 0.9908 +2025-07-02 04:02:56,451 - pyskl - INFO - Epoch(val) [41][169] top1_acc: 0.9031, top5_acc: 0.9908 +2025-07-02 04:03:33,154 - pyskl - INFO - Epoch [42][100/1178] lr: 2.065e-02, eta: 5:45:18, time: 0.367, data_time: 0.207, memory: 3566, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.4591, loss: 0.4591 +2025-07-02 04:03:48,947 - pyskl - INFO - Epoch [42][200/1178] lr: 2.063e-02, eta: 5:45:01, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.4909, loss: 0.4909 +2025-07-02 04:04:04,619 - pyskl - INFO - Epoch [42][300/1178] lr: 2.062e-02, eta: 5:44:43, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4383, loss: 0.4383 +2025-07-02 04:04:20,211 - pyskl - INFO - Epoch [42][400/1178] lr: 2.060e-02, eta: 5:44:26, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.3895, loss: 0.3895 +2025-07-02 04:04:35,776 - pyskl - INFO - Epoch [42][500/1178] lr: 2.058e-02, eta: 5:44:08, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 0.4398, loss: 0.4398 +2025-07-02 04:04:51,374 - pyskl - INFO - Epoch [42][600/1178] lr: 2.057e-02, eta: 5:43:50, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 0.4653, loss: 0.4653 +2025-07-02 04:05:06,977 - pyskl - INFO - Epoch [42][700/1178] lr: 2.055e-02, eta: 5:43:33, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 0.5464, loss: 0.5464 +2025-07-02 04:05:22,660 - pyskl - INFO - Epoch [42][800/1178] lr: 2.053e-02, eta: 5:43:16, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 0.4719, loss: 0.4719 +2025-07-02 04:05:38,206 - pyskl - INFO - Epoch [42][900/1178] lr: 2.052e-02, eta: 5:42:58, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4524, loss: 0.4524 +2025-07-02 04:05:53,765 - pyskl - INFO - Epoch [42][1000/1178] lr: 2.050e-02, eta: 5:42:40, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 0.4816, loss: 0.4816 +2025-07-02 04:06:09,479 - pyskl - INFO - Epoch [42][1100/1178] lr: 2.048e-02, eta: 5:42:23, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 0.4936, loss: 0.4936 +2025-07-02 04:06:22,380 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-07-02 04:06:45,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:06:45,036 - pyskl - INFO - +top1_acc 0.9205 +top5_acc 0.9933 +2025-07-02 04:06:45,040 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_33.pth was removed +2025-07-02 04:06:45,161 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2025-07-02 04:06:45,162 - pyskl - INFO - Best top1_acc is 0.9205 at 42 epoch. +2025-07-02 04:06:45,163 - pyskl - INFO - Epoch(val) [42][169] top1_acc: 0.9205, top5_acc: 0.9933 +2025-07-02 04:07:22,511 - pyskl - INFO - Epoch [43][100/1178] lr: 2.045e-02, eta: 5:42:16, time: 0.373, data_time: 0.210, memory: 3566, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3919, loss: 0.3919 +2025-07-02 04:07:38,336 - pyskl - INFO - Epoch [43][200/1178] lr: 2.043e-02, eta: 5:41:59, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9150, top5_acc: 0.9869, loss_cls: 0.4319, loss: 0.4319 +2025-07-02 04:07:54,079 - pyskl - INFO - Epoch [43][300/1178] lr: 2.042e-02, eta: 5:41:42, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 0.4644, loss: 0.4644 +2025-07-02 04:08:09,840 - pyskl - INFO - Epoch [43][400/1178] lr: 2.040e-02, eta: 5:41:25, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.4453, loss: 0.4453 +2025-07-02 04:08:25,523 - pyskl - INFO - Epoch [43][500/1178] lr: 2.038e-02, eta: 5:41:08, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4695, loss: 0.4695 +2025-07-02 04:08:41,193 - pyskl - INFO - Epoch [43][600/1178] lr: 2.036e-02, eta: 5:40:50, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.4463, loss: 0.4463 +2025-07-02 04:08:56,783 - pyskl - INFO - Epoch [43][700/1178] lr: 2.035e-02, eta: 5:40:33, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.5005, loss: 0.5005 +2025-07-02 04:09:12,381 - pyskl - INFO - Epoch [43][800/1178] lr: 2.033e-02, eta: 5:40:15, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.4410, loss: 0.4410 +2025-07-02 04:09:28,259 - pyskl - INFO - Epoch [43][900/1178] lr: 2.031e-02, eta: 5:39:58, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.4712, loss: 0.4712 +2025-07-02 04:09:44,099 - pyskl - INFO - Epoch [43][1000/1178] lr: 2.030e-02, eta: 5:39:41, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 0.4732, loss: 0.4732 +2025-07-02 04:09:59,879 - pyskl - INFO - Epoch [43][1100/1178] lr: 2.028e-02, eta: 5:39:24, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.4984, loss: 0.4984 +2025-07-02 04:10:12,680 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-07-02 04:10:35,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:10:35,331 - pyskl - INFO - +top1_acc 0.9135 +top5_acc 0.9948 +2025-07-02 04:10:35,332 - pyskl - INFO - Epoch(val) [43][169] top1_acc: 0.9135, top5_acc: 0.9948 +2025-07-02 04:11:12,583 - pyskl - INFO - Epoch [44][100/1178] lr: 2.025e-02, eta: 5:39:17, time: 0.372, data_time: 0.212, memory: 3566, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 0.4108, loss: 0.4108 +2025-07-02 04:11:28,222 - pyskl - INFO - Epoch [44][200/1178] lr: 2.023e-02, eta: 5:38:59, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.4579, loss: 0.4579 +2025-07-02 04:11:43,877 - pyskl - INFO - Epoch [44][300/1178] lr: 2.021e-02, eta: 5:38:42, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9137, top5_acc: 0.9856, loss_cls: 0.4616, loss: 0.4616 +2025-07-02 04:11:59,568 - pyskl - INFO - Epoch [44][400/1178] lr: 2.019e-02, eta: 5:38:25, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.4084, loss: 0.4084 +2025-07-02 04:12:15,240 - pyskl - INFO - Epoch [44][500/1178] lr: 2.018e-02, eta: 5:38:07, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4554, loss: 0.4554 +2025-07-02 04:12:30,931 - pyskl - INFO - Epoch [44][600/1178] lr: 2.016e-02, eta: 5:37:50, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.4933, loss: 0.4933 +2025-07-02 04:12:46,555 - pyskl - INFO - Epoch [44][700/1178] lr: 2.014e-02, eta: 5:37:32, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.4126, loss: 0.4126 +2025-07-02 04:13:02,224 - pyskl - INFO - Epoch [44][800/1178] lr: 2.012e-02, eta: 5:37:15, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 0.5081, loss: 0.5081 +2025-07-02 04:13:17,903 - pyskl - INFO - Epoch [44][900/1178] lr: 2.011e-02, eta: 5:36:58, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.4687, loss: 0.4687 +2025-07-02 04:13:33,511 - pyskl - INFO - Epoch [44][1000/1178] lr: 2.009e-02, eta: 5:36:40, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4423, loss: 0.4423 +2025-07-02 04:13:49,180 - pyskl - INFO - Epoch [44][1100/1178] lr: 2.007e-02, eta: 5:36:23, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 0.5390, loss: 0.5390 +2025-07-02 04:14:01,949 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-07-02 04:14:24,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:14:24,201 - pyskl - INFO - +top1_acc 0.9131 +top5_acc 0.9922 +2025-07-02 04:14:24,201 - pyskl - INFO - Epoch(val) [44][169] top1_acc: 0.9131, top5_acc: 0.9922 +2025-07-02 04:15:00,994 - pyskl - INFO - Epoch [45][100/1178] lr: 2.004e-02, eta: 5:36:14, time: 0.368, data_time: 0.208, memory: 3566, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.4116, loss: 0.4116 +2025-07-02 04:15:16,754 - pyskl - INFO - Epoch [45][200/1178] lr: 2.002e-02, eta: 5:35:56, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.4080, loss: 0.4080 +2025-07-02 04:15:32,476 - pyskl - INFO - Epoch [45][300/1178] lr: 2.000e-02, eta: 5:35:39, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 0.4694, loss: 0.4694 +2025-07-02 04:15:48,135 - pyskl - INFO - Epoch [45][400/1178] lr: 1.999e-02, eta: 5:35:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3892, loss: 0.3892 +2025-07-02 04:16:03,784 - pyskl - INFO - Epoch [45][500/1178] lr: 1.997e-02, eta: 5:35:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.4240, loss: 0.4240 +2025-07-02 04:16:19,403 - pyskl - INFO - Epoch [45][600/1178] lr: 1.995e-02, eta: 5:34:47, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.4992, loss: 0.4992 +2025-07-02 04:16:35,067 - pyskl - INFO - Epoch [45][700/1178] lr: 1.993e-02, eta: 5:34:30, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.4594, loss: 0.4594 +2025-07-02 04:16:50,705 - pyskl - INFO - Epoch [45][800/1178] lr: 1.992e-02, eta: 5:34:12, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4368, loss: 0.4368 +2025-07-02 04:17:06,363 - pyskl - INFO - Epoch [45][900/1178] lr: 1.990e-02, eta: 5:33:55, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4776, loss: 0.4776 +2025-07-02 04:17:22,061 - pyskl - INFO - Epoch [45][1000/1178] lr: 1.988e-02, eta: 5:33:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.4560, loss: 0.4560 +2025-07-02 04:17:37,811 - pyskl - INFO - Epoch [45][1100/1178] lr: 1.986e-02, eta: 5:33:20, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.4284, loss: 0.4284 +2025-07-02 04:17:50,578 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-07-02 04:18:13,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:18:13,280 - pyskl - INFO - +top1_acc 0.8939 +top5_acc 0.9889 +2025-07-02 04:18:13,280 - pyskl - INFO - Epoch(val) [45][169] top1_acc: 0.8939, top5_acc: 0.9889 +2025-07-02 04:18:50,114 - pyskl - INFO - Epoch [46][100/1178] lr: 1.983e-02, eta: 5:33:10, time: 0.368, data_time: 0.209, memory: 3566, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4340, loss: 0.4340 +2025-07-02 04:19:05,738 - pyskl - INFO - Epoch [46][200/1178] lr: 1.981e-02, eta: 5:32:53, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.4234, loss: 0.4234 +2025-07-02 04:19:21,486 - pyskl - INFO - Epoch [46][300/1178] lr: 1.979e-02, eta: 5:32:36, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4193, loss: 0.4193 +2025-07-02 04:19:36,969 - pyskl - INFO - Epoch [46][400/1178] lr: 1.978e-02, eta: 5:32:18, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.4041, loss: 0.4041 +2025-07-02 04:19:52,403 - pyskl - INFO - Epoch [46][500/1178] lr: 1.976e-02, eta: 5:32:00, time: 0.154, data_time: 0.000, memory: 3566, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.4794, loss: 0.4794 +2025-07-02 04:20:07,853 - pyskl - INFO - Epoch [46][600/1178] lr: 1.974e-02, eta: 5:31:42, time: 0.154, data_time: 0.000, memory: 3566, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.3808, loss: 0.3808 +2025-07-02 04:20:23,305 - pyskl - INFO - Epoch [46][700/1178] lr: 1.972e-02, eta: 5:31:25, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4417, loss: 0.4417 +2025-07-02 04:20:38,765 - pyskl - INFO - Epoch [46][800/1178] lr: 1.970e-02, eta: 5:31:07, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 0.4407, loss: 0.4407 +2025-07-02 04:20:54,433 - pyskl - INFO - Epoch [46][900/1178] lr: 1.968e-02, eta: 5:30:49, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.4635, loss: 0.4635 +2025-07-02 04:21:10,065 - pyskl - INFO - Epoch [46][1000/1178] lr: 1.967e-02, eta: 5:30:32, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 0.4708, loss: 0.4708 +2025-07-02 04:21:25,722 - pyskl - INFO - Epoch [46][1100/1178] lr: 1.965e-02, eta: 5:30:15, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.5110, loss: 0.5110 +2025-07-02 04:21:38,539 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-07-02 04:22:01,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:22:01,412 - pyskl - INFO - +top1_acc 0.9231 +top5_acc 0.9937 +2025-07-02 04:22:01,417 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_42.pth was removed +2025-07-02 04:22:01,531 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-07-02 04:22:01,532 - pyskl - INFO - Best top1_acc is 0.9231 at 46 epoch. +2025-07-02 04:22:01,533 - pyskl - INFO - Epoch(val) [46][169] top1_acc: 0.9231, top5_acc: 0.9937 +2025-07-02 04:22:38,710 - pyskl - INFO - Epoch [47][100/1178] lr: 1.962e-02, eta: 5:30:05, time: 0.372, data_time: 0.208, memory: 3566, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.4389, loss: 0.4389 +2025-07-02 04:22:54,407 - pyskl - INFO - Epoch [47][200/1178] lr: 1.960e-02, eta: 5:29:48, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3998, loss: 0.3998 +2025-07-02 04:23:10,140 - pyskl - INFO - Epoch [47][300/1178] lr: 1.958e-02, eta: 5:29:30, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.4244, loss: 0.4244 +2025-07-02 04:23:25,907 - pyskl - INFO - Epoch [47][400/1178] lr: 1.956e-02, eta: 5:29:13, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.4749, loss: 0.4749 +2025-07-02 04:23:41,661 - pyskl - INFO - Epoch [47][500/1178] lr: 1.954e-02, eta: 5:28:56, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 0.4288, loss: 0.4288 +2025-07-02 04:23:57,431 - pyskl - INFO - Epoch [47][600/1178] lr: 1.952e-02, eta: 5:28:39, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.4125, loss: 0.4125 +2025-07-02 04:24:13,281 - pyskl - INFO - Epoch [47][700/1178] lr: 1.951e-02, eta: 5:28:22, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 0.4363, loss: 0.4363 +2025-07-02 04:24:28,888 - pyskl - INFO - Epoch [47][800/1178] lr: 1.949e-02, eta: 5:28:05, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.4264, loss: 0.4264 +2025-07-02 04:24:44,722 - pyskl - INFO - Epoch [47][900/1178] lr: 1.947e-02, eta: 5:27:48, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4315, loss: 0.4315 +2025-07-02 04:25:00,469 - pyskl - INFO - Epoch [47][1000/1178] lr: 1.945e-02, eta: 5:27:31, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 0.4261, loss: 0.4261 +2025-07-02 04:25:16,316 - pyskl - INFO - Epoch [47][1100/1178] lr: 1.943e-02, eta: 5:27:14, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.4151, loss: 0.4151 +2025-07-02 04:25:29,163 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-07-02 04:25:52,168 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:25:52,178 - pyskl - INFO - +top1_acc 0.9216 +top5_acc 0.9945 +2025-07-02 04:25:52,178 - pyskl - INFO - Epoch(val) [47][169] top1_acc: 0.9216, top5_acc: 0.9945 +2025-07-02 04:26:29,798 - pyskl - INFO - Epoch [48][100/1178] lr: 1.940e-02, eta: 5:27:04, time: 0.376, data_time: 0.215, memory: 3566, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 0.4826, loss: 0.4826 +2025-07-02 04:26:45,526 - pyskl - INFO - Epoch [48][200/1178] lr: 1.938e-02, eta: 5:26:47, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.4047, loss: 0.4047 +2025-07-02 04:27:01,359 - pyskl - INFO - Epoch [48][300/1178] lr: 1.936e-02, eta: 5:26:30, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 0.3876, loss: 0.3876 +2025-07-02 04:27:17,166 - pyskl - INFO - Epoch [48][400/1178] lr: 1.934e-02, eta: 5:26:13, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.4584, loss: 0.4584 +2025-07-02 04:27:32,868 - pyskl - INFO - Epoch [48][500/1178] lr: 1.932e-02, eta: 5:25:56, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4508, loss: 0.4508 +2025-07-02 04:27:48,490 - pyskl - INFO - Epoch [48][600/1178] lr: 1.931e-02, eta: 5:25:39, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 0.4551, loss: 0.4551 +2025-07-02 04:28:04,082 - pyskl - INFO - Epoch [48][700/1178] lr: 1.929e-02, eta: 5:25:21, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.4429, loss: 0.4429 +2025-07-02 04:28:19,684 - pyskl - INFO - Epoch [48][800/1178] lr: 1.927e-02, eta: 5:25:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.4807, loss: 0.4807 +2025-07-02 04:28:35,356 - pyskl - INFO - Epoch [48][900/1178] lr: 1.925e-02, eta: 5:24:46, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 0.4337, loss: 0.4337 +2025-07-02 04:28:51,054 - pyskl - INFO - Epoch [48][1000/1178] lr: 1.923e-02, eta: 5:24:29, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 0.4197, loss: 0.4197 +2025-07-02 04:29:06,743 - pyskl - INFO - Epoch [48][1100/1178] lr: 1.921e-02, eta: 5:24:12, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.4557, loss: 0.4557 +2025-07-02 04:29:19,538 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-07-02 04:29:42,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:29:42,210 - pyskl - INFO - +top1_acc 0.8998 +top5_acc 0.9885 +2025-07-02 04:29:42,211 - pyskl - INFO - Epoch(val) [48][169] top1_acc: 0.8998, top5_acc: 0.9885 +2025-07-02 04:30:19,248 - pyskl - INFO - Epoch [49][100/1178] lr: 1.918e-02, eta: 5:24:01, time: 0.370, data_time: 0.211, memory: 3566, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.4270, loss: 0.4270 +2025-07-02 04:30:35,104 - pyskl - INFO - Epoch [49][200/1178] lr: 1.916e-02, eta: 5:23:44, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3578, loss: 0.3578 +2025-07-02 04:30:50,827 - pyskl - INFO - Epoch [49][300/1178] lr: 1.914e-02, eta: 5:23:27, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.3916, loss: 0.3916 +2025-07-02 04:31:06,540 - pyskl - INFO - Epoch [49][400/1178] lr: 1.912e-02, eta: 5:23:09, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.4047, loss: 0.4047 +2025-07-02 04:31:22,239 - pyskl - INFO - Epoch [49][500/1178] lr: 1.910e-02, eta: 5:22:52, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.4200, loss: 0.4200 +2025-07-02 04:31:37,962 - pyskl - INFO - Epoch [49][600/1178] lr: 1.909e-02, eta: 5:22:35, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4518, loss: 0.4518 +2025-07-02 04:31:53,574 - pyskl - INFO - Epoch [49][700/1178] lr: 1.907e-02, eta: 5:22:18, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 0.5085, loss: 0.5085 +2025-07-02 04:32:09,189 - pyskl - INFO - Epoch [49][800/1178] lr: 1.905e-02, eta: 5:22:00, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 0.4583, loss: 0.4583 +2025-07-02 04:32:24,930 - pyskl - INFO - Epoch [49][900/1178] lr: 1.903e-02, eta: 5:21:43, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 0.4816, loss: 0.4816 +2025-07-02 04:32:40,533 - pyskl - INFO - Epoch [49][1000/1178] lr: 1.901e-02, eta: 5:21:26, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.3755, loss: 0.3755 +2025-07-02 04:32:56,162 - pyskl - INFO - Epoch [49][1100/1178] lr: 1.899e-02, eta: 5:21:08, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.3809, loss: 0.3809 +2025-07-02 04:33:08,972 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-07-02 04:33:32,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:33:32,079 - pyskl - INFO - +top1_acc 0.9057 +top5_acc 0.9948 +2025-07-02 04:33:32,080 - pyskl - INFO - Epoch(val) [49][169] top1_acc: 0.9057, top5_acc: 0.9948 +2025-07-02 04:34:09,214 - pyskl - INFO - Epoch [50][100/1178] lr: 1.896e-02, eta: 5:20:57, time: 0.371, data_time: 0.211, memory: 3566, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 0.4886, loss: 0.4886 +2025-07-02 04:34:24,943 - pyskl - INFO - Epoch [50][200/1178] lr: 1.894e-02, eta: 5:20:40, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.4204, loss: 0.4204 +2025-07-02 04:34:40,783 - pyskl - INFO - Epoch [50][300/1178] lr: 1.892e-02, eta: 5:20:23, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 0.3992, loss: 0.3992 +2025-07-02 04:34:56,457 - pyskl - INFO - Epoch [50][400/1178] lr: 1.890e-02, eta: 5:20:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.4191, loss: 0.4191 +2025-07-02 04:35:12,147 - pyskl - INFO - Epoch [50][500/1178] lr: 1.888e-02, eta: 5:19:48, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.4505, loss: 0.4505 +2025-07-02 04:35:27,796 - pyskl - INFO - Epoch [50][600/1178] lr: 1.886e-02, eta: 5:19:31, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.3999, loss: 0.3999 +2025-07-02 04:35:43,344 - pyskl - INFO - Epoch [50][700/1178] lr: 1.884e-02, eta: 5:19:13, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.4101, loss: 0.4101 +2025-07-02 04:35:58,920 - pyskl - INFO - Epoch [50][800/1178] lr: 1.882e-02, eta: 5:18:56, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 0.4128, loss: 0.4128 +2025-07-02 04:36:14,583 - pyskl - INFO - Epoch [50][900/1178] lr: 1.880e-02, eta: 5:18:39, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.4472, loss: 0.4472 +2025-07-02 04:36:30,237 - pyskl - INFO - Epoch [50][1000/1178] lr: 1.878e-02, eta: 5:18:21, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9213, top5_acc: 0.9888, loss_cls: 0.4203, loss: 0.4203 +2025-07-02 04:36:45,867 - pyskl - INFO - Epoch [50][1100/1178] lr: 1.877e-02, eta: 5:18:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3896, loss: 0.3896 +2025-07-02 04:36:58,617 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-07-02 04:37:21,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:37:21,599 - pyskl - INFO - +top1_acc 0.9146 +top5_acc 0.9930 +2025-07-02 04:37:21,599 - pyskl - INFO - Epoch(val) [50][169] top1_acc: 0.9146, top5_acc: 0.9930 +2025-07-02 04:37:58,570 - pyskl - INFO - Epoch [51][100/1178] lr: 1.873e-02, eta: 5:17:51, time: 0.370, data_time: 0.210, memory: 3566, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3892, loss: 0.3892 +2025-07-02 04:38:14,237 - pyskl - INFO - Epoch [51][200/1178] lr: 1.871e-02, eta: 5:17:34, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.4123, loss: 0.4123 +2025-07-02 04:38:29,988 - pyskl - INFO - Epoch [51][300/1178] lr: 1.869e-02, eta: 5:17:17, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 0.4385, loss: 0.4385 +2025-07-02 04:38:45,775 - pyskl - INFO - Epoch [51][400/1178] lr: 1.867e-02, eta: 5:17:00, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3750, loss: 0.3750 +2025-07-02 04:39:01,498 - pyskl - INFO - Epoch [51][500/1178] lr: 1.865e-02, eta: 5:16:43, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 0.4068, loss: 0.4068 +2025-07-02 04:39:17,208 - pyskl - INFO - Epoch [51][600/1178] lr: 1.863e-02, eta: 5:16:26, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3949, loss: 0.3949 +2025-07-02 04:39:32,885 - pyskl - INFO - Epoch [51][700/1178] lr: 1.861e-02, eta: 5:16:08, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.4617, loss: 0.4617 +2025-07-02 04:39:48,588 - pyskl - INFO - Epoch [51][800/1178] lr: 1.860e-02, eta: 5:15:51, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 0.4490, loss: 0.4490 +2025-07-02 04:40:04,352 - pyskl - INFO - Epoch [51][900/1178] lr: 1.858e-02, eta: 5:15:34, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 0.4347, loss: 0.4347 +2025-07-02 04:40:20,069 - pyskl - INFO - Epoch [51][1000/1178] lr: 1.856e-02, eta: 5:15:17, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 0.4293, loss: 0.4293 +2025-07-02 04:40:35,739 - pyskl - INFO - Epoch [51][1100/1178] lr: 1.854e-02, eta: 5:15:00, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.4024, loss: 0.4024 +2025-07-02 04:40:48,591 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-07-02 04:41:11,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:41:11,272 - pyskl - INFO - +top1_acc 0.9083 +top5_acc 0.9922 +2025-07-02 04:41:11,273 - pyskl - INFO - Epoch(val) [51][169] top1_acc: 0.9083, top5_acc: 0.9922 +2025-07-02 04:41:49,028 - pyskl - INFO - Epoch [52][100/1178] lr: 1.850e-02, eta: 5:14:48, time: 0.378, data_time: 0.217, memory: 3566, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.4089, loss: 0.4089 +2025-07-02 04:42:04,693 - pyskl - INFO - Epoch [52][200/1178] lr: 1.848e-02, eta: 5:14:31, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9387, top5_acc: 0.9919, loss_cls: 0.3451, loss: 0.3451 +2025-07-02 04:42:20,452 - pyskl - INFO - Epoch [52][300/1178] lr: 1.846e-02, eta: 5:14:14, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.4188, loss: 0.4188 +2025-07-02 04:42:36,079 - pyskl - INFO - Epoch [52][400/1178] lr: 1.844e-02, eta: 5:13:57, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3789, loss: 0.3789 +2025-07-02 04:42:51,734 - pyskl - INFO - Epoch [52][500/1178] lr: 1.842e-02, eta: 5:13:39, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4356, loss: 0.4356 +2025-07-02 04:43:07,339 - pyskl - INFO - Epoch [52][600/1178] lr: 1.840e-02, eta: 5:13:22, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 0.3626, loss: 0.3626 +2025-07-02 04:43:22,945 - pyskl - INFO - Epoch [52][700/1178] lr: 1.839e-02, eta: 5:13:05, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 0.4088, loss: 0.4088 +2025-07-02 04:43:38,541 - pyskl - INFO - Epoch [52][800/1178] lr: 1.837e-02, eta: 5:12:47, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.4439, loss: 0.4439 +2025-07-02 04:43:54,189 - pyskl - INFO - Epoch [52][900/1178] lr: 1.835e-02, eta: 5:12:30, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4254, loss: 0.4254 +2025-07-02 04:44:09,852 - pyskl - INFO - Epoch [52][1000/1178] lr: 1.833e-02, eta: 5:12:13, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.4510, loss: 0.4510 +2025-07-02 04:44:25,476 - pyskl - INFO - Epoch [52][1100/1178] lr: 1.831e-02, eta: 5:11:56, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 0.4073, loss: 0.4073 +2025-07-02 04:44:38,314 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-07-02 04:45:00,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:45:00,975 - pyskl - INFO - +top1_acc 0.9175 +top5_acc 0.9937 +2025-07-02 04:45:00,975 - pyskl - INFO - Epoch(val) [52][169] top1_acc: 0.9175, top5_acc: 0.9937 +2025-07-02 04:45:38,449 - pyskl - INFO - Epoch [53][100/1178] lr: 1.827e-02, eta: 5:11:43, time: 0.375, data_time: 0.214, memory: 3566, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.3614, loss: 0.3614 +2025-07-02 04:45:54,160 - pyskl - INFO - Epoch [53][200/1178] lr: 1.825e-02, eta: 5:11:26, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3369, loss: 0.3369 +2025-07-02 04:46:09,902 - pyskl - INFO - Epoch [53][300/1178] lr: 1.823e-02, eta: 5:11:09, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.3658, loss: 0.3658 +2025-07-02 04:46:25,684 - pyskl - INFO - Epoch [53][400/1178] lr: 1.821e-02, eta: 5:10:52, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3748, loss: 0.3748 +2025-07-02 04:46:41,403 - pyskl - INFO - Epoch [53][500/1178] lr: 1.819e-02, eta: 5:10:35, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3777, loss: 0.3777 +2025-07-02 04:46:57,094 - pyskl - INFO - Epoch [53][600/1178] lr: 1.817e-02, eta: 5:10:17, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 0.3616, loss: 0.3616 +2025-07-02 04:47:12,799 - pyskl - INFO - Epoch [53][700/1178] lr: 1.815e-02, eta: 5:10:00, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 0.4172, loss: 0.4172 +2025-07-02 04:47:28,423 - pyskl - INFO - Epoch [53][800/1178] lr: 1.813e-02, eta: 5:09:43, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 0.4964, loss: 0.4964 +2025-07-02 04:47:44,062 - pyskl - INFO - Epoch [53][900/1178] lr: 1.811e-02, eta: 5:09:26, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 0.4204, loss: 0.4204 +2025-07-02 04:47:59,704 - pyskl - INFO - Epoch [53][1000/1178] lr: 1.809e-02, eta: 5:09:08, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 0.4143, loss: 0.4143 +2025-07-02 04:48:15,612 - pyskl - INFO - Epoch [53][1100/1178] lr: 1.807e-02, eta: 5:08:52, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4040, loss: 0.4040 +2025-07-02 04:48:28,587 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-07-02 04:48:50,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:48:50,903 - pyskl - INFO - +top1_acc 0.8961 +top5_acc 0.9922 +2025-07-02 04:48:50,904 - pyskl - INFO - Epoch(val) [53][169] top1_acc: 0.8961, top5_acc: 0.9922 +2025-07-02 04:49:28,057 - pyskl - INFO - Epoch [54][100/1178] lr: 1.804e-02, eta: 5:08:38, time: 0.371, data_time: 0.211, memory: 3566, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.3638, loss: 0.3638 +2025-07-02 04:49:43,765 - pyskl - INFO - Epoch [54][200/1178] lr: 1.802e-02, eta: 5:08:21, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.4304, loss: 0.4304 +2025-07-02 04:49:59,446 - pyskl - INFO - Epoch [54][300/1178] lr: 1.800e-02, eta: 5:08:04, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.3768, loss: 0.3768 +2025-07-02 04:50:15,135 - pyskl - INFO - Epoch [54][400/1178] lr: 1.798e-02, eta: 5:07:46, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 0.4225, loss: 0.4225 +2025-07-02 04:50:30,887 - pyskl - INFO - Epoch [54][500/1178] lr: 1.796e-02, eta: 5:07:29, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.4387, loss: 0.4387 +2025-07-02 04:50:46,594 - pyskl - INFO - Epoch [54][600/1178] lr: 1.794e-02, eta: 5:07:12, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4520, loss: 0.4520 +2025-07-02 04:51:02,408 - pyskl - INFO - Epoch [54][700/1178] lr: 1.792e-02, eta: 5:06:55, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.3618, loss: 0.3618 +2025-07-02 04:51:18,116 - pyskl - INFO - Epoch [54][800/1178] lr: 1.790e-02, eta: 5:06:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.4173, loss: 0.4173 +2025-07-02 04:51:33,729 - pyskl - INFO - Epoch [54][900/1178] lr: 1.788e-02, eta: 5:06:21, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 0.3830, loss: 0.3830 +2025-07-02 04:51:49,331 - pyskl - INFO - Epoch [54][1000/1178] lr: 1.786e-02, eta: 5:06:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4030, loss: 0.4030 +2025-07-02 04:52:05,088 - pyskl - INFO - Epoch [54][1100/1178] lr: 1.784e-02, eta: 5:05:47, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.4071, loss: 0.4071 +2025-07-02 04:52:17,847 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-07-02 04:52:40,483 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:52:40,493 - pyskl - INFO - +top1_acc 0.9205 +top5_acc 0.9889 +2025-07-02 04:52:40,494 - pyskl - INFO - Epoch(val) [54][169] top1_acc: 0.9205, top5_acc: 0.9889 +2025-07-02 04:53:18,301 - pyskl - INFO - Epoch [55][100/1178] lr: 1.780e-02, eta: 5:05:34, time: 0.378, data_time: 0.217, memory: 3566, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.3709, loss: 0.3709 +2025-07-02 04:53:34,188 - pyskl - INFO - Epoch [55][200/1178] lr: 1.778e-02, eta: 5:05:17, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.3720, loss: 0.3720 +2025-07-02 04:53:50,178 - pyskl - INFO - Epoch [55][300/1178] lr: 1.776e-02, eta: 5:05:00, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3641, loss: 0.3641 +2025-07-02 04:54:05,932 - pyskl - INFO - Epoch [55][400/1178] lr: 1.774e-02, eta: 5:04:43, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 0.4071, loss: 0.4071 +2025-07-02 04:54:21,556 - pyskl - INFO - Epoch [55][500/1178] lr: 1.772e-02, eta: 5:04:26, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.3697, loss: 0.3697 +2025-07-02 04:54:37,173 - pyskl - INFO - Epoch [55][600/1178] lr: 1.770e-02, eta: 5:04:08, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.4203, loss: 0.4203 +2025-07-02 04:54:52,770 - pyskl - INFO - Epoch [55][700/1178] lr: 1.768e-02, eta: 5:03:51, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.4249, loss: 0.4249 +2025-07-02 04:55:08,334 - pyskl - INFO - Epoch [55][800/1178] lr: 1.766e-02, eta: 5:03:34, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 0.4772, loss: 0.4772 +2025-07-02 04:55:23,944 - pyskl - INFO - Epoch [55][900/1178] lr: 1.764e-02, eta: 5:03:16, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.3570, loss: 0.3570 +2025-07-02 04:55:39,615 - pyskl - INFO - Epoch [55][1000/1178] lr: 1.762e-02, eta: 5:02:59, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 0.4403, loss: 0.4403 +2025-07-02 04:55:55,442 - pyskl - INFO - Epoch [55][1100/1178] lr: 1.760e-02, eta: 5:02:42, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.4535, loss: 0.4535 +2025-07-02 04:56:08,192 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-07-02 04:56:31,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 04:56:31,458 - pyskl - INFO - +top1_acc 0.9105 +top5_acc 0.9959 +2025-07-02 04:56:31,458 - pyskl - INFO - Epoch(val) [55][169] top1_acc: 0.9105, top5_acc: 0.9959 +2025-07-02 04:57:08,952 - pyskl - INFO - Epoch [56][100/1178] lr: 1.756e-02, eta: 5:02:28, time: 0.375, data_time: 0.215, memory: 3566, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3659, loss: 0.3659 +2025-07-02 04:57:24,795 - pyskl - INFO - Epoch [56][200/1178] lr: 1.754e-02, eta: 5:02:11, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.3904, loss: 0.3904 +2025-07-02 04:57:40,453 - pyskl - INFO - Epoch [56][300/1178] lr: 1.752e-02, eta: 5:01:54, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.4354, loss: 0.4354 +2025-07-02 04:57:56,182 - pyskl - INFO - Epoch [56][400/1178] lr: 1.750e-02, eta: 5:01:37, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.4130, loss: 0.4130 +2025-07-02 04:58:11,806 - pyskl - INFO - Epoch [56][500/1178] lr: 1.748e-02, eta: 5:01:20, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.3826, loss: 0.3826 +2025-07-02 04:58:27,427 - pyskl - INFO - Epoch [56][600/1178] lr: 1.746e-02, eta: 5:01:03, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 0.3673, loss: 0.3673 +2025-07-02 04:58:43,169 - pyskl - INFO - Epoch [56][700/1178] lr: 1.744e-02, eta: 5:00:46, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.4285, loss: 0.4285 +2025-07-02 04:58:58,889 - pyskl - INFO - Epoch [56][800/1178] lr: 1.742e-02, eta: 5:00:28, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9219, top5_acc: 0.9881, loss_cls: 0.4356, loss: 0.4356 +2025-07-02 04:59:14,525 - pyskl - INFO - Epoch [56][900/1178] lr: 1.740e-02, eta: 5:00:11, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 0.3538, loss: 0.3538 +2025-07-02 04:59:30,112 - pyskl - INFO - Epoch [56][1000/1178] lr: 1.738e-02, eta: 4:59:54, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.3795, loss: 0.3795 +2025-07-02 04:59:45,862 - pyskl - INFO - Epoch [56][1100/1178] lr: 1.736e-02, eta: 4:59:37, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.4106, loss: 0.4106 +2025-07-02 04:59:58,761 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-07-02 05:00:22,154 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:00:22,164 - pyskl - INFO - +top1_acc 0.9253 +top5_acc 0.9948 +2025-07-02 05:00:22,168 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_46.pth was removed +2025-07-02 05:00:22,289 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2025-07-02 05:00:22,290 - pyskl - INFO - Best top1_acc is 0.9253 at 56 epoch. +2025-07-02 05:00:22,291 - pyskl - INFO - Epoch(val) [56][169] top1_acc: 0.9253, top5_acc: 0.9948 +2025-07-02 05:01:00,069 - pyskl - INFO - Epoch [57][100/1178] lr: 1.732e-02, eta: 4:59:23, time: 0.378, data_time: 0.217, memory: 3566, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4261, loss: 0.4261 +2025-07-02 05:01:15,894 - pyskl - INFO - Epoch [57][200/1178] lr: 1.730e-02, eta: 4:59:06, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9450, top5_acc: 0.9925, loss_cls: 0.3420, loss: 0.3420 +2025-07-02 05:01:31,606 - pyskl - INFO - Epoch [57][300/1178] lr: 1.728e-02, eta: 4:58:49, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4102, loss: 0.4102 +2025-07-02 05:01:47,379 - pyskl - INFO - Epoch [57][400/1178] lr: 1.726e-02, eta: 4:58:32, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3280, loss: 0.3280 +2025-07-02 05:02:03,248 - pyskl - INFO - Epoch [57][500/1178] lr: 1.724e-02, eta: 4:58:15, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 0.4046, loss: 0.4046 +2025-07-02 05:02:19,088 - pyskl - INFO - Epoch [57][600/1178] lr: 1.722e-02, eta: 4:57:58, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.3780, loss: 0.3780 +2025-07-02 05:02:34,915 - pyskl - INFO - Epoch [57][700/1178] lr: 1.720e-02, eta: 4:57:41, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9250, top5_acc: 0.9894, loss_cls: 0.4085, loss: 0.4085 +2025-07-02 05:02:50,676 - pyskl - INFO - Epoch [57][800/1178] lr: 1.718e-02, eta: 4:57:24, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.4386, loss: 0.4386 +2025-07-02 05:03:06,402 - pyskl - INFO - Epoch [57][900/1178] lr: 1.716e-02, eta: 4:57:07, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.3999, loss: 0.3999 +2025-07-02 05:03:22,125 - pyskl - INFO - Epoch [57][1000/1178] lr: 1.714e-02, eta: 4:56:50, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4611, loss: 0.4611 +2025-07-02 05:03:37,852 - pyskl - INFO - Epoch [57][1100/1178] lr: 1.712e-02, eta: 4:56:33, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9194, top5_acc: 0.9881, loss_cls: 0.4284, loss: 0.4284 +2025-07-02 05:03:50,748 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-07-02 05:04:14,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:04:14,143 - pyskl - INFO - +top1_acc 0.8920 +top5_acc 0.9911 +2025-07-02 05:04:14,143 - pyskl - INFO - Epoch(val) [57][169] top1_acc: 0.8920, top5_acc: 0.9911 +2025-07-02 05:04:51,836 - pyskl - INFO - Epoch [58][100/1178] lr: 1.708e-02, eta: 4:56:19, time: 0.377, data_time: 0.217, memory: 3566, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3772, loss: 0.3772 +2025-07-02 05:05:07,672 - pyskl - INFO - Epoch [58][200/1178] lr: 1.706e-02, eta: 4:56:02, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3796, loss: 0.3796 +2025-07-02 05:05:23,324 - pyskl - INFO - Epoch [58][300/1178] lr: 1.704e-02, eta: 4:55:44, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.3120, loss: 0.3120 +2025-07-02 05:05:39,004 - pyskl - INFO - Epoch [58][400/1178] lr: 1.702e-02, eta: 4:55:27, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 0.3478, loss: 0.3478 +2025-07-02 05:05:54,629 - pyskl - INFO - Epoch [58][500/1178] lr: 1.700e-02, eta: 4:55:10, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.3292, loss: 0.3292 +2025-07-02 05:06:10,245 - pyskl - INFO - Epoch [58][600/1178] lr: 1.698e-02, eta: 4:54:53, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3513, loss: 0.3513 +2025-07-02 05:06:25,844 - pyskl - INFO - Epoch [58][700/1178] lr: 1.696e-02, eta: 4:54:36, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3633, loss: 0.3633 +2025-07-02 05:06:41,529 - pyskl - INFO - Epoch [58][800/1178] lr: 1.694e-02, eta: 4:54:18, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4336, loss: 0.4336 +2025-07-02 05:06:57,227 - pyskl - INFO - Epoch [58][900/1178] lr: 1.692e-02, eta: 4:54:01, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.4156, loss: 0.4156 +2025-07-02 05:07:13,255 - pyskl - INFO - Epoch [58][1000/1178] lr: 1.689e-02, eta: 4:53:45, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 0.3433, loss: 0.3433 +2025-07-02 05:07:29,083 - pyskl - INFO - Epoch [58][1100/1178] lr: 1.687e-02, eta: 4:53:28, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 0.4167, loss: 0.4167 +2025-07-02 05:07:42,077 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-07-02 05:08:05,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:08:05,753 - pyskl - INFO - +top1_acc 0.9216 +top5_acc 0.9970 +2025-07-02 05:08:05,753 - pyskl - INFO - Epoch(val) [58][169] top1_acc: 0.9216, top5_acc: 0.9970 +2025-07-02 05:08:43,876 - pyskl - INFO - Epoch [59][100/1178] lr: 1.684e-02, eta: 4:53:14, time: 0.381, data_time: 0.221, memory: 3566, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.3390, loss: 0.3390 +2025-07-02 05:08:59,789 - pyskl - INFO - Epoch [59][200/1178] lr: 1.682e-02, eta: 4:52:57, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.3098, loss: 0.3098 +2025-07-02 05:09:15,580 - pyskl - INFO - Epoch [59][300/1178] lr: 1.679e-02, eta: 4:52:40, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3918, loss: 0.3918 +2025-07-02 05:09:31,332 - pyskl - INFO - Epoch [59][400/1178] lr: 1.677e-02, eta: 4:52:23, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3514, loss: 0.3514 +2025-07-02 05:09:46,943 - pyskl - INFO - Epoch [59][500/1178] lr: 1.675e-02, eta: 4:52:05, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3634, loss: 0.3634 +2025-07-02 05:10:02,574 - pyskl - INFO - Epoch [59][600/1178] lr: 1.673e-02, eta: 4:51:48, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3964, loss: 0.3964 +2025-07-02 05:10:18,587 - pyskl - INFO - Epoch [59][700/1178] lr: 1.671e-02, eta: 4:51:32, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.3985, loss: 0.3985 +2025-07-02 05:10:34,314 - pyskl - INFO - Epoch [59][800/1178] lr: 1.669e-02, eta: 4:51:15, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4200, loss: 0.4200 +2025-07-02 05:10:49,987 - pyskl - INFO - Epoch [59][900/1178] lr: 1.667e-02, eta: 4:50:57, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3857, loss: 0.3857 +2025-07-02 05:11:05,657 - pyskl - INFO - Epoch [59][1000/1178] lr: 1.665e-02, eta: 4:50:40, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9263, top5_acc: 0.9888, loss_cls: 0.4188, loss: 0.4188 +2025-07-02 05:11:21,141 - pyskl - INFO - Epoch [59][1100/1178] lr: 1.663e-02, eta: 4:50:23, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 0.4055, loss: 0.4055 +2025-07-02 05:11:33,871 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-07-02 05:11:57,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:11:57,393 - pyskl - INFO - +top1_acc 0.9205 +top5_acc 0.9893 +2025-07-02 05:11:57,394 - pyskl - INFO - Epoch(val) [59][169] top1_acc: 0.9205, top5_acc: 0.9893 +2025-07-02 05:12:35,429 - pyskl - INFO - Epoch [60][100/1178] lr: 1.659e-02, eta: 4:50:08, time: 0.380, data_time: 0.220, memory: 3566, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.3958, loss: 0.3958 +2025-07-02 05:12:51,154 - pyskl - INFO - Epoch [60][200/1178] lr: 1.657e-02, eta: 4:49:51, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 0.3690, loss: 0.3690 +2025-07-02 05:13:06,764 - pyskl - INFO - Epoch [60][300/1178] lr: 1.655e-02, eta: 4:49:34, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 0.3742, loss: 0.3742 +2025-07-02 05:13:22,472 - pyskl - INFO - Epoch [60][400/1178] lr: 1.653e-02, eta: 4:49:17, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.3634, loss: 0.3634 +2025-07-02 05:13:38,054 - pyskl - INFO - Epoch [60][500/1178] lr: 1.651e-02, eta: 4:48:59, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 0.3659, loss: 0.3659 +2025-07-02 05:13:53,684 - pyskl - INFO - Epoch [60][600/1178] lr: 1.648e-02, eta: 4:48:42, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.3224, loss: 0.3224 +2025-07-02 05:14:09,337 - pyskl - INFO - Epoch [60][700/1178] lr: 1.646e-02, eta: 4:48:25, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.3277, loss: 0.3277 +2025-07-02 05:14:25,109 - pyskl - INFO - Epoch [60][800/1178] lr: 1.644e-02, eta: 4:48:08, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9256, top5_acc: 0.9894, loss_cls: 0.3893, loss: 0.3893 +2025-07-02 05:14:40,822 - pyskl - INFO - Epoch [60][900/1178] lr: 1.642e-02, eta: 4:47:51, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.4006, loss: 0.4006 +2025-07-02 05:14:56,505 - pyskl - INFO - Epoch [60][1000/1178] lr: 1.640e-02, eta: 4:47:34, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 0.4137, loss: 0.4137 +2025-07-02 05:15:12,169 - pyskl - INFO - Epoch [60][1100/1178] lr: 1.638e-02, eta: 4:47:17, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.3367, loss: 0.3367 +2025-07-02 05:15:24,961 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-07-02 05:15:48,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:15:48,397 - pyskl - INFO - +top1_acc 0.9227 +top5_acc 0.9922 +2025-07-02 05:15:48,398 - pyskl - INFO - Epoch(val) [60][169] top1_acc: 0.9227, top5_acc: 0.9922 +2025-07-02 05:16:26,154 - pyskl - INFO - Epoch [61][100/1178] lr: 1.634e-02, eta: 4:47:01, time: 0.378, data_time: 0.217, memory: 3566, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 0.3541, loss: 0.3541 +2025-07-02 05:16:41,953 - pyskl - INFO - Epoch [61][200/1178] lr: 1.632e-02, eta: 4:46:44, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3473, loss: 0.3473 +2025-07-02 05:16:57,709 - pyskl - INFO - Epoch [61][300/1178] lr: 1.630e-02, eta: 4:46:27, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 0.3500, loss: 0.3500 +2025-07-02 05:17:13,386 - pyskl - INFO - Epoch [61][400/1178] lr: 1.628e-02, eta: 4:46:10, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 0.2918, loss: 0.2918 +2025-07-02 05:17:29,000 - pyskl - INFO - Epoch [61][500/1178] lr: 1.626e-02, eta: 4:45:53, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3541, loss: 0.3541 +2025-07-02 05:17:44,650 - pyskl - INFO - Epoch [61][600/1178] lr: 1.624e-02, eta: 4:45:36, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.3846, loss: 0.3846 +2025-07-02 05:18:00,311 - pyskl - INFO - Epoch [61][700/1178] lr: 1.621e-02, eta: 4:45:19, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3523, loss: 0.3523 +2025-07-02 05:18:15,971 - pyskl - INFO - Epoch [61][800/1178] lr: 1.619e-02, eta: 4:45:01, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 0.4141, loss: 0.4141 +2025-07-02 05:18:31,613 - pyskl - INFO - Epoch [61][900/1178] lr: 1.617e-02, eta: 4:44:44, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.4143, loss: 0.4143 +2025-07-02 05:18:47,424 - pyskl - INFO - Epoch [61][1000/1178] lr: 1.615e-02, eta: 4:44:27, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.3945, loss: 0.3945 +2025-07-02 05:19:03,186 - pyskl - INFO - Epoch [61][1100/1178] lr: 1.613e-02, eta: 4:44:10, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 0.4071, loss: 0.4071 +2025-07-02 05:19:16,034 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-07-02 05:19:39,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:19:39,448 - pyskl - INFO - +top1_acc 0.9109 +top5_acc 0.9963 +2025-07-02 05:19:39,448 - pyskl - INFO - Epoch(val) [61][169] top1_acc: 0.9109, top5_acc: 0.9963 +2025-07-02 05:20:17,470 - pyskl - INFO - Epoch [62][100/1178] lr: 1.609e-02, eta: 4:43:55, time: 0.380, data_time: 0.218, memory: 3566, top1_acc: 0.9413, top5_acc: 0.9912, loss_cls: 0.3201, loss: 0.3201 +2025-07-02 05:20:33,350 - pyskl - INFO - Epoch [62][200/1178] lr: 1.607e-02, eta: 4:43:38, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 0.4122, loss: 0.4122 +2025-07-02 05:20:49,193 - pyskl - INFO - Epoch [62][300/1178] lr: 1.605e-02, eta: 4:43:21, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.3720, loss: 0.3720 +2025-07-02 05:21:04,804 - pyskl - INFO - Epoch [62][400/1178] lr: 1.603e-02, eta: 4:43:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3377, loss: 0.3377 +2025-07-02 05:21:20,454 - pyskl - INFO - Epoch [62][500/1178] lr: 1.601e-02, eta: 4:42:47, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3414, loss: 0.3414 +2025-07-02 05:21:36,085 - pyskl - INFO - Epoch [62][600/1178] lr: 1.599e-02, eta: 4:42:29, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.3371, loss: 0.3371 +2025-07-02 05:21:52,228 - pyskl - INFO - Epoch [62][700/1178] lr: 1.596e-02, eta: 4:42:13, time: 0.161, data_time: 0.000, memory: 3566, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2947, loss: 0.2947 +2025-07-02 05:22:08,050 - pyskl - INFO - Epoch [62][800/1178] lr: 1.594e-02, eta: 4:41:56, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.4050, loss: 0.4050 +2025-07-02 05:22:23,976 - pyskl - INFO - Epoch [62][900/1178] lr: 1.592e-02, eta: 4:41:39, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3286, loss: 0.3286 +2025-07-02 05:22:39,670 - pyskl - INFO - Epoch [62][1000/1178] lr: 1.590e-02, eta: 4:41:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.3796, loss: 0.3796 +2025-07-02 05:22:55,361 - pyskl - INFO - Epoch [62][1100/1178] lr: 1.588e-02, eta: 4:41:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3259, loss: 0.3259 +2025-07-02 05:23:08,242 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-07-02 05:23:31,455 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:23:31,465 - pyskl - INFO - +top1_acc 0.9257 +top5_acc 0.9963 +2025-07-02 05:23:31,469 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_56.pth was removed +2025-07-02 05:23:31,591 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. +2025-07-02 05:23:31,592 - pyskl - INFO - Best top1_acc is 0.9257 at 62 epoch. +2025-07-02 05:23:31,593 - pyskl - INFO - Epoch(val) [62][169] top1_acc: 0.9257, top5_acc: 0.9963 +2025-07-02 05:24:09,993 - pyskl - INFO - Epoch [63][100/1178] lr: 1.584e-02, eta: 4:40:50, time: 0.384, data_time: 0.223, memory: 3566, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2706, loss: 0.2706 +2025-07-02 05:24:26,027 - pyskl - INFO - Epoch [63][200/1178] lr: 1.582e-02, eta: 4:40:33, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3289, loss: 0.3289 +2025-07-02 05:24:41,909 - pyskl - INFO - Epoch [63][300/1178] lr: 1.580e-02, eta: 4:40:16, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3535, loss: 0.3535 +2025-07-02 05:24:57,571 - pyskl - INFO - Epoch [63][400/1178] lr: 1.578e-02, eta: 4:39:59, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3274, loss: 0.3274 +2025-07-02 05:25:13,198 - pyskl - INFO - Epoch [63][500/1178] lr: 1.575e-02, eta: 4:39:42, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3746, loss: 0.3746 +2025-07-02 05:25:29,034 - pyskl - INFO - Epoch [63][600/1178] lr: 1.573e-02, eta: 4:39:25, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.3559, loss: 0.3559 +2025-07-02 05:25:44,972 - pyskl - INFO - Epoch [63][700/1178] lr: 1.571e-02, eta: 4:39:08, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.3780, loss: 0.3780 +2025-07-02 05:26:00,924 - pyskl - INFO - Epoch [63][800/1178] lr: 1.569e-02, eta: 4:38:52, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.4338, loss: 0.4338 +2025-07-02 05:26:16,698 - pyskl - INFO - Epoch [63][900/1178] lr: 1.567e-02, eta: 4:38:35, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3282, loss: 0.3282 +2025-07-02 05:26:32,314 - pyskl - INFO - Epoch [63][1000/1178] lr: 1.565e-02, eta: 4:38:18, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 0.3321, loss: 0.3321 +2025-07-02 05:26:48,164 - pyskl - INFO - Epoch [63][1100/1178] lr: 1.563e-02, eta: 4:38:01, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.3513, loss: 0.3513 +2025-07-02 05:27:00,967 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-07-02 05:27:24,248 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:27:24,258 - pyskl - INFO - +top1_acc 0.8902 +top5_acc 0.9948 +2025-07-02 05:27:24,259 - pyskl - INFO - Epoch(val) [63][169] top1_acc: 0.8902, top5_acc: 0.9948 +2025-07-02 05:28:02,135 - pyskl - INFO - Epoch [64][100/1178] lr: 1.559e-02, eta: 4:37:44, time: 0.379, data_time: 0.218, memory: 3566, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.3316, loss: 0.3316 +2025-07-02 05:28:17,827 - pyskl - INFO - Epoch [64][200/1178] lr: 1.557e-02, eta: 4:37:27, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3446, loss: 0.3446 +2025-07-02 05:28:33,625 - pyskl - INFO - Epoch [64][300/1178] lr: 1.554e-02, eta: 4:37:10, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 0.3263, loss: 0.3263 +2025-07-02 05:28:49,307 - pyskl - INFO - Epoch [64][400/1178] lr: 1.552e-02, eta: 4:36:53, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.2988, loss: 0.2988 +2025-07-02 05:29:05,001 - pyskl - INFO - Epoch [64][500/1178] lr: 1.550e-02, eta: 4:36:36, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3592, loss: 0.3592 +2025-07-02 05:29:20,831 - pyskl - INFO - Epoch [64][600/1178] lr: 1.548e-02, eta: 4:36:19, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 0.3234, loss: 0.3234 +2025-07-02 05:29:36,538 - pyskl - INFO - Epoch [64][700/1178] lr: 1.546e-02, eta: 4:36:02, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4181, loss: 0.4181 +2025-07-02 05:29:52,359 - pyskl - INFO - Epoch [64][800/1178] lr: 1.544e-02, eta: 4:35:45, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.3714, loss: 0.3714 +2025-07-02 05:30:08,140 - pyskl - INFO - Epoch [64][900/1178] lr: 1.541e-02, eta: 4:35:28, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.3921, loss: 0.3921 +2025-07-02 05:30:23,978 - pyskl - INFO - Epoch [64][1000/1178] lr: 1.539e-02, eta: 4:35:11, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.3851, loss: 0.3851 +2025-07-02 05:30:39,750 - pyskl - INFO - Epoch [64][1100/1178] lr: 1.537e-02, eta: 4:34:54, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 0.3115, loss: 0.3115 +2025-07-02 05:30:52,588 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-07-02 05:31:15,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:31:15,721 - pyskl - INFO - +top1_acc 0.8891 +top5_acc 0.9900 +2025-07-02 05:31:15,721 - pyskl - INFO - Epoch(val) [64][169] top1_acc: 0.8891, top5_acc: 0.9900 +2025-07-02 05:31:53,454 - pyskl - INFO - Epoch [65][100/1178] lr: 1.533e-02, eta: 4:34:37, time: 0.377, data_time: 0.217, memory: 3566, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3211, loss: 0.3211 +2025-07-02 05:32:09,141 - pyskl - INFO - Epoch [65][200/1178] lr: 1.531e-02, eta: 4:34:20, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3555, loss: 0.3555 +2025-07-02 05:32:24,785 - pyskl - INFO - Epoch [65][300/1178] lr: 1.529e-02, eta: 4:34:03, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3788, loss: 0.3788 +2025-07-02 05:32:40,455 - pyskl - INFO - Epoch [65][400/1178] lr: 1.527e-02, eta: 4:33:46, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.3714, loss: 0.3714 +2025-07-02 05:32:56,272 - pyskl - INFO - Epoch [65][500/1178] lr: 1.525e-02, eta: 4:33:29, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3251, loss: 0.3251 +2025-07-02 05:33:12,171 - pyskl - INFO - Epoch [65][600/1178] lr: 1.522e-02, eta: 4:33:12, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 0.3296, loss: 0.3296 +2025-07-02 05:33:27,925 - pyskl - INFO - Epoch [65][700/1178] lr: 1.520e-02, eta: 4:32:55, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.3295, loss: 0.3295 +2025-07-02 05:33:43,739 - pyskl - INFO - Epoch [65][800/1178] lr: 1.518e-02, eta: 4:32:38, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.3443, loss: 0.3443 +2025-07-02 05:33:59,682 - pyskl - INFO - Epoch [65][900/1178] lr: 1.516e-02, eta: 4:32:22, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 0.3827, loss: 0.3827 +2025-07-02 05:34:15,435 - pyskl - INFO - Epoch [65][1000/1178] lr: 1.514e-02, eta: 4:32:05, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3495, loss: 0.3495 +2025-07-02 05:34:31,278 - pyskl - INFO - Epoch [65][1100/1178] lr: 1.512e-02, eta: 4:31:48, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3469, loss: 0.3469 +2025-07-02 05:34:44,218 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-07-02 05:35:06,813 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:35:06,823 - pyskl - INFO - +top1_acc 0.9286 +top5_acc 0.9959 +2025-07-02 05:35:06,827 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_62.pth was removed +2025-07-02 05:35:06,948 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2025-07-02 05:35:06,949 - pyskl - INFO - Best top1_acc is 0.9286 at 65 epoch. +2025-07-02 05:35:06,950 - pyskl - INFO - Epoch(val) [65][169] top1_acc: 0.9286, top5_acc: 0.9959 +2025-07-02 05:35:44,515 - pyskl - INFO - Epoch [66][100/1178] lr: 1.508e-02, eta: 4:31:30, time: 0.376, data_time: 0.216, memory: 3566, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.3465, loss: 0.3465 +2025-07-02 05:36:00,255 - pyskl - INFO - Epoch [66][200/1178] lr: 1.506e-02, eta: 4:31:13, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.3085, loss: 0.3085 +2025-07-02 05:36:15,871 - pyskl - INFO - Epoch [66][300/1178] lr: 1.503e-02, eta: 4:30:56, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9437, top5_acc: 0.9912, loss_cls: 0.3095, loss: 0.3095 +2025-07-02 05:36:31,421 - pyskl - INFO - Epoch [66][400/1178] lr: 1.501e-02, eta: 4:30:39, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.3016, loss: 0.3016 +2025-07-02 05:36:47,090 - pyskl - INFO - Epoch [66][500/1178] lr: 1.499e-02, eta: 4:30:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 0.3755, loss: 0.3755 +2025-07-02 05:37:02,928 - pyskl - INFO - Epoch [66][600/1178] lr: 1.497e-02, eta: 4:30:05, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.3296, loss: 0.3296 +2025-07-02 05:37:18,808 - pyskl - INFO - Epoch [66][700/1178] lr: 1.495e-02, eta: 4:29:48, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.3451, loss: 0.3451 +2025-07-02 05:37:34,642 - pyskl - INFO - Epoch [66][800/1178] lr: 1.492e-02, eta: 4:29:31, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 0.3167, loss: 0.3167 +2025-07-02 05:37:50,218 - pyskl - INFO - Epoch [66][900/1178] lr: 1.490e-02, eta: 4:29:14, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.3290, loss: 0.3290 +2025-07-02 05:38:05,747 - pyskl - INFO - Epoch [66][1000/1178] lr: 1.488e-02, eta: 4:28:57, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3503, loss: 0.3503 +2025-07-02 05:38:21,380 - pyskl - INFO - Epoch [66][1100/1178] lr: 1.486e-02, eta: 4:28:40, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 0.3779, loss: 0.3779 +2025-07-02 05:38:34,363 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-07-02 05:38:56,945 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:38:56,956 - pyskl - INFO - +top1_acc 0.9027 +top5_acc 0.9952 +2025-07-02 05:38:56,956 - pyskl - INFO - Epoch(val) [66][169] top1_acc: 0.9027, top5_acc: 0.9952 +2025-07-02 05:39:34,410 - pyskl - INFO - Epoch [67][100/1178] lr: 1.482e-02, eta: 4:28:21, time: 0.375, data_time: 0.215, memory: 3566, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 0.3545, loss: 0.3545 +2025-07-02 05:39:50,067 - pyskl - INFO - Epoch [67][200/1178] lr: 1.480e-02, eta: 4:28:04, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9437, top5_acc: 0.9906, loss_cls: 0.3303, loss: 0.3303 +2025-07-02 05:40:05,606 - pyskl - INFO - Epoch [67][300/1178] lr: 1.478e-02, eta: 4:27:47, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.2860, loss: 0.2860 +2025-07-02 05:40:21,170 - pyskl - INFO - Epoch [67][400/1178] lr: 1.476e-02, eta: 4:27:30, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.3277, loss: 0.3277 +2025-07-02 05:40:36,716 - pyskl - INFO - Epoch [67][500/1178] lr: 1.473e-02, eta: 4:27:13, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.3066, loss: 0.3066 +2025-07-02 05:40:52,274 - pyskl - INFO - Epoch [67][600/1178] lr: 1.471e-02, eta: 4:26:55, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.3285, loss: 0.3285 +2025-07-02 05:41:07,826 - pyskl - INFO - Epoch [67][700/1178] lr: 1.469e-02, eta: 4:26:38, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.3230, loss: 0.3230 +2025-07-02 05:41:23,673 - pyskl - INFO - Epoch [67][800/1178] lr: 1.467e-02, eta: 4:26:21, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.4209, loss: 0.4209 +2025-07-02 05:41:39,295 - pyskl - INFO - Epoch [67][900/1178] lr: 1.465e-02, eta: 4:26:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3485, loss: 0.3485 +2025-07-02 05:41:55,000 - pyskl - INFO - Epoch [67][1000/1178] lr: 1.462e-02, eta: 4:25:47, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 0.3795, loss: 0.3795 +2025-07-02 05:42:10,654 - pyskl - INFO - Epoch [67][1100/1178] lr: 1.460e-02, eta: 4:25:30, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.4176, loss: 0.4176 +2025-07-02 05:42:23,410 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-07-02 05:42:46,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:42:46,084 - pyskl - INFO - +top1_acc 0.9412 +top5_acc 0.9963 +2025-07-02 05:42:46,088 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_65.pth was removed +2025-07-02 05:42:46,203 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2025-07-02 05:42:46,204 - pyskl - INFO - Best top1_acc is 0.9412 at 67 epoch. +2025-07-02 05:42:46,204 - pyskl - INFO - Epoch(val) [67][169] top1_acc: 0.9412, top5_acc: 0.9963 +2025-07-02 05:43:23,990 - pyskl - INFO - Epoch [68][100/1178] lr: 1.456e-02, eta: 4:25:12, time: 0.378, data_time: 0.217, memory: 3566, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 0.3592, loss: 0.3592 +2025-07-02 05:43:39,614 - pyskl - INFO - Epoch [68][200/1178] lr: 1.454e-02, eta: 4:24:55, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 0.3260, loss: 0.3260 +2025-07-02 05:43:55,322 - pyskl - INFO - Epoch [68][300/1178] lr: 1.452e-02, eta: 4:24:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.2996, loss: 0.2996 +2025-07-02 05:44:10,990 - pyskl - INFO - Epoch [68][400/1178] lr: 1.450e-02, eta: 4:24:21, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.2919, loss: 0.2919 +2025-07-02 05:44:26,687 - pyskl - INFO - Epoch [68][500/1178] lr: 1.448e-02, eta: 4:24:04, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.2832, loss: 0.2832 +2025-07-02 05:44:42,427 - pyskl - INFO - Epoch [68][600/1178] lr: 1.445e-02, eta: 4:23:47, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.3362, loss: 0.3362 +2025-07-02 05:44:58,075 - pyskl - INFO - Epoch [68][700/1178] lr: 1.443e-02, eta: 4:23:30, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 0.3233, loss: 0.3233 +2025-07-02 05:45:13,750 - pyskl - INFO - Epoch [68][800/1178] lr: 1.441e-02, eta: 4:23:13, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 0.4054, loss: 0.4054 +2025-07-02 05:45:29,476 - pyskl - INFO - Epoch [68][900/1178] lr: 1.439e-02, eta: 4:22:56, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.3049, loss: 0.3049 +2025-07-02 05:45:45,435 - pyskl - INFO - Epoch [68][1000/1178] lr: 1.437e-02, eta: 4:22:39, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2799, loss: 0.2799 +2025-07-02 05:46:01,125 - pyskl - INFO - Epoch [68][1100/1178] lr: 1.434e-02, eta: 4:22:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.3144, loss: 0.3144 +2025-07-02 05:46:13,948 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-07-02 05:46:36,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:46:36,974 - pyskl - INFO - +top1_acc 0.9360 +top5_acc 0.9937 +2025-07-02 05:46:36,974 - pyskl - INFO - Epoch(val) [68][169] top1_acc: 0.9360, top5_acc: 0.9937 +2025-07-02 05:47:14,536 - pyskl - INFO - Epoch [69][100/1178] lr: 1.430e-02, eta: 4:22:04, time: 0.376, data_time: 0.216, memory: 3566, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.2968, loss: 0.2968 +2025-07-02 05:47:30,221 - pyskl - INFO - Epoch [69][200/1178] lr: 1.428e-02, eta: 4:21:46, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.3165, loss: 0.3165 +2025-07-02 05:47:45,831 - pyskl - INFO - Epoch [69][300/1178] lr: 1.426e-02, eta: 4:21:29, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 0.3401, loss: 0.3401 +2025-07-02 05:48:01,454 - pyskl - INFO - Epoch [69][400/1178] lr: 1.424e-02, eta: 4:21:12, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.3426, loss: 0.3426 +2025-07-02 05:48:17,110 - pyskl - INFO - Epoch [69][500/1178] lr: 1.422e-02, eta: 4:20:55, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9275, top5_acc: 0.9894, loss_cls: 0.3750, loss: 0.3750 +2025-07-02 05:48:32,803 - pyskl - INFO - Epoch [69][600/1178] lr: 1.419e-02, eta: 4:20:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 0.3768, loss: 0.3768 +2025-07-02 05:48:48,471 - pyskl - INFO - Epoch [69][700/1178] lr: 1.417e-02, eta: 4:20:21, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.3278, loss: 0.3278 +2025-07-02 05:49:04,283 - pyskl - INFO - Epoch [69][800/1178] lr: 1.415e-02, eta: 4:20:04, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3836, loss: 0.3836 +2025-07-02 05:49:19,976 - pyskl - INFO - Epoch [69][900/1178] lr: 1.413e-02, eta: 4:19:47, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.2905, loss: 0.2905 +2025-07-02 05:49:35,643 - pyskl - INFO - Epoch [69][1000/1178] lr: 1.411e-02, eta: 4:19:30, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.3638, loss: 0.3638 +2025-07-02 05:49:51,246 - pyskl - INFO - Epoch [69][1100/1178] lr: 1.408e-02, eta: 4:19:13, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.3626, loss: 0.3626 +2025-07-02 05:50:03,958 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-07-02 05:50:26,768 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:50:26,779 - pyskl - INFO - +top1_acc 0.9175 +top5_acc 0.9948 +2025-07-02 05:50:26,779 - pyskl - INFO - Epoch(val) [69][169] top1_acc: 0.9175, top5_acc: 0.9948 +2025-07-02 05:51:04,273 - pyskl - INFO - Epoch [70][100/1178] lr: 1.404e-02, eta: 4:18:54, time: 0.375, data_time: 0.214, memory: 3566, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.2940, loss: 0.2940 +2025-07-02 05:51:19,964 - pyskl - INFO - Epoch [70][200/1178] lr: 1.402e-02, eta: 4:18:37, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9475, top5_acc: 0.9931, loss_cls: 0.2768, loss: 0.2768 +2025-07-02 05:51:35,704 - pyskl - INFO - Epoch [70][300/1178] lr: 1.400e-02, eta: 4:18:20, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.3034, loss: 0.3034 +2025-07-02 05:51:51,497 - pyskl - INFO - Epoch [70][400/1178] lr: 1.398e-02, eta: 4:18:03, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.3497, loss: 0.3497 +2025-07-02 05:52:07,283 - pyskl - INFO - Epoch [70][500/1178] lr: 1.396e-02, eta: 4:17:46, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3175, loss: 0.3175 +2025-07-02 05:52:22,949 - pyskl - INFO - Epoch [70][600/1178] lr: 1.393e-02, eta: 4:17:29, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.3416, loss: 0.3416 +2025-07-02 05:52:38,686 - pyskl - INFO - Epoch [70][700/1178] lr: 1.391e-02, eta: 4:17:13, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.3392, loss: 0.3392 +2025-07-02 05:52:54,456 - pyskl - INFO - Epoch [70][800/1178] lr: 1.389e-02, eta: 4:16:56, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3532, loss: 0.3532 +2025-07-02 05:53:10,167 - pyskl - INFO - Epoch [70][900/1178] lr: 1.387e-02, eta: 4:16:39, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3262, loss: 0.3262 +2025-07-02 05:53:25,913 - pyskl - INFO - Epoch [70][1000/1178] lr: 1.385e-02, eta: 4:16:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3335, loss: 0.3335 +2025-07-02 05:53:41,571 - pyskl - INFO - Epoch [70][1100/1178] lr: 1.382e-02, eta: 4:16:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3509, loss: 0.3509 +2025-07-02 05:53:54,422 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-07-02 05:54:16,907 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:54:16,917 - pyskl - INFO - +top1_acc 0.9268 +top5_acc 0.9956 +2025-07-02 05:54:16,918 - pyskl - INFO - Epoch(val) [70][169] top1_acc: 0.9268, top5_acc: 0.9956 +2025-07-02 05:54:54,471 - pyskl - INFO - Epoch [71][100/1178] lr: 1.378e-02, eta: 4:15:45, time: 0.375, data_time: 0.215, memory: 3566, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 0.3048, loss: 0.3048 +2025-07-02 05:55:10,233 - pyskl - INFO - Epoch [71][200/1178] lr: 1.376e-02, eta: 4:15:29, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3711, loss: 0.3711 +2025-07-02 05:55:26,029 - pyskl - INFO - Epoch [71][300/1178] lr: 1.374e-02, eta: 4:15:12, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3054, loss: 0.3054 +2025-07-02 05:55:41,851 - pyskl - INFO - Epoch [71][400/1178] lr: 1.372e-02, eta: 4:14:55, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3578, loss: 0.3578 +2025-07-02 05:55:57,672 - pyskl - INFO - Epoch [71][500/1178] lr: 1.370e-02, eta: 4:14:38, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3393, loss: 0.3393 +2025-07-02 05:56:13,449 - pyskl - INFO - Epoch [71][600/1178] lr: 1.367e-02, eta: 4:14:21, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 0.2945, loss: 0.2945 +2025-07-02 05:56:29,157 - pyskl - INFO - Epoch [71][700/1178] lr: 1.365e-02, eta: 4:14:04, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9569, top5_acc: 0.9944, loss_cls: 0.2677, loss: 0.2677 +2025-07-02 05:56:45,035 - pyskl - INFO - Epoch [71][800/1178] lr: 1.363e-02, eta: 4:13:47, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3524, loss: 0.3524 +2025-07-02 05:57:00,664 - pyskl - INFO - Epoch [71][900/1178] lr: 1.361e-02, eta: 4:13:30, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2977, loss: 0.2977 +2025-07-02 05:57:16,347 - pyskl - INFO - Epoch [71][1000/1178] lr: 1.359e-02, eta: 4:13:13, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.3526, loss: 0.3526 +2025-07-02 05:57:31,969 - pyskl - INFO - Epoch [71][1100/1178] lr: 1.356e-02, eta: 4:12:56, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3395, loss: 0.3395 +2025-07-02 05:57:44,748 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-07-02 05:58:07,112 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 05:58:07,122 - pyskl - INFO - +top1_acc 0.9305 +top5_acc 0.9933 +2025-07-02 05:58:07,122 - pyskl - INFO - Epoch(val) [71][169] top1_acc: 0.9305, top5_acc: 0.9933 +2025-07-02 05:58:44,469 - pyskl - INFO - Epoch [72][100/1178] lr: 1.352e-02, eta: 4:12:37, time: 0.373, data_time: 0.212, memory: 3566, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 0.2608, loss: 0.2608 +2025-07-02 05:59:00,231 - pyskl - INFO - Epoch [72][200/1178] lr: 1.350e-02, eta: 4:12:20, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.2802, loss: 0.2802 +2025-07-02 05:59:15,963 - pyskl - INFO - Epoch [72][300/1178] lr: 1.348e-02, eta: 4:12:03, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 0.3122, loss: 0.3122 +2025-07-02 05:59:31,761 - pyskl - INFO - Epoch [72][400/1178] lr: 1.346e-02, eta: 4:11:46, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9219, top5_acc: 0.9975, loss_cls: 0.3804, loss: 0.3804 +2025-07-02 05:59:47,440 - pyskl - INFO - Epoch [72][500/1178] lr: 1.344e-02, eta: 4:11:29, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.2933, loss: 0.2933 +2025-07-02 06:00:03,139 - pyskl - INFO - Epoch [72][600/1178] lr: 1.341e-02, eta: 4:11:12, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2723, loss: 0.2723 +2025-07-02 06:00:18,802 - pyskl - INFO - Epoch [72][700/1178] lr: 1.339e-02, eta: 4:10:55, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3301, loss: 0.3301 +2025-07-02 06:00:34,588 - pyskl - INFO - Epoch [72][800/1178] lr: 1.337e-02, eta: 4:10:38, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3001, loss: 0.3001 +2025-07-02 06:00:50,147 - pyskl - INFO - Epoch [72][900/1178] lr: 1.335e-02, eta: 4:10:21, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.3067, loss: 0.3067 +2025-07-02 06:01:05,704 - pyskl - INFO - Epoch [72][1000/1178] lr: 1.332e-02, eta: 4:10:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.3195, loss: 0.3195 +2025-07-02 06:01:21,205 - pyskl - INFO - Epoch [72][1100/1178] lr: 1.330e-02, eta: 4:09:47, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.3205, loss: 0.3205 +2025-07-02 06:01:33,909 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-07-02 06:01:56,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:01:56,234 - pyskl - INFO - +top1_acc 0.9312 +top5_acc 0.9945 +2025-07-02 06:01:56,235 - pyskl - INFO - Epoch(val) [72][169] top1_acc: 0.9312, top5_acc: 0.9945 +2025-07-02 06:02:33,202 - pyskl - INFO - Epoch [73][100/1178] lr: 1.326e-02, eta: 4:09:26, time: 0.370, data_time: 0.209, memory: 3566, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 0.2629, loss: 0.2629 +2025-07-02 06:02:48,855 - pyskl - INFO - Epoch [73][200/1178] lr: 1.324e-02, eta: 4:09:09, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2595, loss: 0.2595 +2025-07-02 06:03:04,555 - pyskl - INFO - Epoch [73][300/1178] lr: 1.322e-02, eta: 4:08:52, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2552, loss: 0.2552 +2025-07-02 06:03:20,175 - pyskl - INFO - Epoch [73][400/1178] lr: 1.320e-02, eta: 4:08:35, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.2917, loss: 0.2917 +2025-07-02 06:03:35,783 - pyskl - INFO - Epoch [73][500/1178] lr: 1.317e-02, eta: 4:08:18, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.2995, loss: 0.2995 +2025-07-02 06:03:51,420 - pyskl - INFO - Epoch [73][600/1178] lr: 1.315e-02, eta: 4:08:01, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.3110, loss: 0.3110 +2025-07-02 06:04:07,083 - pyskl - INFO - Epoch [73][700/1178] lr: 1.313e-02, eta: 4:07:44, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.3552, loss: 0.3552 +2025-07-02 06:04:22,762 - pyskl - INFO - Epoch [73][800/1178] lr: 1.311e-02, eta: 4:07:27, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.3148, loss: 0.3148 +2025-07-02 06:04:38,486 - pyskl - INFO - Epoch [73][900/1178] lr: 1.309e-02, eta: 4:07:10, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.3246, loss: 0.3246 +2025-07-02 06:04:54,196 - pyskl - INFO - Epoch [73][1000/1178] lr: 1.306e-02, eta: 4:06:53, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.2906, loss: 0.2906 +2025-07-02 06:05:09,734 - pyskl - INFO - Epoch [73][1100/1178] lr: 1.304e-02, eta: 4:06:36, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.3514, loss: 0.3514 +2025-07-02 06:05:22,358 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-07-02 06:05:44,717 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:05:44,728 - pyskl - INFO - +top1_acc 0.9031 +top5_acc 0.9926 +2025-07-02 06:05:44,728 - pyskl - INFO - Epoch(val) [73][169] top1_acc: 0.9031, top5_acc: 0.9926 +2025-07-02 06:06:21,925 - pyskl - INFO - Epoch [74][100/1178] lr: 1.300e-02, eta: 4:06:16, time: 0.372, data_time: 0.210, memory: 3566, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.3354, loss: 0.3354 +2025-07-02 06:06:37,584 - pyskl - INFO - Epoch [74][200/1178] lr: 1.298e-02, eta: 4:05:59, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 0.2824, loss: 0.2824 +2025-07-02 06:06:53,167 - pyskl - INFO - Epoch [74][300/1178] lr: 1.296e-02, eta: 4:05:42, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2796, loss: 0.2796 +2025-07-02 06:07:08,952 - pyskl - INFO - Epoch [74][400/1178] lr: 1.293e-02, eta: 4:05:25, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3181, loss: 0.3181 +2025-07-02 06:07:24,586 - pyskl - INFO - Epoch [74][500/1178] lr: 1.291e-02, eta: 4:05:08, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.2848, loss: 0.2848 +2025-07-02 06:07:40,234 - pyskl - INFO - Epoch [74][600/1178] lr: 1.289e-02, eta: 4:04:51, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2174, loss: 0.2174 +2025-07-02 06:07:55,839 - pyskl - INFO - Epoch [74][700/1178] lr: 1.287e-02, eta: 4:04:34, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.3065, loss: 0.3065 +2025-07-02 06:08:11,551 - pyskl - INFO - Epoch [74][800/1178] lr: 1.285e-02, eta: 4:04:17, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3031, loss: 0.3031 +2025-07-02 06:08:27,256 - pyskl - INFO - Epoch [74][900/1178] lr: 1.282e-02, eta: 4:04:00, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.2858, loss: 0.2858 +2025-07-02 06:08:42,869 - pyskl - INFO - Epoch [74][1000/1178] lr: 1.280e-02, eta: 4:03:43, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.3601, loss: 0.3601 +2025-07-02 06:08:58,502 - pyskl - INFO - Epoch [74][1100/1178] lr: 1.278e-02, eta: 4:03:26, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3270, loss: 0.3270 +2025-07-02 06:09:11,218 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-07-02 06:09:34,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:09:34,114 - pyskl - INFO - +top1_acc 0.9227 +top5_acc 0.9956 +2025-07-02 06:09:34,115 - pyskl - INFO - Epoch(val) [74][169] top1_acc: 0.9227, top5_acc: 0.9956 +2025-07-02 06:10:11,104 - pyskl - INFO - Epoch [75][100/1178] lr: 1.274e-02, eta: 4:03:05, time: 0.370, data_time: 0.208, memory: 3566, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2456, loss: 0.2456 +2025-07-02 06:10:26,942 - pyskl - INFO - Epoch [75][200/1178] lr: 1.272e-02, eta: 4:02:48, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.2485, loss: 0.2485 +2025-07-02 06:10:42,680 - pyskl - INFO - Epoch [75][300/1178] lr: 1.270e-02, eta: 4:02:32, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.2839, loss: 0.2839 +2025-07-02 06:10:58,443 - pyskl - INFO - Epoch [75][400/1178] lr: 1.267e-02, eta: 4:02:15, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 0.2967, loss: 0.2967 +2025-07-02 06:11:14,217 - pyskl - INFO - Epoch [75][500/1178] lr: 1.265e-02, eta: 4:01:58, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.2640, loss: 0.2640 +2025-07-02 06:11:29,842 - pyskl - INFO - Epoch [75][600/1178] lr: 1.263e-02, eta: 4:01:41, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 0.3126, loss: 0.3126 +2025-07-02 06:11:45,485 - pyskl - INFO - Epoch [75][700/1178] lr: 1.261e-02, eta: 4:01:24, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3406, loss: 0.3406 +2025-07-02 06:12:01,184 - pyskl - INFO - Epoch [75][800/1178] lr: 1.258e-02, eta: 4:01:07, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 0.3446, loss: 0.3446 +2025-07-02 06:12:16,812 - pyskl - INFO - Epoch [75][900/1178] lr: 1.256e-02, eta: 4:00:50, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2860, loss: 0.2860 +2025-07-02 06:12:32,421 - pyskl - INFO - Epoch [75][1000/1178] lr: 1.254e-02, eta: 4:00:33, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.2418, loss: 0.2418 +2025-07-02 06:12:48,009 - pyskl - INFO - Epoch [75][1100/1178] lr: 1.252e-02, eta: 4:00:16, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2628, loss: 0.2628 +2025-07-02 06:13:00,802 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-07-02 06:13:23,548 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:13:23,558 - pyskl - INFO - +top1_acc 0.9249 +top5_acc 0.9967 +2025-07-02 06:13:23,559 - pyskl - INFO - Epoch(val) [75][169] top1_acc: 0.9249, top5_acc: 0.9967 +2025-07-02 06:14:00,419 - pyskl - INFO - Epoch [76][100/1178] lr: 1.248e-02, eta: 3:59:55, time: 0.369, data_time: 0.208, memory: 3566, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 0.2770, loss: 0.2770 +2025-07-02 06:14:16,254 - pyskl - INFO - Epoch [76][200/1178] lr: 1.246e-02, eta: 3:59:38, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 0.2876, loss: 0.2876 +2025-07-02 06:14:32,062 - pyskl - INFO - Epoch [76][300/1178] lr: 1.243e-02, eta: 3:59:21, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.3179, loss: 0.3179 +2025-07-02 06:14:47,823 - pyskl - INFO - Epoch [76][400/1178] lr: 1.241e-02, eta: 3:59:04, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.2708, loss: 0.2708 +2025-07-02 06:15:03,489 - pyskl - INFO - Epoch [76][500/1178] lr: 1.239e-02, eta: 3:58:47, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.2906, loss: 0.2906 +2025-07-02 06:15:19,245 - pyskl - INFO - Epoch [76][600/1178] lr: 1.237e-02, eta: 3:58:30, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9456, top5_acc: 0.9994, loss_cls: 0.2681, loss: 0.2681 +2025-07-02 06:15:35,055 - pyskl - INFO - Epoch [76][700/1178] lr: 1.234e-02, eta: 3:58:14, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2790, loss: 0.2790 +2025-07-02 06:15:50,654 - pyskl - INFO - Epoch [76][800/1178] lr: 1.232e-02, eta: 3:57:57, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9463, top5_acc: 0.9912, loss_cls: 0.3267, loss: 0.3267 +2025-07-02 06:16:06,312 - pyskl - INFO - Epoch [76][900/1178] lr: 1.230e-02, eta: 3:57:40, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 0.3051, loss: 0.3051 +2025-07-02 06:16:21,876 - pyskl - INFO - Epoch [76][1000/1178] lr: 1.228e-02, eta: 3:57:23, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3184, loss: 0.3184 +2025-07-02 06:16:37,519 - pyskl - INFO - Epoch [76][1100/1178] lr: 1.226e-02, eta: 3:57:06, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 0.3001, loss: 0.3001 +2025-07-02 06:16:50,503 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-07-02 06:17:13,044 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:17:13,054 - pyskl - INFO - +top1_acc 0.9279 +top5_acc 0.9941 +2025-07-02 06:17:13,055 - pyskl - INFO - Epoch(val) [76][169] top1_acc: 0.9279, top5_acc: 0.9941 +2025-07-02 06:17:50,111 - pyskl - INFO - Epoch [77][100/1178] lr: 1.222e-02, eta: 3:56:45, time: 0.371, data_time: 0.210, memory: 3566, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2448, loss: 0.2448 +2025-07-02 06:18:05,811 - pyskl - INFO - Epoch [77][200/1178] lr: 1.219e-02, eta: 3:56:28, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2106, loss: 0.2106 +2025-07-02 06:18:21,554 - pyskl - INFO - Epoch [77][300/1178] lr: 1.217e-02, eta: 3:56:11, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 0.2636, loss: 0.2636 +2025-07-02 06:18:37,329 - pyskl - INFO - Epoch [77][400/1178] lr: 1.215e-02, eta: 3:55:54, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.3009, loss: 0.3009 +2025-07-02 06:18:52,824 - pyskl - INFO - Epoch [77][500/1178] lr: 1.213e-02, eta: 3:55:37, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.2928, loss: 0.2928 +2025-07-02 06:19:08,382 - pyskl - INFO - Epoch [77][600/1178] lr: 1.211e-02, eta: 3:55:20, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2549, loss: 0.2549 +2025-07-02 06:19:24,131 - pyskl - INFO - Epoch [77][700/1178] lr: 1.208e-02, eta: 3:55:03, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 0.2998, loss: 0.2998 +2025-07-02 06:19:39,915 - pyskl - INFO - Epoch [77][800/1178] lr: 1.206e-02, eta: 3:54:46, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9556, top5_acc: 0.9931, loss_cls: 0.2657, loss: 0.2657 +2025-07-02 06:19:55,647 - pyskl - INFO - Epoch [77][900/1178] lr: 1.204e-02, eta: 3:54:29, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3016, loss: 0.3016 +2025-07-02 06:20:11,318 - pyskl - INFO - Epoch [77][1000/1178] lr: 1.202e-02, eta: 3:54:12, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.3533, loss: 0.3533 +2025-07-02 06:20:26,960 - pyskl - INFO - Epoch [77][1100/1178] lr: 1.199e-02, eta: 3:53:55, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3169, loss: 0.3169 +2025-07-02 06:20:39,822 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-07-02 06:21:02,330 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:21:02,341 - pyskl - INFO - +top1_acc 0.9338 +top5_acc 0.9956 +2025-07-02 06:21:02,341 - pyskl - INFO - Epoch(val) [77][169] top1_acc: 0.9338, top5_acc: 0.9956 +2025-07-02 06:21:39,433 - pyskl - INFO - Epoch [78][100/1178] lr: 1.195e-02, eta: 3:53:34, time: 0.371, data_time: 0.211, memory: 3566, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2646, loss: 0.2646 +2025-07-02 06:21:55,160 - pyskl - INFO - Epoch [78][200/1178] lr: 1.193e-02, eta: 3:53:17, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2739, loss: 0.2739 +2025-07-02 06:22:10,848 - pyskl - INFO - Epoch [78][300/1178] lr: 1.191e-02, eta: 3:53:00, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.2900, loss: 0.2900 +2025-07-02 06:22:26,535 - pyskl - INFO - Epoch [78][400/1178] lr: 1.189e-02, eta: 3:52:43, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 0.2706, loss: 0.2706 +2025-07-02 06:22:42,165 - pyskl - INFO - Epoch [78][500/1178] lr: 1.187e-02, eta: 3:52:26, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.2628, loss: 0.2628 +2025-07-02 06:22:57,867 - pyskl - INFO - Epoch [78][600/1178] lr: 1.184e-02, eta: 3:52:09, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 0.2373, loss: 0.2373 +2025-07-02 06:23:13,802 - pyskl - INFO - Epoch [78][700/1178] lr: 1.182e-02, eta: 3:51:53, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2404, loss: 0.2404 +2025-07-02 06:23:29,844 - pyskl - INFO - Epoch [78][800/1178] lr: 1.180e-02, eta: 3:51:36, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.2783, loss: 0.2783 +2025-07-02 06:23:45,725 - pyskl - INFO - Epoch [78][900/1178] lr: 1.178e-02, eta: 3:51:20, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.3395, loss: 0.3395 +2025-07-02 06:24:01,437 - pyskl - INFO - Epoch [78][1000/1178] lr: 1.175e-02, eta: 3:51:03, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.2868, loss: 0.2868 +2025-07-02 06:24:17,138 - pyskl - INFO - Epoch [78][1100/1178] lr: 1.173e-02, eta: 3:50:46, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2731, loss: 0.2731 +2025-07-02 06:24:29,982 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-07-02 06:24:52,655 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:24:52,665 - pyskl - INFO - +top1_acc 0.9183 +top5_acc 0.9926 +2025-07-02 06:24:52,666 - pyskl - INFO - Epoch(val) [78][169] top1_acc: 0.9183, top5_acc: 0.9926 +2025-07-02 06:25:30,205 - pyskl - INFO - Epoch [79][100/1178] lr: 1.169e-02, eta: 3:50:25, time: 0.375, data_time: 0.215, memory: 3566, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.2927, loss: 0.2927 +2025-07-02 06:25:45,915 - pyskl - INFO - Epoch [79][200/1178] lr: 1.167e-02, eta: 3:50:08, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3045, loss: 0.3045 +2025-07-02 06:26:01,648 - pyskl - INFO - Epoch [79][300/1178] lr: 1.165e-02, eta: 3:49:51, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2964, loss: 0.2964 +2025-07-02 06:26:17,374 - pyskl - INFO - Epoch [79][400/1178] lr: 1.163e-02, eta: 3:49:34, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.3089, loss: 0.3089 +2025-07-02 06:26:32,991 - pyskl - INFO - Epoch [79][500/1178] lr: 1.160e-02, eta: 3:49:17, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3025, loss: 0.3025 +2025-07-02 06:26:48,667 - pyskl - INFO - Epoch [79][600/1178] lr: 1.158e-02, eta: 3:49:00, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.2738, loss: 0.2738 +2025-07-02 06:27:04,366 - pyskl - INFO - Epoch [79][700/1178] lr: 1.156e-02, eta: 3:48:43, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.2853, loss: 0.2853 +2025-07-02 06:27:20,049 - pyskl - INFO - Epoch [79][800/1178] lr: 1.154e-02, eta: 3:48:26, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2625, loss: 0.2625 +2025-07-02 06:27:35,735 - pyskl - INFO - Epoch [79][900/1178] lr: 1.152e-02, eta: 3:48:09, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 0.2925, loss: 0.2925 +2025-07-02 06:27:51,399 - pyskl - INFO - Epoch [79][1000/1178] lr: 1.149e-02, eta: 3:47:53, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2409, loss: 0.2409 +2025-07-02 06:28:07,163 - pyskl - INFO - Epoch [79][1100/1178] lr: 1.147e-02, eta: 3:47:36, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2733, loss: 0.2733 +2025-07-02 06:28:19,962 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-07-02 06:28:42,467 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:28:42,477 - pyskl - INFO - +top1_acc 0.9120 +top5_acc 0.9889 +2025-07-02 06:28:42,478 - pyskl - INFO - Epoch(val) [79][169] top1_acc: 0.9120, top5_acc: 0.9889 +2025-07-02 06:29:19,729 - pyskl - INFO - Epoch [80][100/1178] lr: 1.143e-02, eta: 3:47:14, time: 0.372, data_time: 0.213, memory: 3566, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2261, loss: 0.2261 +2025-07-02 06:29:35,451 - pyskl - INFO - Epoch [80][200/1178] lr: 1.141e-02, eta: 3:46:57, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2405, loss: 0.2405 +2025-07-02 06:29:51,225 - pyskl - INFO - Epoch [80][300/1178] lr: 1.139e-02, eta: 3:46:40, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2254, loss: 0.2254 +2025-07-02 06:30:07,040 - pyskl - INFO - Epoch [80][400/1178] lr: 1.137e-02, eta: 3:46:24, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.2486, loss: 0.2486 +2025-07-02 06:30:22,685 - pyskl - INFO - Epoch [80][500/1178] lr: 1.134e-02, eta: 3:46:07, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.3042, loss: 0.3042 +2025-07-02 06:30:38,437 - pyskl - INFO - Epoch [80][600/1178] lr: 1.132e-02, eta: 3:45:50, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 0.3063, loss: 0.3063 +2025-07-02 06:30:54,176 - pyskl - INFO - Epoch [80][700/1178] lr: 1.130e-02, eta: 3:45:33, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3270, loss: 0.3270 +2025-07-02 06:31:09,871 - pyskl - INFO - Epoch [80][800/1178] lr: 1.128e-02, eta: 3:45:16, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3124, loss: 0.3124 +2025-07-02 06:31:25,537 - pyskl - INFO - Epoch [80][900/1178] lr: 1.126e-02, eta: 3:44:59, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.2694, loss: 0.2694 +2025-07-02 06:31:41,095 - pyskl - INFO - Epoch [80][1000/1178] lr: 1.123e-02, eta: 3:44:42, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2710, loss: 0.2710 +2025-07-02 06:31:56,719 - pyskl - INFO - Epoch [80][1100/1178] lr: 1.121e-02, eta: 3:44:25, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 0.3002, loss: 0.3002 +2025-07-02 06:32:09,477 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-07-02 06:32:32,176 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:32:32,186 - pyskl - INFO - +top1_acc 0.9112 +top5_acc 0.9967 +2025-07-02 06:32:32,186 - pyskl - INFO - Epoch(val) [80][169] top1_acc: 0.9112, top5_acc: 0.9967 +2025-07-02 06:33:09,092 - pyskl - INFO - Epoch [81][100/1178] lr: 1.117e-02, eta: 3:44:03, time: 0.369, data_time: 0.209, memory: 3566, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.2837, loss: 0.2837 +2025-07-02 06:33:24,818 - pyskl - INFO - Epoch [81][200/1178] lr: 1.115e-02, eta: 3:43:46, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.2629, loss: 0.2629 +2025-07-02 06:33:40,725 - pyskl - INFO - Epoch [81][300/1178] lr: 1.113e-02, eta: 3:43:30, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2328, loss: 0.2328 +2025-07-02 06:33:56,434 - pyskl - INFO - Epoch [81][400/1178] lr: 1.111e-02, eta: 3:43:13, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.2543, loss: 0.2543 +2025-07-02 06:34:12,119 - pyskl - INFO - Epoch [81][500/1178] lr: 1.108e-02, eta: 3:42:56, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 0.2420, loss: 0.2420 +2025-07-02 06:34:27,813 - pyskl - INFO - Epoch [81][600/1178] lr: 1.106e-02, eta: 3:42:39, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2675, loss: 0.2675 +2025-07-02 06:34:43,491 - pyskl - INFO - Epoch [81][700/1178] lr: 1.104e-02, eta: 3:42:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2642, loss: 0.2642 +2025-07-02 06:34:59,191 - pyskl - INFO - Epoch [81][800/1178] lr: 1.102e-02, eta: 3:42:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2445, loss: 0.2445 +2025-07-02 06:35:14,876 - pyskl - INFO - Epoch [81][900/1178] lr: 1.099e-02, eta: 3:41:49, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.2598, loss: 0.2598 +2025-07-02 06:35:30,583 - pyskl - INFO - Epoch [81][1000/1178] lr: 1.097e-02, eta: 3:41:32, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2926, loss: 0.2926 +2025-07-02 06:35:46,430 - pyskl - INFO - Epoch [81][1100/1178] lr: 1.095e-02, eta: 3:41:15, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2198, loss: 0.2198 +2025-07-02 06:35:59,187 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-07-02 06:36:21,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:36:21,513 - pyskl - INFO - +top1_acc 0.9364 +top5_acc 0.9963 +2025-07-02 06:36:21,513 - pyskl - INFO - Epoch(val) [81][169] top1_acc: 0.9364, top5_acc: 0.9963 +2025-07-02 06:36:58,803 - pyskl - INFO - Epoch [82][100/1178] lr: 1.091e-02, eta: 3:40:53, time: 0.373, data_time: 0.212, memory: 3566, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 0.2542, loss: 0.2542 +2025-07-02 06:37:14,662 - pyskl - INFO - Epoch [82][200/1178] lr: 1.089e-02, eta: 3:40:36, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2167, loss: 0.2167 +2025-07-02 06:37:30,634 - pyskl - INFO - Epoch [82][300/1178] lr: 1.087e-02, eta: 3:40:20, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.2577, loss: 0.2577 +2025-07-02 06:37:46,406 - pyskl - INFO - Epoch [82][400/1178] lr: 1.085e-02, eta: 3:40:03, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2351, loss: 0.2351 +2025-07-02 06:38:02,176 - pyskl - INFO - Epoch [82][500/1178] lr: 1.082e-02, eta: 3:39:46, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.2539, loss: 0.2539 +2025-07-02 06:38:17,905 - pyskl - INFO - Epoch [82][600/1178] lr: 1.080e-02, eta: 3:39:29, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.2770, loss: 0.2770 +2025-07-02 06:38:33,592 - pyskl - INFO - Epoch [82][700/1178] lr: 1.078e-02, eta: 3:39:12, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.2683, loss: 0.2683 +2025-07-02 06:38:49,291 - pyskl - INFO - Epoch [82][800/1178] lr: 1.076e-02, eta: 3:38:55, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2687, loss: 0.2687 +2025-07-02 06:39:05,016 - pyskl - INFO - Epoch [82][900/1178] lr: 1.074e-02, eta: 3:38:39, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.2734, loss: 0.2734 +2025-07-02 06:39:20,698 - pyskl - INFO - Epoch [82][1000/1178] lr: 1.071e-02, eta: 3:38:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.2564, loss: 0.2564 +2025-07-02 06:39:36,392 - pyskl - INFO - Epoch [82][1100/1178] lr: 1.069e-02, eta: 3:38:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 0.2089, loss: 0.2089 +2025-07-02 06:39:49,413 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-07-02 06:40:11,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:40:11,925 - pyskl - INFO - +top1_acc 0.9434 +top5_acc 0.9967 +2025-07-02 06:40:11,928 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_67.pth was removed +2025-07-02 06:40:12,044 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. +2025-07-02 06:40:12,045 - pyskl - INFO - Best top1_acc is 0.9434 at 82 epoch. +2025-07-02 06:40:12,045 - pyskl - INFO - Epoch(val) [82][169] top1_acc: 0.9434, top5_acc: 0.9967 +2025-07-02 06:40:49,230 - pyskl - INFO - Epoch [83][100/1178] lr: 1.065e-02, eta: 3:37:43, time: 0.372, data_time: 0.212, memory: 3566, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2149, loss: 0.2149 +2025-07-02 06:41:04,896 - pyskl - INFO - Epoch [83][200/1178] lr: 1.063e-02, eta: 3:37:26, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.2427, loss: 0.2427 +2025-07-02 06:41:20,615 - pyskl - INFO - Epoch [83][300/1178] lr: 1.061e-02, eta: 3:37:09, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2317, loss: 0.2317 +2025-07-02 06:41:36,338 - pyskl - INFO - Epoch [83][400/1178] lr: 1.059e-02, eta: 3:36:52, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 0.2362, loss: 0.2362 +2025-07-02 06:41:52,097 - pyskl - INFO - Epoch [83][500/1178] lr: 1.056e-02, eta: 3:36:35, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2662, loss: 0.2662 +2025-07-02 06:42:07,824 - pyskl - INFO - Epoch [83][600/1178] lr: 1.054e-02, eta: 3:36:19, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.2723, loss: 0.2723 +2025-07-02 06:42:23,404 - pyskl - INFO - Epoch [83][700/1178] lr: 1.052e-02, eta: 3:36:02, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 0.2865, loss: 0.2865 +2025-07-02 06:42:39,105 - pyskl - INFO - Epoch [83][800/1178] lr: 1.050e-02, eta: 3:35:45, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2689, loss: 0.2689 +2025-07-02 06:42:54,802 - pyskl - INFO - Epoch [83][900/1178] lr: 1.048e-02, eta: 3:35:28, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2185, loss: 0.2185 +2025-07-02 06:43:10,489 - pyskl - INFO - Epoch [83][1000/1178] lr: 1.045e-02, eta: 3:35:11, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2558, loss: 0.2558 +2025-07-02 06:43:26,140 - pyskl - INFO - Epoch [83][1100/1178] lr: 1.043e-02, eta: 3:34:54, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 0.2289, loss: 0.2289 +2025-07-02 06:43:38,932 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-07-02 06:44:01,296 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:44:01,306 - pyskl - INFO - +top1_acc 0.9349 +top5_acc 0.9952 +2025-07-02 06:44:01,306 - pyskl - INFO - Epoch(val) [83][169] top1_acc: 0.9349, top5_acc: 0.9952 +2025-07-02 06:44:38,642 - pyskl - INFO - Epoch [84][100/1178] lr: 1.039e-02, eta: 3:34:32, time: 0.373, data_time: 0.212, memory: 3566, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.2705, loss: 0.2705 +2025-07-02 06:44:54,359 - pyskl - INFO - Epoch [84][200/1178] lr: 1.037e-02, eta: 3:34:15, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2524, loss: 0.2524 +2025-07-02 06:45:10,137 - pyskl - INFO - Epoch [84][300/1178] lr: 1.035e-02, eta: 3:33:58, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 0.2501, loss: 0.2501 +2025-07-02 06:45:25,789 - pyskl - INFO - Epoch [84][400/1178] lr: 1.033e-02, eta: 3:33:41, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 0.2199, loss: 0.2199 +2025-07-02 06:45:41,455 - pyskl - INFO - Epoch [84][500/1178] lr: 1.031e-02, eta: 3:33:25, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 0.2213, loss: 0.2213 +2025-07-02 06:45:57,099 - pyskl - INFO - Epoch [84][600/1178] lr: 1.028e-02, eta: 3:33:08, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2225, loss: 0.2225 +2025-07-02 06:46:12,854 - pyskl - INFO - Epoch [84][700/1178] lr: 1.026e-02, eta: 3:32:51, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.2501, loss: 0.2501 +2025-07-02 06:46:28,537 - pyskl - INFO - Epoch [84][800/1178] lr: 1.024e-02, eta: 3:32:34, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.2553, loss: 0.2553 +2025-07-02 06:46:44,208 - pyskl - INFO - Epoch [84][900/1178] lr: 1.022e-02, eta: 3:32:17, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2345, loss: 0.2345 +2025-07-02 06:46:59,960 - pyskl - INFO - Epoch [84][1000/1178] lr: 1.020e-02, eta: 3:32:00, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2584, loss: 0.2584 +2025-07-02 06:47:15,648 - pyskl - INFO - Epoch [84][1100/1178] lr: 1.017e-02, eta: 3:31:44, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 0.2446, loss: 0.2446 +2025-07-02 06:47:28,506 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-07-02 06:47:51,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:47:51,337 - pyskl - INFO - +top1_acc 0.9271 +top5_acc 0.9963 +2025-07-02 06:47:51,337 - pyskl - INFO - Epoch(val) [84][169] top1_acc: 0.9271, top5_acc: 0.9963 +2025-07-02 06:48:28,520 - pyskl - INFO - Epoch [85][100/1178] lr: 1.014e-02, eta: 3:31:21, time: 0.372, data_time: 0.212, memory: 3566, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.2041, loss: 0.2041 +2025-07-02 06:48:44,114 - pyskl - INFO - Epoch [85][200/1178] lr: 1.011e-02, eta: 3:31:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2243, loss: 0.2243 +2025-07-02 06:48:59,741 - pyskl - INFO - Epoch [85][300/1178] lr: 1.009e-02, eta: 3:30:47, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 0.2233, loss: 0.2233 +2025-07-02 06:49:15,360 - pyskl - INFO - Epoch [85][400/1178] lr: 1.007e-02, eta: 3:30:30, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2578, loss: 0.2578 +2025-07-02 06:49:30,937 - pyskl - INFO - Epoch [85][500/1178] lr: 1.005e-02, eta: 3:30:13, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 0.2382, loss: 0.2382 +2025-07-02 06:49:46,623 - pyskl - INFO - Epoch [85][600/1178] lr: 1.003e-02, eta: 3:29:56, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2595, loss: 0.2595 +2025-07-02 06:50:02,266 - pyskl - INFO - Epoch [85][700/1178] lr: 1.001e-02, eta: 3:29:40, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2380, loss: 0.2380 +2025-07-02 06:50:17,870 - pyskl - INFO - Epoch [85][800/1178] lr: 9.984e-03, eta: 3:29:23, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.2597, loss: 0.2597 +2025-07-02 06:50:33,491 - pyskl - INFO - Epoch [85][900/1178] lr: 9.962e-03, eta: 3:29:06, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 0.2452, loss: 0.2452 +2025-07-02 06:50:49,074 - pyskl - INFO - Epoch [85][1000/1178] lr: 9.940e-03, eta: 3:28:49, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2597, loss: 0.2597 +2025-07-02 06:51:04,652 - pyskl - INFO - Epoch [85][1100/1178] lr: 9.918e-03, eta: 3:28:32, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 0.2423, loss: 0.2423 +2025-07-02 06:51:17,406 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-07-02 06:51:39,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:51:39,698 - pyskl - INFO - +top1_acc 0.9405 +top5_acc 0.9941 +2025-07-02 06:51:39,698 - pyskl - INFO - Epoch(val) [85][169] top1_acc: 0.9405, top5_acc: 0.9941 +2025-07-02 06:52:16,933 - pyskl - INFO - Epoch [86][100/1178] lr: 9.880e-03, eta: 3:28:09, time: 0.372, data_time: 0.212, memory: 3566, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2471, loss: 0.2471 +2025-07-02 06:52:32,455 - pyskl - INFO - Epoch [86][200/1178] lr: 9.858e-03, eta: 3:27:52, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2038, loss: 0.2038 +2025-07-02 06:52:48,129 - pyskl - INFO - Epoch [86][300/1178] lr: 9.836e-03, eta: 3:27:35, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.1987, loss: 0.1987 +2025-07-02 06:53:03,683 - pyskl - INFO - Epoch [86][400/1178] lr: 9.814e-03, eta: 3:27:19, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1991, loss: 0.1991 +2025-07-02 06:53:19,191 - pyskl - INFO - Epoch [86][500/1178] lr: 9.793e-03, eta: 3:27:02, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2137, loss: 0.2137 +2025-07-02 06:53:34,843 - pyskl - INFO - Epoch [86][600/1178] lr: 9.771e-03, eta: 3:26:45, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 0.2395, loss: 0.2395 +2025-07-02 06:53:50,678 - pyskl - INFO - Epoch [86][700/1178] lr: 9.749e-03, eta: 3:26:28, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2486, loss: 0.2486 +2025-07-02 06:54:06,536 - pyskl - INFO - Epoch [86][800/1178] lr: 9.728e-03, eta: 3:26:11, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9575, top5_acc: 0.9944, loss_cls: 0.2240, loss: 0.2240 +2025-07-02 06:54:22,221 - pyskl - INFO - Epoch [86][900/1178] lr: 9.706e-03, eta: 3:25:55, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2448, loss: 0.2448 +2025-07-02 06:54:37,908 - pyskl - INFO - Epoch [86][1000/1178] lr: 9.684e-03, eta: 3:25:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 0.2807, loss: 0.2807 +2025-07-02 06:54:53,593 - pyskl - INFO - Epoch [86][1100/1178] lr: 9.663e-03, eta: 3:25:21, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.2634, loss: 0.2634 +2025-07-02 06:55:06,433 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-07-02 06:55:28,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:55:28,902 - pyskl - INFO - +top1_acc 0.9416 +top5_acc 0.9963 +2025-07-02 06:55:28,902 - pyskl - INFO - Epoch(val) [86][169] top1_acc: 0.9416, top5_acc: 0.9963 +2025-07-02 06:56:06,332 - pyskl - INFO - Epoch [87][100/1178] lr: 9.624e-03, eta: 3:24:58, time: 0.374, data_time: 0.215, memory: 3566, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2357, loss: 0.2357 +2025-07-02 06:56:21,831 - pyskl - INFO - Epoch [87][200/1178] lr: 9.603e-03, eta: 3:24:41, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.2310, loss: 0.2310 +2025-07-02 06:56:37,507 - pyskl - INFO - Epoch [87][300/1178] lr: 9.581e-03, eta: 3:24:24, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2428, loss: 0.2428 +2025-07-02 06:56:53,125 - pyskl - INFO - Epoch [87][400/1178] lr: 9.559e-03, eta: 3:24:07, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2479, loss: 0.2479 +2025-07-02 06:57:08,818 - pyskl - INFO - Epoch [87][500/1178] lr: 9.538e-03, eta: 3:23:51, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2094, loss: 0.2094 +2025-07-02 06:57:24,503 - pyskl - INFO - Epoch [87][600/1178] lr: 9.516e-03, eta: 3:23:34, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.1926, loss: 0.1926 +2025-07-02 06:57:40,152 - pyskl - INFO - Epoch [87][700/1178] lr: 9.495e-03, eta: 3:23:17, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 0.2630, loss: 0.2630 +2025-07-02 06:57:55,798 - pyskl - INFO - Epoch [87][800/1178] lr: 9.473e-03, eta: 3:23:00, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9581, top5_acc: 0.9938, loss_cls: 0.2397, loss: 0.2397 +2025-07-02 06:58:11,377 - pyskl - INFO - Epoch [87][900/1178] lr: 9.451e-03, eta: 3:22:43, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2663, loss: 0.2663 +2025-07-02 06:58:27,005 - pyskl - INFO - Epoch [87][1000/1178] lr: 9.430e-03, eta: 3:22:26, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 0.2563, loss: 0.2563 +2025-07-02 06:58:42,618 - pyskl - INFO - Epoch [87][1100/1178] lr: 9.408e-03, eta: 3:22:10, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2224, loss: 0.2224 +2025-07-02 06:58:55,442 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-07-02 06:59:18,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 06:59:18,031 - pyskl - INFO - +top1_acc 0.9338 +top5_acc 0.9941 +2025-07-02 06:59:18,031 - pyskl - INFO - Epoch(val) [87][169] top1_acc: 0.9338, top5_acc: 0.9941 +2025-07-02 06:59:55,236 - pyskl - INFO - Epoch [88][100/1178] lr: 9.370e-03, eta: 3:21:46, time: 0.372, data_time: 0.213, memory: 3566, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1769, loss: 0.1769 +2025-07-02 07:00:10,822 - pyskl - INFO - Epoch [88][200/1178] lr: 9.349e-03, eta: 3:21:30, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1934, loss: 0.1934 +2025-07-02 07:00:26,434 - pyskl - INFO - Epoch [88][300/1178] lr: 9.327e-03, eta: 3:21:13, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2291, loss: 0.2291 +2025-07-02 07:00:42,118 - pyskl - INFO - Epoch [88][400/1178] lr: 9.306e-03, eta: 3:20:56, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 0.2296, loss: 0.2296 +2025-07-02 07:00:57,825 - pyskl - INFO - Epoch [88][500/1178] lr: 9.284e-03, eta: 3:20:39, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.2298, loss: 0.2298 +2025-07-02 07:01:13,486 - pyskl - INFO - Epoch [88][600/1178] lr: 9.263e-03, eta: 3:20:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.1995, loss: 0.1995 +2025-07-02 07:01:29,157 - pyskl - INFO - Epoch [88][700/1178] lr: 9.241e-03, eta: 3:20:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2256, loss: 0.2256 +2025-07-02 07:01:44,787 - pyskl - INFO - Epoch [88][800/1178] lr: 9.220e-03, eta: 3:19:49, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2267, loss: 0.2267 +2025-07-02 07:02:00,425 - pyskl - INFO - Epoch [88][900/1178] lr: 9.198e-03, eta: 3:19:32, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2278, loss: 0.2278 +2025-07-02 07:02:16,101 - pyskl - INFO - Epoch [88][1000/1178] lr: 9.177e-03, eta: 3:19:15, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9619, top5_acc: 0.9938, loss_cls: 0.2347, loss: 0.2347 +2025-07-02 07:02:31,747 - pyskl - INFO - Epoch [88][1100/1178] lr: 9.155e-03, eta: 3:18:58, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1851, loss: 0.1851 +2025-07-02 07:02:44,728 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-07-02 07:03:07,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:03:07,210 - pyskl - INFO - +top1_acc 0.9405 +top5_acc 0.9952 +2025-07-02 07:03:07,210 - pyskl - INFO - Epoch(val) [88][169] top1_acc: 0.9405, top5_acc: 0.9952 +2025-07-02 07:03:44,702 - pyskl - INFO - Epoch [89][100/1178] lr: 9.117e-03, eta: 3:18:35, time: 0.375, data_time: 0.214, memory: 3566, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 0.2384, loss: 0.2384 +2025-07-02 07:04:00,432 - pyskl - INFO - Epoch [89][200/1178] lr: 9.096e-03, eta: 3:18:18, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2006, loss: 0.2006 +2025-07-02 07:04:16,123 - pyskl - INFO - Epoch [89][300/1178] lr: 9.075e-03, eta: 3:18:02, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2131, loss: 0.2131 +2025-07-02 07:04:31,715 - pyskl - INFO - Epoch [89][400/1178] lr: 9.053e-03, eta: 3:17:45, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.2399, loss: 0.2399 +2025-07-02 07:04:47,340 - pyskl - INFO - Epoch [89][500/1178] lr: 9.032e-03, eta: 3:17:28, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1953, loss: 0.1953 +2025-07-02 07:05:03,076 - pyskl - INFO - Epoch [89][600/1178] lr: 9.010e-03, eta: 3:17:11, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2104, loss: 0.2104 +2025-07-02 07:05:18,697 - pyskl - INFO - Epoch [89][700/1178] lr: 8.989e-03, eta: 3:16:54, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2181, loss: 0.2181 +2025-07-02 07:05:34,434 - pyskl - INFO - Epoch [89][800/1178] lr: 8.968e-03, eta: 3:16:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2119, loss: 0.2119 +2025-07-02 07:05:50,156 - pyskl - INFO - Epoch [89][900/1178] lr: 8.947e-03, eta: 3:16:21, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2480, loss: 0.2480 +2025-07-02 07:06:06,029 - pyskl - INFO - Epoch [89][1000/1178] lr: 8.925e-03, eta: 3:16:04, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.2197, loss: 0.2197 +2025-07-02 07:06:21,883 - pyskl - INFO - Epoch [89][1100/1178] lr: 8.904e-03, eta: 3:15:47, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2592, loss: 0.2592 +2025-07-02 07:06:34,743 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-07-02 07:06:57,436 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:06:57,446 - pyskl - INFO - +top1_acc 0.9286 +top5_acc 0.9956 +2025-07-02 07:06:57,447 - pyskl - INFO - Epoch(val) [89][169] top1_acc: 0.9286, top5_acc: 0.9956 +2025-07-02 07:07:35,224 - pyskl - INFO - Epoch [90][100/1178] lr: 8.866e-03, eta: 3:15:24, time: 0.378, data_time: 0.217, memory: 3566, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.1651, loss: 0.1651 +2025-07-02 07:07:50,897 - pyskl - INFO - Epoch [90][200/1178] lr: 8.845e-03, eta: 3:15:08, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.1941, loss: 0.1941 +2025-07-02 07:08:06,539 - pyskl - INFO - Epoch [90][300/1178] lr: 8.824e-03, eta: 3:14:51, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 0.2117, loss: 0.2117 +2025-07-02 07:08:22,116 - pyskl - INFO - Epoch [90][400/1178] lr: 8.802e-03, eta: 3:14:34, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1723, loss: 0.1723 +2025-07-02 07:08:37,675 - pyskl - INFO - Epoch [90][500/1178] lr: 8.781e-03, eta: 3:14:17, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.1835, loss: 0.1835 +2025-07-02 07:08:53,294 - pyskl - INFO - Epoch [90][600/1178] lr: 8.760e-03, eta: 3:14:00, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.2090, loss: 0.2090 +2025-07-02 07:09:08,914 - pyskl - INFO - Epoch [90][700/1178] lr: 8.739e-03, eta: 3:13:43, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.2016, loss: 0.2016 +2025-07-02 07:09:24,499 - pyskl - INFO - Epoch [90][800/1178] lr: 8.717e-03, eta: 3:13:27, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2059, loss: 0.2059 +2025-07-02 07:09:40,111 - pyskl - INFO - Epoch [90][900/1178] lr: 8.696e-03, eta: 3:13:10, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.2816, loss: 0.2816 +2025-07-02 07:09:55,686 - pyskl - INFO - Epoch [90][1000/1178] lr: 8.675e-03, eta: 3:12:53, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.2009, loss: 0.2009 +2025-07-02 07:10:11,289 - pyskl - INFO - Epoch [90][1100/1178] lr: 8.654e-03, eta: 3:12:36, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 0.2318, loss: 0.2318 +2025-07-02 07:10:24,045 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-07-02 07:10:46,455 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:10:46,466 - pyskl - INFO - +top1_acc 0.9301 +top5_acc 0.9959 +2025-07-02 07:10:46,466 - pyskl - INFO - Epoch(val) [90][169] top1_acc: 0.9301, top5_acc: 0.9959 +2025-07-02 07:11:24,105 - pyskl - INFO - Epoch [91][100/1178] lr: 8.616e-03, eta: 3:12:13, time: 0.376, data_time: 0.215, memory: 3566, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 0.1840, loss: 0.1840 +2025-07-02 07:11:40,150 - pyskl - INFO - Epoch [91][200/1178] lr: 8.595e-03, eta: 3:11:56, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.1893, loss: 0.1893 +2025-07-02 07:11:56,025 - pyskl - INFO - Epoch [91][300/1178] lr: 8.574e-03, eta: 3:11:39, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9663, top5_acc: 0.9950, loss_cls: 0.1860, loss: 0.1860 +2025-07-02 07:12:11,792 - pyskl - INFO - Epoch [91][400/1178] lr: 8.553e-03, eta: 3:11:23, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 0.2030, loss: 0.2030 +2025-07-02 07:12:27,600 - pyskl - INFO - Epoch [91][500/1178] lr: 8.532e-03, eta: 3:11:06, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2230, loss: 0.2230 +2025-07-02 07:12:43,482 - pyskl - INFO - Epoch [91][600/1178] lr: 8.511e-03, eta: 3:10:49, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.1953, loss: 0.1953 +2025-07-02 07:12:59,288 - pyskl - INFO - Epoch [91][700/1178] lr: 8.490e-03, eta: 3:10:33, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9613, top5_acc: 0.9944, loss_cls: 0.2289, loss: 0.2289 +2025-07-02 07:13:15,036 - pyskl - INFO - Epoch [91][800/1178] lr: 8.469e-03, eta: 3:10:16, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.2403, loss: 0.2403 +2025-07-02 07:13:30,714 - pyskl - INFO - Epoch [91][900/1178] lr: 8.448e-03, eta: 3:09:59, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2463, loss: 0.2463 +2025-07-02 07:13:46,379 - pyskl - INFO - Epoch [91][1000/1178] lr: 8.427e-03, eta: 3:09:42, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 0.2374, loss: 0.2374 +2025-07-02 07:14:02,023 - pyskl - INFO - Epoch [91][1100/1178] lr: 8.406e-03, eta: 3:09:26, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.2495, loss: 0.2495 +2025-07-02 07:14:14,850 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-07-02 07:14:37,227 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:14:37,238 - pyskl - INFO - +top1_acc 0.9412 +top5_acc 0.9967 +2025-07-02 07:14:37,238 - pyskl - INFO - Epoch(val) [91][169] top1_acc: 0.9412, top5_acc: 0.9967 +2025-07-02 07:15:14,377 - pyskl - INFO - Epoch [92][100/1178] lr: 8.368e-03, eta: 3:09:02, time: 0.371, data_time: 0.211, memory: 3566, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 0.1759, loss: 0.1759 +2025-07-02 07:15:30,033 - pyskl - INFO - Epoch [92][200/1178] lr: 8.347e-03, eta: 3:08:45, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1897, loss: 0.1897 +2025-07-02 07:15:45,936 - pyskl - INFO - Epoch [92][300/1178] lr: 8.326e-03, eta: 3:08:28, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1629, loss: 0.1629 +2025-07-02 07:16:01,541 - pyskl - INFO - Epoch [92][400/1178] lr: 8.306e-03, eta: 3:08:12, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9719, top5_acc: 0.9950, loss_cls: 0.1705, loss: 0.1705 +2025-07-02 07:16:17,220 - pyskl - INFO - Epoch [92][500/1178] lr: 8.285e-03, eta: 3:07:55, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.1889, loss: 0.1889 +2025-07-02 07:16:32,836 - pyskl - INFO - Epoch [92][600/1178] lr: 8.264e-03, eta: 3:07:38, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1594, loss: 0.1594 +2025-07-02 07:16:48,510 - pyskl - INFO - Epoch [92][700/1178] lr: 8.243e-03, eta: 3:07:21, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.1774, loss: 0.1774 +2025-07-02 07:17:04,155 - pyskl - INFO - Epoch [92][800/1178] lr: 8.222e-03, eta: 3:07:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2609, loss: 0.2609 +2025-07-02 07:17:19,749 - pyskl - INFO - Epoch [92][900/1178] lr: 8.201e-03, eta: 3:06:48, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.1832, loss: 0.1832 +2025-07-02 07:17:35,374 - pyskl - INFO - Epoch [92][1000/1178] lr: 8.180e-03, eta: 3:06:31, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 0.2188, loss: 0.2188 +2025-07-02 07:17:51,013 - pyskl - INFO - Epoch [92][1100/1178] lr: 8.159e-03, eta: 3:06:14, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.2050, loss: 0.2050 +2025-07-02 07:18:03,835 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-07-02 07:18:26,204 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:18:26,215 - pyskl - INFO - +top1_acc 0.9386 +top5_acc 0.9963 +2025-07-02 07:18:26,215 - pyskl - INFO - Epoch(val) [92][169] top1_acc: 0.9386, top5_acc: 0.9963 +2025-07-02 07:19:03,187 - pyskl - INFO - Epoch [93][100/1178] lr: 8.122e-03, eta: 3:05:50, time: 0.370, data_time: 0.209, memory: 3566, top1_acc: 0.9681, top5_acc: 0.9956, loss_cls: 0.2081, loss: 0.2081 +2025-07-02 07:19:18,929 - pyskl - INFO - Epoch [93][200/1178] lr: 8.101e-03, eta: 3:05:33, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2080, loss: 0.2080 +2025-07-02 07:19:34,839 - pyskl - INFO - Epoch [93][300/1178] lr: 8.081e-03, eta: 3:05:17, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1913, loss: 0.1913 +2025-07-02 07:19:50,570 - pyskl - INFO - Epoch [93][400/1178] lr: 8.060e-03, eta: 3:05:00, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1766, loss: 0.1766 +2025-07-02 07:20:06,308 - pyskl - INFO - Epoch [93][500/1178] lr: 8.039e-03, eta: 3:04:43, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.2197, loss: 0.2197 +2025-07-02 07:20:22,248 - pyskl - INFO - Epoch [93][600/1178] lr: 8.018e-03, eta: 3:04:27, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1592, loss: 0.1592 +2025-07-02 07:20:38,149 - pyskl - INFO - Epoch [93][700/1178] lr: 7.998e-03, eta: 3:04:10, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.2113, loss: 0.2113 +2025-07-02 07:20:53,969 - pyskl - INFO - Epoch [93][800/1178] lr: 7.977e-03, eta: 3:03:53, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1652, loss: 0.1652 +2025-07-02 07:21:09,630 - pyskl - INFO - Epoch [93][900/1178] lr: 7.956e-03, eta: 3:03:37, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 0.1711, loss: 0.1711 +2025-07-02 07:21:25,264 - pyskl - INFO - Epoch [93][1000/1178] lr: 7.935e-03, eta: 3:03:20, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.1977, loss: 0.1977 +2025-07-02 07:21:40,832 - pyskl - INFO - Epoch [93][1100/1178] lr: 7.915e-03, eta: 3:03:03, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1893, loss: 0.1893 +2025-07-02 07:21:53,607 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-07-02 07:22:16,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:22:16,038 - pyskl - INFO - +top1_acc 0.9368 +top5_acc 0.9967 +2025-07-02 07:22:16,039 - pyskl - INFO - Epoch(val) [93][169] top1_acc: 0.9368, top5_acc: 0.9967 +2025-07-02 07:22:53,389 - pyskl - INFO - Epoch [94][100/1178] lr: 7.878e-03, eta: 3:02:39, time: 0.373, data_time: 0.213, memory: 3566, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2096, loss: 0.2096 +2025-07-02 07:23:09,073 - pyskl - INFO - Epoch [94][200/1178] lr: 7.857e-03, eta: 3:02:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 0.1813, loss: 0.1813 +2025-07-02 07:23:24,790 - pyskl - INFO - Epoch [94][300/1178] lr: 7.837e-03, eta: 3:02:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1570, loss: 0.1570 +2025-07-02 07:23:40,498 - pyskl - INFO - Epoch [94][400/1178] lr: 7.816e-03, eta: 3:01:49, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 0.1822, loss: 0.1822 +2025-07-02 07:23:56,259 - pyskl - INFO - Epoch [94][500/1178] lr: 7.796e-03, eta: 3:01:32, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2351, loss: 0.2351 +2025-07-02 07:24:12,008 - pyskl - INFO - Epoch [94][600/1178] lr: 7.775e-03, eta: 3:01:15, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.1735, loss: 0.1735 +2025-07-02 07:24:27,746 - pyskl - INFO - Epoch [94][700/1178] lr: 7.754e-03, eta: 3:00:59, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1882, loss: 0.1882 +2025-07-02 07:24:43,476 - pyskl - INFO - Epoch [94][800/1178] lr: 7.734e-03, eta: 3:00:42, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2014, loss: 0.2014 +2025-07-02 07:24:59,252 - pyskl - INFO - Epoch [94][900/1178] lr: 7.713e-03, eta: 3:00:25, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2140, loss: 0.2140 +2025-07-02 07:25:15,091 - pyskl - INFO - Epoch [94][1000/1178] lr: 7.693e-03, eta: 3:00:09, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1753, loss: 0.1753 +2025-07-02 07:25:30,711 - pyskl - INFO - Epoch [94][1100/1178] lr: 7.672e-03, eta: 2:59:52, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1598, loss: 0.1598 +2025-07-02 07:25:43,491 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-07-02 07:26:06,236 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:26:06,246 - pyskl - INFO - +top1_acc 0.9223 +top5_acc 0.9948 +2025-07-02 07:26:06,246 - pyskl - INFO - Epoch(val) [94][169] top1_acc: 0.9223, top5_acc: 0.9948 +2025-07-02 07:26:42,978 - pyskl - INFO - Epoch [95][100/1178] lr: 7.636e-03, eta: 2:59:27, time: 0.367, data_time: 0.208, memory: 3566, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1876, loss: 0.1876 +2025-07-02 07:26:58,578 - pyskl - INFO - Epoch [95][200/1178] lr: 7.615e-03, eta: 2:59:10, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.1750, loss: 0.1750 +2025-07-02 07:27:14,279 - pyskl - INFO - Epoch [95][300/1178] lr: 7.595e-03, eta: 2:58:54, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.1992, loss: 0.1992 +2025-07-02 07:27:29,961 - pyskl - INFO - Epoch [95][400/1178] lr: 7.574e-03, eta: 2:58:37, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1721, loss: 0.1721 +2025-07-02 07:27:45,675 - pyskl - INFO - Epoch [95][500/1178] lr: 7.554e-03, eta: 2:58:20, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 0.2206, loss: 0.2206 +2025-07-02 07:28:01,382 - pyskl - INFO - Epoch [95][600/1178] lr: 7.534e-03, eta: 2:58:04, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2192, loss: 0.2192 +2025-07-02 07:28:17,135 - pyskl - INFO - Epoch [95][700/1178] lr: 7.513e-03, eta: 2:57:47, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1536, loss: 0.1536 +2025-07-02 07:28:32,850 - pyskl - INFO - Epoch [95][800/1178] lr: 7.493e-03, eta: 2:57:30, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.1910, loss: 0.1910 +2025-07-02 07:28:48,527 - pyskl - INFO - Epoch [95][900/1178] lr: 7.472e-03, eta: 2:57:13, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1573, loss: 0.1573 +2025-07-02 07:29:04,208 - pyskl - INFO - Epoch [95][1000/1178] lr: 7.452e-03, eta: 2:56:57, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.1663, loss: 0.1663 +2025-07-02 07:29:19,883 - pyskl - INFO - Epoch [95][1100/1178] lr: 7.432e-03, eta: 2:56:40, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.2195, loss: 0.2195 +2025-07-02 07:29:32,718 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-07-02 07:29:55,246 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:29:55,257 - pyskl - INFO - +top1_acc 0.9360 +top5_acc 0.9945 +2025-07-02 07:29:55,257 - pyskl - INFO - Epoch(val) [95][169] top1_acc: 0.9360, top5_acc: 0.9945 +2025-07-02 07:30:32,116 - pyskl - INFO - Epoch [96][100/1178] lr: 7.396e-03, eta: 2:56:15, time: 0.369, data_time: 0.209, memory: 3566, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1457, loss: 0.1457 +2025-07-02 07:30:47,843 - pyskl - INFO - Epoch [96][200/1178] lr: 7.375e-03, eta: 2:55:59, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1686, loss: 0.1686 +2025-07-02 07:31:03,931 - pyskl - INFO - Epoch [96][300/1178] lr: 7.355e-03, eta: 2:55:42, time: 0.161, data_time: 0.000, memory: 3566, top1_acc: 0.9800, top5_acc: 0.9969, loss_cls: 0.1472, loss: 0.1472 +2025-07-02 07:31:19,838 - pyskl - INFO - Epoch [96][400/1178] lr: 7.335e-03, eta: 2:55:26, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1853, loss: 0.1853 +2025-07-02 07:31:35,575 - pyskl - INFO - Epoch [96][500/1178] lr: 7.315e-03, eta: 2:55:09, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1371, loss: 0.1371 +2025-07-02 07:31:51,307 - pyskl - INFO - Epoch [96][600/1178] lr: 7.294e-03, eta: 2:54:52, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.1824, loss: 0.1824 +2025-07-02 07:32:06,939 - pyskl - INFO - Epoch [96][700/1178] lr: 7.274e-03, eta: 2:54:35, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.1998, loss: 0.1998 +2025-07-02 07:32:22,605 - pyskl - INFO - Epoch [96][800/1178] lr: 7.254e-03, eta: 2:54:19, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2034, loss: 0.2034 +2025-07-02 07:32:38,266 - pyskl - INFO - Epoch [96][900/1178] lr: 7.234e-03, eta: 2:54:02, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.1849, loss: 0.1849 +2025-07-02 07:32:53,963 - pyskl - INFO - Epoch [96][1000/1178] lr: 7.214e-03, eta: 2:53:45, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1587, loss: 0.1587 +2025-07-02 07:33:09,623 - pyskl - INFO - Epoch [96][1100/1178] lr: 7.194e-03, eta: 2:53:29, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2121, loss: 0.2121 +2025-07-02 07:33:22,397 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-07-02 07:33:44,922 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:33:44,932 - pyskl - INFO - +top1_acc 0.9408 +top5_acc 0.9945 +2025-07-02 07:33:44,933 - pyskl - INFO - Epoch(val) [96][169] top1_acc: 0.9408, top5_acc: 0.9945 +2025-07-02 07:34:21,739 - pyskl - INFO - Epoch [97][100/1178] lr: 7.158e-03, eta: 2:53:04, time: 0.368, data_time: 0.207, memory: 3566, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1346, loss: 0.1346 +2025-07-02 07:34:37,431 - pyskl - INFO - Epoch [97][200/1178] lr: 7.138e-03, eta: 2:52:47, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 0.1597, loss: 0.1597 +2025-07-02 07:34:53,123 - pyskl - INFO - Epoch [97][300/1178] lr: 7.118e-03, eta: 2:52:30, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9681, top5_acc: 0.9950, loss_cls: 0.1872, loss: 0.1872 +2025-07-02 07:35:08,851 - pyskl - INFO - Epoch [97][400/1178] lr: 7.098e-03, eta: 2:52:14, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9712, top5_acc: 0.9950, loss_cls: 0.1752, loss: 0.1752 +2025-07-02 07:35:24,739 - pyskl - INFO - Epoch [97][500/1178] lr: 7.078e-03, eta: 2:51:57, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1496, loss: 0.1496 +2025-07-02 07:35:40,686 - pyskl - INFO - Epoch [97][600/1178] lr: 7.058e-03, eta: 2:51:40, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1807, loss: 0.1807 +2025-07-02 07:35:56,479 - pyskl - INFO - Epoch [97][700/1178] lr: 7.038e-03, eta: 2:51:24, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1698, loss: 0.1698 +2025-07-02 07:36:12,218 - pyskl - INFO - Epoch [97][800/1178] lr: 7.018e-03, eta: 2:51:07, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1600, loss: 0.1600 +2025-07-02 07:36:27,988 - pyskl - INFO - Epoch [97][900/1178] lr: 6.998e-03, eta: 2:50:50, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2135, loss: 0.2135 +2025-07-02 07:36:43,679 - pyskl - INFO - Epoch [97][1000/1178] lr: 6.978e-03, eta: 2:50:34, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1790, loss: 0.1790 +2025-07-02 07:36:59,274 - pyskl - INFO - Epoch [97][1100/1178] lr: 6.958e-03, eta: 2:50:17, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2427, loss: 0.2427 +2025-07-02 07:37:12,087 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-07-02 07:37:34,548 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:37:34,558 - pyskl - INFO - +top1_acc 0.9390 +top5_acc 0.9948 +2025-07-02 07:37:34,559 - pyskl - INFO - Epoch(val) [97][169] top1_acc: 0.9390, top5_acc: 0.9948 +2025-07-02 07:38:11,838 - pyskl - INFO - Epoch [98][100/1178] lr: 6.922e-03, eta: 2:49:52, time: 0.373, data_time: 0.213, memory: 3566, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1562, loss: 0.1562 +2025-07-02 07:38:27,438 - pyskl - INFO - Epoch [98][200/1178] lr: 6.902e-03, eta: 2:49:36, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.1682, loss: 0.1682 +2025-07-02 07:38:43,137 - pyskl - INFO - Epoch [98][300/1178] lr: 6.883e-03, eta: 2:49:19, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.1717, loss: 0.1717 +2025-07-02 07:38:58,745 - pyskl - INFO - Epoch [98][400/1178] lr: 6.863e-03, eta: 2:49:02, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1650, loss: 0.1650 +2025-07-02 07:39:14,442 - pyskl - INFO - Epoch [98][500/1178] lr: 6.843e-03, eta: 2:48:45, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1717, loss: 0.1717 +2025-07-02 07:39:30,123 - pyskl - INFO - Epoch [98][600/1178] lr: 6.823e-03, eta: 2:48:29, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1417, loss: 0.1417 +2025-07-02 07:39:45,831 - pyskl - INFO - Epoch [98][700/1178] lr: 6.803e-03, eta: 2:48:12, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1619, loss: 0.1619 +2025-07-02 07:40:01,533 - pyskl - INFO - Epoch [98][800/1178] lr: 6.784e-03, eta: 2:47:55, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1353, loss: 0.1353 +2025-07-02 07:40:17,253 - pyskl - INFO - Epoch [98][900/1178] lr: 6.764e-03, eta: 2:47:39, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.1804, loss: 0.1804 +2025-07-02 07:40:32,975 - pyskl - INFO - Epoch [98][1000/1178] lr: 6.744e-03, eta: 2:47:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 0.1707, loss: 0.1707 +2025-07-02 07:40:48,706 - pyskl - INFO - Epoch [98][1100/1178] lr: 6.724e-03, eta: 2:47:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.1716, loss: 0.1716 +2025-07-02 07:41:01,549 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-07-02 07:41:24,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:41:24,143 - pyskl - INFO - +top1_acc 0.9345 +top5_acc 0.9945 +2025-07-02 07:41:24,143 - pyskl - INFO - Epoch(val) [98][169] top1_acc: 0.9345, top5_acc: 0.9945 +2025-07-02 07:42:01,739 - pyskl - INFO - Epoch [99][100/1178] lr: 6.689e-03, eta: 2:46:41, time: 0.376, data_time: 0.215, memory: 3566, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 0.1435, loss: 0.1435 +2025-07-02 07:42:17,408 - pyskl - INFO - Epoch [99][200/1178] lr: 6.670e-03, eta: 2:46:24, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1722, loss: 0.1722 +2025-07-02 07:42:33,093 - pyskl - INFO - Epoch [99][300/1178] lr: 6.650e-03, eta: 2:46:07, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.1688, loss: 0.1688 +2025-07-02 07:42:48,774 - pyskl - INFO - Epoch [99][400/1178] lr: 6.630e-03, eta: 2:45:51, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 0.1690, loss: 0.1690 +2025-07-02 07:43:04,422 - pyskl - INFO - Epoch [99][500/1178] lr: 6.611e-03, eta: 2:45:34, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1513, loss: 0.1513 +2025-07-02 07:43:20,000 - pyskl - INFO - Epoch [99][600/1178] lr: 6.591e-03, eta: 2:45:17, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1710, loss: 0.1710 +2025-07-02 07:43:35,585 - pyskl - INFO - Epoch [99][700/1178] lr: 6.572e-03, eta: 2:45:00, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 0.1695, loss: 0.1695 +2025-07-02 07:43:51,179 - pyskl - INFO - Epoch [99][800/1178] lr: 6.552e-03, eta: 2:44:44, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 0.1574, loss: 0.1574 +2025-07-02 07:44:06,776 - pyskl - INFO - Epoch [99][900/1178] lr: 6.532e-03, eta: 2:44:27, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1667, loss: 0.1667 +2025-07-02 07:44:22,372 - pyskl - INFO - Epoch [99][1000/1178] lr: 6.513e-03, eta: 2:44:10, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1762, loss: 0.1762 +2025-07-02 07:44:37,942 - pyskl - INFO - Epoch [99][1100/1178] lr: 6.493e-03, eta: 2:43:53, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1617, loss: 0.1617 +2025-07-02 07:44:50,772 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-07-02 07:45:13,094 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:45:13,104 - pyskl - INFO - +top1_acc 0.9260 +top5_acc 0.9967 +2025-07-02 07:45:13,104 - pyskl - INFO - Epoch(val) [99][169] top1_acc: 0.9260, top5_acc: 0.9967 +2025-07-02 07:45:50,501 - pyskl - INFO - Epoch [100][100/1178] lr: 6.459e-03, eta: 2:43:29, time: 0.374, data_time: 0.212, memory: 3566, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1137, loss: 0.1137 +2025-07-02 07:46:06,125 - pyskl - INFO - Epoch [100][200/1178] lr: 6.439e-03, eta: 2:43:12, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1061, loss: 0.1061 +2025-07-02 07:46:21,778 - pyskl - INFO - Epoch [100][300/1178] lr: 6.420e-03, eta: 2:42:55, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1782, loss: 0.1782 +2025-07-02 07:46:37,457 - pyskl - INFO - Epoch [100][400/1178] lr: 6.401e-03, eta: 2:42:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1566, loss: 0.1566 +2025-07-02 07:46:53,204 - pyskl - INFO - Epoch [100][500/1178] lr: 6.381e-03, eta: 2:42:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 0.1604, loss: 0.1604 +2025-07-02 07:47:08,774 - pyskl - INFO - Epoch [100][600/1178] lr: 6.362e-03, eta: 2:42:05, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1589, loss: 0.1589 +2025-07-02 07:47:24,316 - pyskl - INFO - Epoch [100][700/1178] lr: 6.342e-03, eta: 2:41:48, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 0.1740, loss: 0.1740 +2025-07-02 07:47:39,843 - pyskl - INFO - Epoch [100][800/1178] lr: 6.323e-03, eta: 2:41:31, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9719, top5_acc: 0.9956, loss_cls: 0.1625, loss: 0.1625 +2025-07-02 07:47:55,372 - pyskl - INFO - Epoch [100][900/1178] lr: 6.304e-03, eta: 2:41:15, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1618, loss: 0.1618 +2025-07-02 07:48:10,897 - pyskl - INFO - Epoch [100][1000/1178] lr: 6.284e-03, eta: 2:40:58, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.1561, loss: 0.1561 +2025-07-02 07:48:26,398 - pyskl - INFO - Epoch [100][1100/1178] lr: 6.265e-03, eta: 2:40:41, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1453, loss: 0.1453 +2025-07-02 07:48:39,049 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-07-02 07:49:01,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:49:01,459 - pyskl - INFO - +top1_acc 0.9412 +top5_acc 0.9941 +2025-07-02 07:49:01,460 - pyskl - INFO - Epoch(val) [100][169] top1_acc: 0.9412, top5_acc: 0.9941 +2025-07-02 07:49:38,725 - pyskl - INFO - Epoch [101][100/1178] lr: 6.231e-03, eta: 2:40:16, time: 0.373, data_time: 0.212, memory: 3566, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1282, loss: 0.1282 +2025-07-02 07:49:54,367 - pyskl - INFO - Epoch [101][200/1178] lr: 6.212e-03, eta: 2:39:59, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1417, loss: 0.1417 +2025-07-02 07:50:10,065 - pyskl - INFO - Epoch [101][300/1178] lr: 6.193e-03, eta: 2:39:43, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 0.1585, loss: 0.1585 +2025-07-02 07:50:25,791 - pyskl - INFO - Epoch [101][400/1178] lr: 6.173e-03, eta: 2:39:26, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.1657, loss: 0.1657 +2025-07-02 07:50:41,483 - pyskl - INFO - Epoch [101][500/1178] lr: 6.154e-03, eta: 2:39:09, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9756, top5_acc: 0.9956, loss_cls: 0.1426, loss: 0.1426 +2025-07-02 07:50:57,175 - pyskl - INFO - Epoch [101][600/1178] lr: 6.135e-03, eta: 2:38:53, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.1637, loss: 0.1637 +2025-07-02 07:51:12,903 - pyskl - INFO - Epoch [101][700/1178] lr: 6.116e-03, eta: 2:38:36, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.1973, loss: 0.1973 +2025-07-02 07:51:28,423 - pyskl - INFO - Epoch [101][800/1178] lr: 6.097e-03, eta: 2:38:19, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2149, loss: 0.2149 +2025-07-02 07:51:43,992 - pyskl - INFO - Epoch [101][900/1178] lr: 6.078e-03, eta: 2:38:03, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2068, loss: 0.2068 +2025-07-02 07:51:59,497 - pyskl - INFO - Epoch [101][1000/1178] lr: 6.059e-03, eta: 2:37:46, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1521, loss: 0.1521 +2025-07-02 07:52:15,003 - pyskl - INFO - Epoch [101][1100/1178] lr: 6.040e-03, eta: 2:37:29, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9719, top5_acc: 0.9956, loss_cls: 0.1614, loss: 0.1614 +2025-07-02 07:52:27,634 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-07-02 07:52:50,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:52:50,129 - pyskl - INFO - +top1_acc 0.9486 +top5_acc 0.9963 +2025-07-02 07:52:50,133 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_82.pth was removed +2025-07-02 07:52:50,243 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2025-07-02 07:52:50,243 - pyskl - INFO - Best top1_acc is 0.9486 at 101 epoch. +2025-07-02 07:52:50,244 - pyskl - INFO - Epoch(val) [101][169] top1_acc: 0.9486, top5_acc: 0.9963 +2025-07-02 07:53:27,767 - pyskl - INFO - Epoch [102][100/1178] lr: 6.006e-03, eta: 2:37:04, time: 0.375, data_time: 0.215, memory: 3566, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1557, loss: 0.1557 +2025-07-02 07:53:43,369 - pyskl - INFO - Epoch [102][200/1178] lr: 5.987e-03, eta: 2:36:47, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1439, loss: 0.1439 +2025-07-02 07:53:59,138 - pyskl - INFO - Epoch [102][300/1178] lr: 5.968e-03, eta: 2:36:31, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1453, loss: 0.1453 +2025-07-02 07:54:14,888 - pyskl - INFO - Epoch [102][400/1178] lr: 5.949e-03, eta: 2:36:14, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1274, loss: 0.1274 +2025-07-02 07:54:30,605 - pyskl - INFO - Epoch [102][500/1178] lr: 5.930e-03, eta: 2:35:57, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 0.1185, loss: 0.1185 +2025-07-02 07:54:46,315 - pyskl - INFO - Epoch [102][600/1178] lr: 5.911e-03, eta: 2:35:41, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1481, loss: 0.1481 +2025-07-02 07:55:01,981 - pyskl - INFO - Epoch [102][700/1178] lr: 5.892e-03, eta: 2:35:24, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 0.1331, loss: 0.1331 +2025-07-02 07:55:17,639 - pyskl - INFO - Epoch [102][800/1178] lr: 5.873e-03, eta: 2:35:07, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1269, loss: 0.1269 +2025-07-02 07:55:33,307 - pyskl - INFO - Epoch [102][900/1178] lr: 5.855e-03, eta: 2:34:51, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2002, loss: 0.2002 +2025-07-02 07:55:48,914 - pyskl - INFO - Epoch [102][1000/1178] lr: 5.836e-03, eta: 2:34:34, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1601, loss: 0.1601 +2025-07-02 07:56:04,536 - pyskl - INFO - Epoch [102][1100/1178] lr: 5.817e-03, eta: 2:34:17, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1304, loss: 0.1304 +2025-07-02 07:56:17,271 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-07-02 07:56:40,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 07:56:40,202 - pyskl - INFO - +top1_acc 0.9379 +top5_acc 0.9963 +2025-07-02 07:56:40,202 - pyskl - INFO - Epoch(val) [102][169] top1_acc: 0.9379, top5_acc: 0.9963 +2025-07-02 07:57:17,332 - pyskl - INFO - Epoch [103][100/1178] lr: 5.784e-03, eta: 2:33:52, time: 0.371, data_time: 0.210, memory: 3566, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1251, loss: 0.1251 +2025-07-02 07:57:33,003 - pyskl - INFO - Epoch [103][200/1178] lr: 5.765e-03, eta: 2:33:35, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1086, loss: 0.1086 +2025-07-02 07:57:48,698 - pyskl - INFO - Epoch [103][300/1178] lr: 5.746e-03, eta: 2:33:19, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.1117, loss: 0.1117 +2025-07-02 07:58:04,389 - pyskl - INFO - Epoch [103][400/1178] lr: 5.727e-03, eta: 2:33:02, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1443, loss: 0.1443 +2025-07-02 07:58:20,039 - pyskl - INFO - Epoch [103][500/1178] lr: 5.709e-03, eta: 2:32:45, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.1025, loss: 0.1025 +2025-07-02 07:58:35,639 - pyskl - INFO - Epoch [103][600/1178] lr: 5.690e-03, eta: 2:32:29, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1371, loss: 0.1371 +2025-07-02 07:58:51,316 - pyskl - INFO - Epoch [103][700/1178] lr: 5.672e-03, eta: 2:32:12, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1214, loss: 0.1214 +2025-07-02 07:59:06,916 - pyskl - INFO - Epoch [103][800/1178] lr: 5.653e-03, eta: 2:31:55, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9806, top5_acc: 0.9969, loss_cls: 0.1221, loss: 0.1221 +2025-07-02 07:59:22,510 - pyskl - INFO - Epoch [103][900/1178] lr: 5.634e-03, eta: 2:31:38, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 0.1536, loss: 0.1536 +2025-07-02 07:59:38,046 - pyskl - INFO - Epoch [103][1000/1178] lr: 5.616e-03, eta: 2:31:22, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1584, loss: 0.1584 +2025-07-02 07:59:53,644 - pyskl - INFO - Epoch [103][1100/1178] lr: 5.597e-03, eta: 2:31:05, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1402, loss: 0.1402 +2025-07-02 08:00:06,346 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-07-02 08:00:28,920 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:00:28,930 - pyskl - INFO - +top1_acc 0.9397 +top5_acc 0.9978 +2025-07-02 08:00:28,931 - pyskl - INFO - Epoch(val) [103][169] top1_acc: 0.9397, top5_acc: 0.9978 +2025-07-02 08:01:05,972 - pyskl - INFO - Epoch [104][100/1178] lr: 5.564e-03, eta: 2:30:40, time: 0.370, data_time: 0.210, memory: 3566, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1319, loss: 0.1319 +2025-07-02 08:01:21,720 - pyskl - INFO - Epoch [104][200/1178] lr: 5.546e-03, eta: 2:30:23, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 0.1309, loss: 0.1309 +2025-07-02 08:01:37,416 - pyskl - INFO - Epoch [104][300/1178] lr: 5.527e-03, eta: 2:30:06, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1413, loss: 0.1413 +2025-07-02 08:01:53,143 - pyskl - INFO - Epoch [104][400/1178] lr: 5.509e-03, eta: 2:29:50, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1136, loss: 0.1136 +2025-07-02 08:02:08,956 - pyskl - INFO - Epoch [104][500/1178] lr: 5.491e-03, eta: 2:29:33, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1312, loss: 0.1312 +2025-07-02 08:02:24,755 - pyskl - INFO - Epoch [104][600/1178] lr: 5.472e-03, eta: 2:29:16, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.1711, loss: 0.1711 +2025-07-02 08:02:40,655 - pyskl - INFO - Epoch [104][700/1178] lr: 5.454e-03, eta: 2:29:00, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1094, loss: 0.1094 +2025-07-02 08:02:56,496 - pyskl - INFO - Epoch [104][800/1178] lr: 5.435e-03, eta: 2:28:43, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9756, top5_acc: 0.9962, loss_cls: 0.1509, loss: 0.1509 +2025-07-02 08:03:12,182 - pyskl - INFO - Epoch [104][900/1178] lr: 5.417e-03, eta: 2:28:27, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.1317, loss: 0.1317 +2025-07-02 08:03:28,047 - pyskl - INFO - Epoch [104][1000/1178] lr: 5.399e-03, eta: 2:28:10, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1361, loss: 0.1361 +2025-07-02 08:03:43,684 - pyskl - INFO - Epoch [104][1100/1178] lr: 5.381e-03, eta: 2:27:53, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1798, loss: 0.1798 +2025-07-02 08:03:56,483 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-07-02 08:04:18,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:04:18,746 - pyskl - INFO - +top1_acc 0.9349 +top5_acc 0.9945 +2025-07-02 08:04:18,747 - pyskl - INFO - Epoch(val) [104][169] top1_acc: 0.9349, top5_acc: 0.9945 +2025-07-02 08:04:56,109 - pyskl - INFO - Epoch [105][100/1178] lr: 5.348e-03, eta: 2:27:28, time: 0.374, data_time: 0.213, memory: 3566, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2004, loss: 0.2004 +2025-07-02 08:05:11,799 - pyskl - INFO - Epoch [105][200/1178] lr: 5.330e-03, eta: 2:27:11, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1666, loss: 0.1666 +2025-07-02 08:05:27,623 - pyskl - INFO - Epoch [105][300/1178] lr: 5.312e-03, eta: 2:26:55, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 0.1497, loss: 0.1497 +2025-07-02 08:05:43,368 - pyskl - INFO - Epoch [105][400/1178] lr: 5.293e-03, eta: 2:26:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1350, loss: 0.1350 +2025-07-02 08:05:59,178 - pyskl - INFO - Epoch [105][500/1178] lr: 5.275e-03, eta: 2:26:21, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1084, loss: 0.1084 +2025-07-02 08:06:14,936 - pyskl - INFO - Epoch [105][600/1178] lr: 5.257e-03, eta: 2:26:05, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1430, loss: 0.1430 +2025-07-02 08:06:30,655 - pyskl - INFO - Epoch [105][700/1178] lr: 5.239e-03, eta: 2:25:48, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1362, loss: 0.1362 +2025-07-02 08:06:46,405 - pyskl - INFO - Epoch [105][800/1178] lr: 5.221e-03, eta: 2:25:32, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1454, loss: 0.1454 +2025-07-02 08:07:02,105 - pyskl - INFO - Epoch [105][900/1178] lr: 5.203e-03, eta: 2:25:15, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1137, loss: 0.1137 +2025-07-02 08:07:17,811 - pyskl - INFO - Epoch [105][1000/1178] lr: 5.185e-03, eta: 2:24:58, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1464, loss: 0.1464 +2025-07-02 08:07:33,544 - pyskl - INFO - Epoch [105][1100/1178] lr: 5.167e-03, eta: 2:24:42, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1001, loss: 0.1001 +2025-07-02 08:07:46,402 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-07-02 08:08:08,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:08:08,625 - pyskl - INFO - +top1_acc 0.9120 +top5_acc 0.9945 +2025-07-02 08:08:08,625 - pyskl - INFO - Epoch(val) [105][169] top1_acc: 0.9120, top5_acc: 0.9945 +2025-07-02 08:08:45,592 - pyskl - INFO - Epoch [106][100/1178] lr: 5.135e-03, eta: 2:24:16, time: 0.370, data_time: 0.211, memory: 3566, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1322, loss: 0.1322 +2025-07-02 08:09:01,198 - pyskl - INFO - Epoch [106][200/1178] lr: 5.117e-03, eta: 2:23:59, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1042, loss: 0.1042 +2025-07-02 08:09:16,867 - pyskl - INFO - Epoch [106][300/1178] lr: 5.099e-03, eta: 2:23:43, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1184, loss: 0.1184 +2025-07-02 08:09:32,538 - pyskl - INFO - Epoch [106][400/1178] lr: 5.081e-03, eta: 2:23:26, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.0898, loss: 0.0898 +2025-07-02 08:09:48,296 - pyskl - INFO - Epoch [106][500/1178] lr: 5.063e-03, eta: 2:23:09, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9756, top5_acc: 0.9938, loss_cls: 0.1358, loss: 0.1358 +2025-07-02 08:10:04,130 - pyskl - INFO - Epoch [106][600/1178] lr: 5.045e-03, eta: 2:22:53, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 0.1176, loss: 0.1176 +2025-07-02 08:10:19,829 - pyskl - INFO - Epoch [106][700/1178] lr: 5.028e-03, eta: 2:22:36, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 0.1152, loss: 0.1152 +2025-07-02 08:10:35,406 - pyskl - INFO - Epoch [106][800/1178] lr: 5.010e-03, eta: 2:22:19, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9806, top5_acc: 0.9956, loss_cls: 0.1159, loss: 0.1159 +2025-07-02 08:10:51,010 - pyskl - INFO - Epoch [106][900/1178] lr: 4.992e-03, eta: 2:22:03, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1624, loss: 0.1624 +2025-07-02 08:11:06,605 - pyskl - INFO - Epoch [106][1000/1178] lr: 4.974e-03, eta: 2:21:46, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1177, loss: 0.1177 +2025-07-02 08:11:22,176 - pyskl - INFO - Epoch [106][1100/1178] lr: 4.957e-03, eta: 2:21:29, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1129, loss: 0.1129 +2025-07-02 08:11:34,863 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-07-02 08:11:57,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:11:57,215 - pyskl - INFO - +top1_acc 0.9423 +top5_acc 0.9970 +2025-07-02 08:11:57,216 - pyskl - INFO - Epoch(val) [106][169] top1_acc: 0.9423, top5_acc: 0.9970 +2025-07-02 08:12:34,827 - pyskl - INFO - Epoch [107][100/1178] lr: 4.925e-03, eta: 2:21:04, time: 0.376, data_time: 0.215, memory: 3566, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0948, loss: 0.0948 +2025-07-02 08:12:50,668 - pyskl - INFO - Epoch [107][200/1178] lr: 4.907e-03, eta: 2:20:47, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.0942, loss: 0.0942 +2025-07-02 08:13:06,478 - pyskl - INFO - Epoch [107][300/1178] lr: 4.890e-03, eta: 2:20:31, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.0986, loss: 0.0986 +2025-07-02 08:13:22,200 - pyskl - INFO - Epoch [107][400/1178] lr: 4.872e-03, eta: 2:20:14, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1226, loss: 0.1226 +2025-07-02 08:13:37,848 - pyskl - INFO - Epoch [107][500/1178] lr: 4.854e-03, eta: 2:19:57, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1463, loss: 0.1463 +2025-07-02 08:13:53,516 - pyskl - INFO - Epoch [107][600/1178] lr: 4.837e-03, eta: 2:19:41, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1538, loss: 0.1538 +2025-07-02 08:14:09,174 - pyskl - INFO - Epoch [107][700/1178] lr: 4.819e-03, eta: 2:19:24, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.1098, loss: 0.1098 +2025-07-02 08:14:24,758 - pyskl - INFO - Epoch [107][800/1178] lr: 4.802e-03, eta: 2:19:07, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1368, loss: 0.1368 +2025-07-02 08:14:40,267 - pyskl - INFO - Epoch [107][900/1178] lr: 4.784e-03, eta: 2:18:51, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 0.1269, loss: 0.1269 +2025-07-02 08:14:55,809 - pyskl - INFO - Epoch [107][1000/1178] lr: 4.767e-03, eta: 2:18:34, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 0.1274, loss: 0.1274 +2025-07-02 08:15:11,374 - pyskl - INFO - Epoch [107][1100/1178] lr: 4.749e-03, eta: 2:18:17, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0925, loss: 0.0925 +2025-07-02 08:15:24,171 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-07-02 08:15:46,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:15:46,577 - pyskl - INFO - +top1_acc 0.9527 +top5_acc 0.9959 +2025-07-02 08:15:46,581 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_101.pth was removed +2025-07-02 08:15:46,695 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-07-02 08:15:46,695 - pyskl - INFO - Best top1_acc is 0.9527 at 107 epoch. +2025-07-02 08:15:46,696 - pyskl - INFO - Epoch(val) [107][169] top1_acc: 0.9527, top5_acc: 0.9959 +2025-07-02 08:16:24,276 - pyskl - INFO - Epoch [108][100/1178] lr: 4.718e-03, eta: 2:17:52, time: 0.376, data_time: 0.215, memory: 3566, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1491, loss: 0.1491 +2025-07-02 08:16:39,940 - pyskl - INFO - Epoch [108][200/1178] lr: 4.701e-03, eta: 2:17:35, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1235, loss: 0.1235 +2025-07-02 08:16:55,669 - pyskl - INFO - Epoch [108][300/1178] lr: 4.684e-03, eta: 2:17:18, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.1149, loss: 0.1149 +2025-07-02 08:17:11,423 - pyskl - INFO - Epoch [108][400/1178] lr: 4.666e-03, eta: 2:17:02, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1172, loss: 0.1172 +2025-07-02 08:17:27,161 - pyskl - INFO - Epoch [108][500/1178] lr: 4.649e-03, eta: 2:16:45, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1062, loss: 0.1062 +2025-07-02 08:17:42,817 - pyskl - INFO - Epoch [108][600/1178] lr: 4.632e-03, eta: 2:16:28, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1372, loss: 0.1372 +2025-07-02 08:17:58,402 - pyskl - INFO - Epoch [108][700/1178] lr: 4.615e-03, eta: 2:16:12, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1448, loss: 0.1448 +2025-07-02 08:18:13,954 - pyskl - INFO - Epoch [108][800/1178] lr: 4.597e-03, eta: 2:15:55, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1162, loss: 0.1162 +2025-07-02 08:18:29,500 - pyskl - INFO - Epoch [108][900/1178] lr: 4.580e-03, eta: 2:15:38, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1218, loss: 0.1218 +2025-07-02 08:18:45,048 - pyskl - INFO - Epoch [108][1000/1178] lr: 4.563e-03, eta: 2:15:22, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1164, loss: 0.1164 +2025-07-02 08:19:00,712 - pyskl - INFO - Epoch [108][1100/1178] lr: 4.546e-03, eta: 2:15:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 0.1225, loss: 0.1225 +2025-07-02 08:19:13,437 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-07-02 08:19:35,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:19:35,670 - pyskl - INFO - +top1_acc 0.9375 +top5_acc 0.9945 +2025-07-02 08:19:35,671 - pyskl - INFO - Epoch(val) [108][169] top1_acc: 0.9375, top5_acc: 0.9945 +2025-07-02 08:20:12,976 - pyskl - INFO - Epoch [109][100/1178] lr: 4.515e-03, eta: 2:14:39, time: 0.373, data_time: 0.214, memory: 3566, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1030, loss: 0.1030 +2025-07-02 08:20:28,598 - pyskl - INFO - Epoch [109][200/1178] lr: 4.498e-03, eta: 2:14:23, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1022, loss: 0.1022 +2025-07-02 08:20:44,297 - pyskl - INFO - Epoch [109][300/1178] lr: 4.481e-03, eta: 2:14:06, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 0.1256, loss: 0.1256 +2025-07-02 08:21:00,018 - pyskl - INFO - Epoch [109][400/1178] lr: 4.464e-03, eta: 2:13:49, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 0.1077, loss: 0.1077 +2025-07-02 08:21:15,711 - pyskl - INFO - Epoch [109][500/1178] lr: 4.447e-03, eta: 2:13:33, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.0860, loss: 0.0860 +2025-07-02 08:21:31,414 - pyskl - INFO - Epoch [109][600/1178] lr: 4.430e-03, eta: 2:13:16, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0947, loss: 0.0947 +2025-07-02 08:21:47,117 - pyskl - INFO - Epoch [109][700/1178] lr: 4.413e-03, eta: 2:12:59, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.0881, loss: 0.0881 +2025-07-02 08:22:02,913 - pyskl - INFO - Epoch [109][800/1178] lr: 4.396e-03, eta: 2:12:43, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1258, loss: 0.1258 +2025-07-02 08:22:18,665 - pyskl - INFO - Epoch [109][900/1178] lr: 4.379e-03, eta: 2:12:26, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0960, loss: 0.0960 +2025-07-02 08:22:34,389 - pyskl - INFO - Epoch [109][1000/1178] lr: 4.362e-03, eta: 2:12:10, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1215, loss: 0.1215 +2025-07-02 08:22:50,143 - pyskl - INFO - Epoch [109][1100/1178] lr: 4.346e-03, eta: 2:11:53, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 0.0909, loss: 0.0909 +2025-07-02 08:23:03,153 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-07-02 08:23:26,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:23:26,105 - pyskl - INFO - +top1_acc 0.9408 +top5_acc 0.9941 +2025-07-02 08:23:26,105 - pyskl - INFO - Epoch(val) [109][169] top1_acc: 0.9408, top5_acc: 0.9941 +2025-07-02 08:24:03,935 - pyskl - INFO - Epoch [110][100/1178] lr: 4.316e-03, eta: 2:11:27, time: 0.378, data_time: 0.218, memory: 3566, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1176, loss: 0.1176 +2025-07-02 08:24:19,629 - pyskl - INFO - Epoch [110][200/1178] lr: 4.299e-03, eta: 2:11:11, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1144, loss: 0.1144 +2025-07-02 08:24:35,410 - pyskl - INFO - Epoch [110][300/1178] lr: 4.282e-03, eta: 2:10:54, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.1020, loss: 0.1020 +2025-07-02 08:24:51,090 - pyskl - INFO - Epoch [110][400/1178] lr: 4.265e-03, eta: 2:10:37, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.0947, loss: 0.0947 +2025-07-02 08:25:06,696 - pyskl - INFO - Epoch [110][500/1178] lr: 4.249e-03, eta: 2:10:21, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 +2025-07-02 08:25:22,635 - pyskl - INFO - Epoch [110][600/1178] lr: 4.232e-03, eta: 2:10:04, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0963, loss: 0.0963 +2025-07-02 08:25:38,317 - pyskl - INFO - Epoch [110][700/1178] lr: 4.215e-03, eta: 2:09:48, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 0.1201, loss: 0.1201 +2025-07-02 08:25:53,933 - pyskl - INFO - Epoch [110][800/1178] lr: 4.199e-03, eta: 2:09:31, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1120, loss: 0.1120 +2025-07-02 08:26:09,577 - pyskl - INFO - Epoch [110][900/1178] lr: 4.182e-03, eta: 2:09:14, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1078, loss: 0.1078 +2025-07-02 08:26:25,289 - pyskl - INFO - Epoch [110][1000/1178] lr: 4.165e-03, eta: 2:08:58, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0941, loss: 0.0941 +2025-07-02 08:26:40,907 - pyskl - INFO - Epoch [110][1100/1178] lr: 4.149e-03, eta: 2:08:41, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.0959, loss: 0.0959 +2025-07-02 08:26:53,846 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-07-02 08:27:16,461 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:27:16,472 - pyskl - INFO - +top1_acc 0.9427 +top5_acc 0.9945 +2025-07-02 08:27:16,472 - pyskl - INFO - Epoch(val) [110][169] top1_acc: 0.9427, top5_acc: 0.9945 +2025-07-02 08:27:53,943 - pyskl - INFO - Epoch [111][100/1178] lr: 4.120e-03, eta: 2:08:15, time: 0.375, data_time: 0.215, memory: 3566, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0816, loss: 0.0816 +2025-07-02 08:28:09,596 - pyskl - INFO - Epoch [111][200/1178] lr: 4.103e-03, eta: 2:07:58, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0844, loss: 0.0844 +2025-07-02 08:28:25,279 - pyskl - INFO - Epoch [111][300/1178] lr: 4.087e-03, eta: 2:07:42, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1058, loss: 0.1058 +2025-07-02 08:28:40,919 - pyskl - INFO - Epoch [111][400/1178] lr: 4.070e-03, eta: 2:07:25, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 0.1013, loss: 0.1013 +2025-07-02 08:28:56,518 - pyskl - INFO - Epoch [111][500/1178] lr: 4.054e-03, eta: 2:07:09, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1151, loss: 0.1151 +2025-07-02 08:29:12,153 - pyskl - INFO - Epoch [111][600/1178] lr: 4.037e-03, eta: 2:06:52, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1305, loss: 0.1305 +2025-07-02 08:29:27,782 - pyskl - INFO - Epoch [111][700/1178] lr: 4.021e-03, eta: 2:06:35, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0972, loss: 0.0972 +2025-07-02 08:29:43,425 - pyskl - INFO - Epoch [111][800/1178] lr: 4.005e-03, eta: 2:06:19, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.1339, loss: 0.1339 +2025-07-02 08:29:59,013 - pyskl - INFO - Epoch [111][900/1178] lr: 3.988e-03, eta: 2:06:02, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1349, loss: 0.1349 +2025-07-02 08:30:14,605 - pyskl - INFO - Epoch [111][1000/1178] lr: 3.972e-03, eta: 2:05:45, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1043, loss: 0.1043 +2025-07-02 08:30:30,221 - pyskl - INFO - Epoch [111][1100/1178] lr: 3.956e-03, eta: 2:05:29, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 +2025-07-02 08:30:43,031 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-07-02 08:31:06,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:31:06,116 - pyskl - INFO - +top1_acc 0.9486 +top5_acc 0.9963 +2025-07-02 08:31:06,117 - pyskl - INFO - Epoch(val) [111][169] top1_acc: 0.9486, top5_acc: 0.9963 +2025-07-02 08:31:44,072 - pyskl - INFO - Epoch [112][100/1178] lr: 3.927e-03, eta: 2:05:03, time: 0.380, data_time: 0.218, memory: 3566, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0964, loss: 0.0964 +2025-07-02 08:31:59,862 - pyskl - INFO - Epoch [112][200/1178] lr: 3.911e-03, eta: 2:04:46, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1198, loss: 0.1198 +2025-07-02 08:32:15,622 - pyskl - INFO - Epoch [112][300/1178] lr: 3.895e-03, eta: 2:04:30, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1017, loss: 0.1017 +2025-07-02 08:32:31,427 - pyskl - INFO - Epoch [112][400/1178] lr: 3.879e-03, eta: 2:04:13, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9806, top5_acc: 0.9969, loss_cls: 0.1074, loss: 0.1074 +2025-07-02 08:32:47,159 - pyskl - INFO - Epoch [112][500/1178] lr: 3.863e-03, eta: 2:03:57, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1103, loss: 0.1103 +2025-07-02 08:33:02,910 - pyskl - INFO - Epoch [112][600/1178] lr: 3.847e-03, eta: 2:03:40, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0841, loss: 0.0841 +2025-07-02 08:33:18,644 - pyskl - INFO - Epoch [112][700/1178] lr: 3.831e-03, eta: 2:03:23, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1141, loss: 0.1141 +2025-07-02 08:33:34,352 - pyskl - INFO - Epoch [112][800/1178] lr: 3.815e-03, eta: 2:03:07, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1197, loss: 0.1197 +2025-07-02 08:33:50,029 - pyskl - INFO - Epoch [112][900/1178] lr: 3.799e-03, eta: 2:02:50, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.1328, loss: 0.1328 +2025-07-02 08:34:05,701 - pyskl - INFO - Epoch [112][1000/1178] lr: 3.783e-03, eta: 2:02:34, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1047, loss: 0.1047 +2025-07-02 08:34:21,358 - pyskl - INFO - Epoch [112][1100/1178] lr: 3.767e-03, eta: 2:02:17, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1096, loss: 0.1096 +2025-07-02 08:34:34,337 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-07-02 08:34:57,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:34:57,862 - pyskl - INFO - +top1_acc 0.9530 +top5_acc 0.9963 +2025-07-02 08:34:57,866 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_107.pth was removed +2025-07-02 08:34:57,986 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-07-02 08:34:57,987 - pyskl - INFO - Best top1_acc is 0.9530 at 112 epoch. +2025-07-02 08:34:57,987 - pyskl - INFO - Epoch(val) [112][169] top1_acc: 0.9530, top5_acc: 0.9963 +2025-07-02 08:35:35,665 - pyskl - INFO - Epoch [113][100/1178] lr: 3.739e-03, eta: 2:01:51, time: 0.377, data_time: 0.216, memory: 3566, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0670, loss: 0.0670 +2025-07-02 08:35:51,346 - pyskl - INFO - Epoch [113][200/1178] lr: 3.723e-03, eta: 2:01:34, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.0861, loss: 0.0861 +2025-07-02 08:36:06,956 - pyskl - INFO - Epoch [113][300/1178] lr: 3.707e-03, eta: 2:01:17, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0783, loss: 0.0783 +2025-07-02 08:36:22,762 - pyskl - INFO - Epoch [113][400/1178] lr: 3.691e-03, eta: 2:01:01, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0648, loss: 0.0648 +2025-07-02 08:36:38,428 - pyskl - INFO - Epoch [113][500/1178] lr: 3.675e-03, eta: 2:00:44, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0736, loss: 0.0736 +2025-07-02 08:36:54,176 - pyskl - INFO - Epoch [113][600/1178] lr: 3.660e-03, eta: 2:00:28, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.0848, loss: 0.0848 +2025-07-02 08:37:09,896 - pyskl - INFO - Epoch [113][700/1178] lr: 3.644e-03, eta: 2:00:11, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0794, loss: 0.0794 +2025-07-02 08:37:25,630 - pyskl - INFO - Epoch [113][800/1178] lr: 3.628e-03, eta: 1:59:55, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.0984, loss: 0.0984 +2025-07-02 08:37:41,340 - pyskl - INFO - Epoch [113][900/1178] lr: 3.613e-03, eta: 1:59:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1000, loss: 0.1000 +2025-07-02 08:37:57,007 - pyskl - INFO - Epoch [113][1000/1178] lr: 3.597e-03, eta: 1:59:21, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1267, loss: 0.1267 +2025-07-02 08:38:12,708 - pyskl - INFO - Epoch [113][1100/1178] lr: 3.581e-03, eta: 1:59:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0820, loss: 0.0820 +2025-07-02 08:38:25,600 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-07-02 08:38:49,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:38:49,157 - pyskl - INFO - +top1_acc 0.9397 +top5_acc 0.9956 +2025-07-02 08:38:49,157 - pyskl - INFO - Epoch(val) [113][169] top1_acc: 0.9397, top5_acc: 0.9956 +2025-07-02 08:39:26,863 - pyskl - INFO - Epoch [114][100/1178] lr: 3.554e-03, eta: 1:58:39, time: 0.377, data_time: 0.217, memory: 3566, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0894, loss: 0.0894 +2025-07-02 08:39:42,553 - pyskl - INFO - Epoch [114][200/1178] lr: 3.538e-03, eta: 1:58:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0641, loss: 0.0641 +2025-07-02 08:39:58,319 - pyskl - INFO - Epoch [114][300/1178] lr: 3.523e-03, eta: 1:58:05, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 0.0847, loss: 0.0847 +2025-07-02 08:40:13,989 - pyskl - INFO - Epoch [114][400/1178] lr: 3.507e-03, eta: 1:57:49, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0682, loss: 0.0682 +2025-07-02 08:40:29,672 - pyskl - INFO - Epoch [114][500/1178] lr: 3.492e-03, eta: 1:57:32, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0923, loss: 0.0923 +2025-07-02 08:40:45,288 - pyskl - INFO - Epoch [114][600/1178] lr: 3.476e-03, eta: 1:57:16, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0861, loss: 0.0861 +2025-07-02 08:41:00,884 - pyskl - INFO - Epoch [114][700/1178] lr: 3.461e-03, eta: 1:56:59, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.0855, loss: 0.0855 +2025-07-02 08:41:16,493 - pyskl - INFO - Epoch [114][800/1178] lr: 3.446e-03, eta: 1:56:42, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.1021, loss: 0.1021 +2025-07-02 08:41:32,094 - pyskl - INFO - Epoch [114][900/1178] lr: 3.430e-03, eta: 1:56:26, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1098, loss: 0.1098 +2025-07-02 08:41:47,691 - pyskl - INFO - Epoch [114][1000/1178] lr: 3.415e-03, eta: 1:56:09, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 +2025-07-02 08:42:03,292 - pyskl - INFO - Epoch [114][1100/1178] lr: 3.400e-03, eta: 1:55:52, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0759, loss: 0.0759 +2025-07-02 08:42:16,041 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-07-02 08:42:38,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:42:38,590 - pyskl - INFO - +top1_acc 0.9445 +top5_acc 0.9959 +2025-07-02 08:42:38,590 - pyskl - INFO - Epoch(val) [114][169] top1_acc: 0.9445, top5_acc: 0.9959 +2025-07-02 08:43:16,565 - pyskl - INFO - Epoch [115][100/1178] lr: 3.373e-03, eta: 1:55:26, time: 0.380, data_time: 0.218, memory: 3566, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0731, loss: 0.0731 +2025-07-02 08:43:32,249 - pyskl - INFO - Epoch [115][200/1178] lr: 3.358e-03, eta: 1:55:10, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.0994, loss: 0.0994 +2025-07-02 08:43:47,987 - pyskl - INFO - Epoch [115][300/1178] lr: 3.343e-03, eta: 1:54:53, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0676, loss: 0.0676 +2025-07-02 08:44:03,674 - pyskl - INFO - Epoch [115][400/1178] lr: 3.327e-03, eta: 1:54:36, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0826, loss: 0.0826 +2025-07-02 08:44:19,358 - pyskl - INFO - Epoch [115][500/1178] lr: 3.312e-03, eta: 1:54:20, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 0.0872, loss: 0.0872 +2025-07-02 08:44:35,010 - pyskl - INFO - Epoch [115][600/1178] lr: 3.297e-03, eta: 1:54:03, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0675, loss: 0.0675 +2025-07-02 08:44:50,655 - pyskl - INFO - Epoch [115][700/1178] lr: 3.282e-03, eta: 1:53:47, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.0903, loss: 0.0903 +2025-07-02 08:45:06,302 - pyskl - INFO - Epoch [115][800/1178] lr: 3.267e-03, eta: 1:53:30, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0842, loss: 0.0842 +2025-07-02 08:45:21,928 - pyskl - INFO - Epoch [115][900/1178] lr: 3.252e-03, eta: 1:53:13, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0863, loss: 0.0863 +2025-07-02 08:45:37,579 - pyskl - INFO - Epoch [115][1000/1178] lr: 3.237e-03, eta: 1:52:57, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1154, loss: 0.1154 +2025-07-02 08:45:53,233 - pyskl - INFO - Epoch [115][1100/1178] lr: 3.222e-03, eta: 1:52:40, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.0898, loss: 0.0898 +2025-07-02 08:46:06,133 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-07-02 08:46:30,130 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:46:30,140 - pyskl - INFO - +top1_acc 0.9423 +top5_acc 0.9952 +2025-07-02 08:46:30,141 - pyskl - INFO - Epoch(val) [115][169] top1_acc: 0.9423, top5_acc: 0.9952 +2025-07-02 08:47:08,107 - pyskl - INFO - Epoch [116][100/1178] lr: 3.196e-03, eta: 1:52:14, time: 0.380, data_time: 0.220, memory: 3566, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0721, loss: 0.0721 +2025-07-02 08:47:23,765 - pyskl - INFO - Epoch [116][200/1178] lr: 3.181e-03, eta: 1:51:57, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0745, loss: 0.0745 +2025-07-02 08:47:39,760 - pyskl - INFO - Epoch [116][300/1178] lr: 3.166e-03, eta: 1:51:41, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0626, loss: 0.0626 +2025-07-02 08:47:55,601 - pyskl - INFO - Epoch [116][400/1178] lr: 3.152e-03, eta: 1:51:24, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0750, loss: 0.0750 +2025-07-02 08:48:11,321 - pyskl - INFO - Epoch [116][500/1178] lr: 3.137e-03, eta: 1:51:08, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0734, loss: 0.0734 +2025-07-02 08:48:26,972 - pyskl - INFO - Epoch [116][600/1178] lr: 3.122e-03, eta: 1:50:51, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0749, loss: 0.0749 +2025-07-02 08:48:42,628 - pyskl - INFO - Epoch [116][700/1178] lr: 3.107e-03, eta: 1:50:34, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0584, loss: 0.0584 +2025-07-02 08:48:58,307 - pyskl - INFO - Epoch [116][800/1178] lr: 3.093e-03, eta: 1:50:18, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9819, top5_acc: 0.9962, loss_cls: 0.0949, loss: 0.0949 +2025-07-02 08:49:13,924 - pyskl - INFO - Epoch [116][900/1178] lr: 3.078e-03, eta: 1:50:01, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.0938, loss: 0.0938 +2025-07-02 08:49:29,684 - pyskl - INFO - Epoch [116][1000/1178] lr: 3.064e-03, eta: 1:49:45, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.0896, loss: 0.0896 +2025-07-02 08:49:45,531 - pyskl - INFO - Epoch [116][1100/1178] lr: 3.049e-03, eta: 1:49:28, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0692, loss: 0.0692 +2025-07-02 08:49:58,460 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-07-02 08:50:21,477 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:50:21,488 - pyskl - INFO - +top1_acc 0.9538 +top5_acc 0.9945 +2025-07-02 08:50:21,492 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_112.pth was removed +2025-07-02 08:50:21,606 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2025-07-02 08:50:21,606 - pyskl - INFO - Best top1_acc is 0.9538 at 116 epoch. +2025-07-02 08:50:21,607 - pyskl - INFO - Epoch(val) [116][169] top1_acc: 0.9538, top5_acc: 0.9945 +2025-07-02 08:50:59,131 - pyskl - INFO - Epoch [117][100/1178] lr: 3.023e-03, eta: 1:49:02, time: 0.375, data_time: 0.215, memory: 3566, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0586, loss: 0.0586 +2025-07-02 08:51:14,857 - pyskl - INFO - Epoch [117][200/1178] lr: 3.009e-03, eta: 1:48:45, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0649, loss: 0.0649 +2025-07-02 08:51:30,546 - pyskl - INFO - Epoch [117][300/1178] lr: 2.994e-03, eta: 1:48:28, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0712, loss: 0.0712 +2025-07-02 08:51:46,356 - pyskl - INFO - Epoch [117][400/1178] lr: 2.980e-03, eta: 1:48:12, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0742, loss: 0.0742 +2025-07-02 08:52:02,142 - pyskl - INFO - Epoch [117][500/1178] lr: 2.965e-03, eta: 1:47:55, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.0805, loss: 0.0805 +2025-07-02 08:52:17,849 - pyskl - INFO - Epoch [117][600/1178] lr: 2.951e-03, eta: 1:47:39, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.0927, loss: 0.0927 +2025-07-02 08:52:33,585 - pyskl - INFO - Epoch [117][700/1178] lr: 2.937e-03, eta: 1:47:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0612, loss: 0.0612 +2025-07-02 08:52:49,242 - pyskl - INFO - Epoch [117][800/1178] lr: 2.922e-03, eta: 1:47:06, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.0903, loss: 0.0903 +2025-07-02 08:53:04,907 - pyskl - INFO - Epoch [117][900/1178] lr: 2.908e-03, eta: 1:46:49, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0565, loss: 0.0565 +2025-07-02 08:53:20,555 - pyskl - INFO - Epoch [117][1000/1178] lr: 2.894e-03, eta: 1:46:32, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0746, loss: 0.0746 +2025-07-02 08:53:36,210 - pyskl - INFO - Epoch [117][1100/1178] lr: 2.880e-03, eta: 1:46:16, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0823, loss: 0.0823 +2025-07-02 08:53:49,173 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-07-02 08:54:12,189 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:54:12,199 - pyskl - INFO - +top1_acc 0.9512 +top5_acc 0.9963 +2025-07-02 08:54:12,199 - pyskl - INFO - Epoch(val) [117][169] top1_acc: 0.9512, top5_acc: 0.9963 +2025-07-02 08:54:50,214 - pyskl - INFO - Epoch [118][100/1178] lr: 2.855e-03, eta: 1:45:49, time: 0.380, data_time: 0.217, memory: 3566, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0501, loss: 0.0501 +2025-07-02 08:55:05,999 - pyskl - INFO - Epoch [118][200/1178] lr: 2.840e-03, eta: 1:45:33, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0656, loss: 0.0656 +2025-07-02 08:55:21,647 - pyskl - INFO - Epoch [118][300/1178] lr: 2.826e-03, eta: 1:45:16, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700 +2025-07-02 08:55:37,354 - pyskl - INFO - Epoch [118][400/1178] lr: 2.812e-03, eta: 1:45:00, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2025-07-02 08:55:52,995 - pyskl - INFO - Epoch [118][500/1178] lr: 2.798e-03, eta: 1:44:43, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0667, loss: 0.0667 +2025-07-02 08:56:08,555 - pyskl - INFO - Epoch [118][600/1178] lr: 2.784e-03, eta: 1:44:26, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0679, loss: 0.0679 +2025-07-02 08:56:24,097 - pyskl - INFO - Epoch [118][700/1178] lr: 2.770e-03, eta: 1:44:10, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.0839, loss: 0.0839 +2025-07-02 08:56:39,765 - pyskl - INFO - Epoch [118][800/1178] lr: 2.756e-03, eta: 1:43:53, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.1022, loss: 0.1022 +2025-07-02 08:56:55,511 - pyskl - INFO - Epoch [118][900/1178] lr: 2.742e-03, eta: 1:43:37, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0598, loss: 0.0598 +2025-07-02 08:57:11,141 - pyskl - INFO - Epoch [118][1000/1178] lr: 2.729e-03, eta: 1:43:20, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 0.1004, loss: 0.1004 +2025-07-02 08:57:26,863 - pyskl - INFO - Epoch [118][1100/1178] lr: 2.715e-03, eta: 1:43:04, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0636, loss: 0.0636 +2025-07-02 08:57:39,648 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-07-02 08:58:02,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 08:58:02,672 - pyskl - INFO - +top1_acc 0.9490 +top5_acc 0.9945 +2025-07-02 08:58:02,672 - pyskl - INFO - Epoch(val) [118][169] top1_acc: 0.9490, top5_acc: 0.9945 +2025-07-02 08:58:40,317 - pyskl - INFO - Epoch [119][100/1178] lr: 2.690e-03, eta: 1:42:37, time: 0.376, data_time: 0.216, memory: 3566, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0665, loss: 0.0665 +2025-07-02 08:58:56,053 - pyskl - INFO - Epoch [119][200/1178] lr: 2.676e-03, eta: 1:42:20, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.0798, loss: 0.0798 +2025-07-02 08:59:11,686 - pyskl - INFO - Epoch [119][300/1178] lr: 2.663e-03, eta: 1:42:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0582, loss: 0.0582 +2025-07-02 08:59:27,338 - pyskl - INFO - Epoch [119][400/1178] lr: 2.649e-03, eta: 1:41:47, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0584, loss: 0.0584 +2025-07-02 08:59:42,928 - pyskl - INFO - Epoch [119][500/1178] lr: 2.635e-03, eta: 1:41:30, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0524, loss: 0.0524 +2025-07-02 08:59:58,535 - pyskl - INFO - Epoch [119][600/1178] lr: 2.622e-03, eta: 1:41:14, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0582, loss: 0.0582 +2025-07-02 09:00:14,177 - pyskl - INFO - Epoch [119][700/1178] lr: 2.608e-03, eta: 1:40:57, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0622, loss: 0.0622 +2025-07-02 09:00:29,935 - pyskl - INFO - Epoch [119][800/1178] lr: 2.595e-03, eta: 1:40:41, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0764, loss: 0.0764 +2025-07-02 09:00:45,612 - pyskl - INFO - Epoch [119][900/1178] lr: 2.581e-03, eta: 1:40:24, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0675, loss: 0.0675 +2025-07-02 09:01:01,241 - pyskl - INFO - Epoch [119][1000/1178] lr: 2.567e-03, eta: 1:40:08, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 +2025-07-02 09:01:16,832 - pyskl - INFO - Epoch [119][1100/1178] lr: 2.554e-03, eta: 1:39:51, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0646, loss: 0.0646 +2025-07-02 09:01:29,632 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-07-02 09:01:52,455 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:01:52,465 - pyskl - INFO - +top1_acc 0.9541 +top5_acc 0.9970 +2025-07-02 09:01:52,469 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_116.pth was removed +2025-07-02 09:01:52,593 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-07-02 09:01:52,594 - pyskl - INFO - Best top1_acc is 0.9541 at 119 epoch. +2025-07-02 09:01:52,595 - pyskl - INFO - Epoch(val) [119][169] top1_acc: 0.9541, top5_acc: 0.9970 +2025-07-02 09:02:30,101 - pyskl - INFO - Epoch [120][100/1178] lr: 2.530e-03, eta: 1:39:24, time: 0.375, data_time: 0.213, memory: 3566, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.0882, loss: 0.0882 +2025-07-02 09:02:45,718 - pyskl - INFO - Epoch [120][200/1178] lr: 2.517e-03, eta: 1:39:08, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.1013, loss: 0.1013 +2025-07-02 09:03:01,342 - pyskl - INFO - Epoch [120][300/1178] lr: 2.503e-03, eta: 1:38:51, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 +2025-07-02 09:03:16,960 - pyskl - INFO - Epoch [120][400/1178] lr: 2.490e-03, eta: 1:38:34, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0551, loss: 0.0551 +2025-07-02 09:03:32,554 - pyskl - INFO - Epoch [120][500/1178] lr: 2.477e-03, eta: 1:38:18, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 +2025-07-02 09:03:48,113 - pyskl - INFO - Epoch [120][600/1178] lr: 2.463e-03, eta: 1:38:01, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 +2025-07-02 09:04:03,675 - pyskl - INFO - Epoch [120][700/1178] lr: 2.450e-03, eta: 1:37:45, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0701, loss: 0.0701 +2025-07-02 09:04:19,226 - pyskl - INFO - Epoch [120][800/1178] lr: 2.437e-03, eta: 1:37:28, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0847, loss: 0.0847 +2025-07-02 09:04:34,748 - pyskl - INFO - Epoch [120][900/1178] lr: 2.424e-03, eta: 1:37:11, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0686, loss: 0.0686 +2025-07-02 09:04:50,275 - pyskl - INFO - Epoch [120][1000/1178] lr: 2.411e-03, eta: 1:36:55, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.0760, loss: 0.0760 +2025-07-02 09:05:05,836 - pyskl - INFO - Epoch [120][1100/1178] lr: 2.398e-03, eta: 1:36:38, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 +2025-07-02 09:05:18,665 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-07-02 09:05:41,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:05:41,020 - pyskl - INFO - +top1_acc 0.9497 +top5_acc 0.9970 +2025-07-02 09:05:41,020 - pyskl - INFO - Epoch(val) [120][169] top1_acc: 0.9497, top5_acc: 0.9970 +2025-07-02 09:06:18,252 - pyskl - INFO - Epoch [121][100/1178] lr: 2.374e-03, eta: 1:36:11, time: 0.372, data_time: 0.213, memory: 3566, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0676, loss: 0.0676 +2025-07-02 09:06:33,929 - pyskl - INFO - Epoch [121][200/1178] lr: 2.361e-03, eta: 1:35:55, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476 +2025-07-02 09:06:49,597 - pyskl - INFO - Epoch [121][300/1178] lr: 2.348e-03, eta: 1:35:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0683, loss: 0.0683 +2025-07-02 09:07:05,265 - pyskl - INFO - Epoch [121][400/1178] lr: 2.335e-03, eta: 1:35:21, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0625, loss: 0.0625 +2025-07-02 09:07:20,989 - pyskl - INFO - Epoch [121][500/1178] lr: 2.323e-03, eta: 1:35:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0551, loss: 0.0551 +2025-07-02 09:07:36,667 - pyskl - INFO - Epoch [121][600/1178] lr: 2.310e-03, eta: 1:34:48, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0518, loss: 0.0518 +2025-07-02 09:07:52,391 - pyskl - INFO - Epoch [121][700/1178] lr: 2.297e-03, eta: 1:34:32, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0476, loss: 0.0476 +2025-07-02 09:08:08,069 - pyskl - INFO - Epoch [121][800/1178] lr: 2.284e-03, eta: 1:34:15, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0552, loss: 0.0552 +2025-07-02 09:08:23,653 - pyskl - INFO - Epoch [121][900/1178] lr: 2.271e-03, eta: 1:33:59, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0585, loss: 0.0585 +2025-07-02 09:08:39,255 - pyskl - INFO - Epoch [121][1000/1178] lr: 2.258e-03, eta: 1:33:42, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0732, loss: 0.0732 +2025-07-02 09:08:54,874 - pyskl - INFO - Epoch [121][1100/1178] lr: 2.246e-03, eta: 1:33:26, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0708, loss: 0.0708 +2025-07-02 09:09:07,647 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-07-02 09:09:30,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:09:30,525 - pyskl - INFO - +top1_acc 0.9582 +top5_acc 0.9974 +2025-07-02 09:09:30,530 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_119.pth was removed +2025-07-02 09:09:30,644 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2025-07-02 09:09:30,644 - pyskl - INFO - Best top1_acc is 0.9582 at 121 epoch. +2025-07-02 09:09:30,645 - pyskl - INFO - Epoch(val) [121][169] top1_acc: 0.9582, top5_acc: 0.9974 +2025-07-02 09:10:08,297 - pyskl - INFO - Epoch [122][100/1178] lr: 2.223e-03, eta: 1:32:59, time: 0.376, data_time: 0.216, memory: 3566, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0560, loss: 0.0560 +2025-07-02 09:10:24,050 - pyskl - INFO - Epoch [122][200/1178] lr: 2.210e-03, eta: 1:32:42, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0627, loss: 0.0627 +2025-07-02 09:10:39,819 - pyskl - INFO - Epoch [122][300/1178] lr: 2.198e-03, eta: 1:32:25, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0523, loss: 0.0523 +2025-07-02 09:10:55,612 - pyskl - INFO - Epoch [122][400/1178] lr: 2.185e-03, eta: 1:32:09, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0416, loss: 0.0416 +2025-07-02 09:11:11,328 - pyskl - INFO - Epoch [122][500/1178] lr: 2.173e-03, eta: 1:31:52, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0573, loss: 0.0573 +2025-07-02 09:11:27,064 - pyskl - INFO - Epoch [122][600/1178] lr: 2.160e-03, eta: 1:31:36, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0555, loss: 0.0555 +2025-07-02 09:11:42,778 - pyskl - INFO - Epoch [122][700/1178] lr: 2.148e-03, eta: 1:31:19, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0472, loss: 0.0472 +2025-07-02 09:11:58,466 - pyskl - INFO - Epoch [122][800/1178] lr: 2.135e-03, eta: 1:31:03, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0736, loss: 0.0736 +2025-07-02 09:12:14,156 - pyskl - INFO - Epoch [122][900/1178] lr: 2.123e-03, eta: 1:30:46, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0441, loss: 0.0441 +2025-07-02 09:12:29,790 - pyskl - INFO - Epoch [122][1000/1178] lr: 2.111e-03, eta: 1:30:30, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0591, loss: 0.0591 +2025-07-02 09:12:45,437 - pyskl - INFO - Epoch [122][1100/1178] lr: 2.098e-03, eta: 1:30:13, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0686, loss: 0.0686 +2025-07-02 09:12:58,270 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-07-02 09:13:20,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:13:20,699 - pyskl - INFO - +top1_acc 0.9553 +top5_acc 0.9967 +2025-07-02 09:13:20,699 - pyskl - INFO - Epoch(val) [122][169] top1_acc: 0.9553, top5_acc: 0.9967 +2025-07-02 09:13:58,339 - pyskl - INFO - Epoch [123][100/1178] lr: 2.076e-03, eta: 1:29:46, time: 0.376, data_time: 0.215, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0535, loss: 0.0535 +2025-07-02 09:14:14,145 - pyskl - INFO - Epoch [123][200/1178] lr: 2.064e-03, eta: 1:29:29, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453 +2025-07-02 09:14:29,889 - pyskl - INFO - Epoch [123][300/1178] lr: 2.052e-03, eta: 1:29:13, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0578, loss: 0.0578 +2025-07-02 09:14:45,795 - pyskl - INFO - Epoch [123][400/1178] lr: 2.040e-03, eta: 1:28:56, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0595, loss: 0.0595 +2025-07-02 09:15:01,592 - pyskl - INFO - Epoch [123][500/1178] lr: 2.028e-03, eta: 1:28:40, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 +2025-07-02 09:15:17,487 - pyskl - INFO - Epoch [123][600/1178] lr: 2.015e-03, eta: 1:28:23, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0512, loss: 0.0512 +2025-07-02 09:15:33,292 - pyskl - INFO - Epoch [123][700/1178] lr: 2.003e-03, eta: 1:28:07, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0569, loss: 0.0569 +2025-07-02 09:15:49,169 - pyskl - INFO - Epoch [123][800/1178] lr: 1.991e-03, eta: 1:27:50, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0573, loss: 0.0573 +2025-07-02 09:16:04,989 - pyskl - INFO - Epoch [123][900/1178] lr: 1.979e-03, eta: 1:27:34, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0681, loss: 0.0681 +2025-07-02 09:16:20,885 - pyskl - INFO - Epoch [123][1000/1178] lr: 1.967e-03, eta: 1:27:18, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0522, loss: 0.0522 +2025-07-02 09:16:36,493 - pyskl - INFO - Epoch [123][1100/1178] lr: 1.955e-03, eta: 1:27:01, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0492, loss: 0.0492 +2025-07-02 09:16:49,333 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-07-02 09:17:11,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:17:11,824 - pyskl - INFO - +top1_acc 0.9567 +top5_acc 0.9959 +2025-07-02 09:17:11,825 - pyskl - INFO - Epoch(val) [123][169] top1_acc: 0.9567, top5_acc: 0.9959 +2025-07-02 09:17:49,095 - pyskl - INFO - Epoch [124][100/1178] lr: 1.934e-03, eta: 1:26:34, time: 0.373, data_time: 0.212, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0498, loss: 0.0498 +2025-07-02 09:18:04,757 - pyskl - INFO - Epoch [124][200/1178] lr: 1.922e-03, eta: 1:26:17, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0557, loss: 0.0557 +2025-07-02 09:18:20,521 - pyskl - INFO - Epoch [124][300/1178] lr: 1.910e-03, eta: 1:26:01, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 0.0618, loss: 0.0618 +2025-07-02 09:18:36,166 - pyskl - INFO - Epoch [124][400/1178] lr: 1.899e-03, eta: 1:25:44, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0486, loss: 0.0486 +2025-07-02 09:18:51,832 - pyskl - INFO - Epoch [124][500/1178] lr: 1.887e-03, eta: 1:25:27, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0561, loss: 0.0561 +2025-07-02 09:19:07,452 - pyskl - INFO - Epoch [124][600/1178] lr: 1.875e-03, eta: 1:25:11, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 0.0582, loss: 0.0582 +2025-07-02 09:19:23,082 - pyskl - INFO - Epoch [124][700/1178] lr: 1.863e-03, eta: 1:24:54, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0549, loss: 0.0549 +2025-07-02 09:19:38,737 - pyskl - INFO - Epoch [124][800/1178] lr: 1.852e-03, eta: 1:24:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0418, loss: 0.0418 +2025-07-02 09:19:54,417 - pyskl - INFO - Epoch [124][900/1178] lr: 1.840e-03, eta: 1:24:21, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0624, loss: 0.0624 +2025-07-02 09:20:10,018 - pyskl - INFO - Epoch [124][1000/1178] lr: 1.829e-03, eta: 1:24:05, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0532, loss: 0.0532 +2025-07-02 09:20:25,679 - pyskl - INFO - Epoch [124][1100/1178] lr: 1.817e-03, eta: 1:23:48, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0805, loss: 0.0805 +2025-07-02 09:20:38,619 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-07-02 09:21:01,581 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:21:01,592 - pyskl - INFO - +top1_acc 0.9534 +top5_acc 0.9963 +2025-07-02 09:21:01,592 - pyskl - INFO - Epoch(val) [124][169] top1_acc: 0.9534, top5_acc: 0.9963 +2025-07-02 09:21:39,086 - pyskl - INFO - Epoch [125][100/1178] lr: 1.797e-03, eta: 1:23:21, time: 0.375, data_time: 0.214, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0449, loss: 0.0449 +2025-07-02 09:21:54,862 - pyskl - INFO - Epoch [125][200/1178] lr: 1.785e-03, eta: 1:23:04, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0531, loss: 0.0531 +2025-07-02 09:22:10,560 - pyskl - INFO - Epoch [125][300/1178] lr: 1.774e-03, eta: 1:22:48, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0554, loss: 0.0554 +2025-07-02 09:22:26,295 - pyskl - INFO - Epoch [125][400/1178] lr: 1.762e-03, eta: 1:22:31, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0576, loss: 0.0576 +2025-07-02 09:22:41,940 - pyskl - INFO - Epoch [125][500/1178] lr: 1.751e-03, eta: 1:22:15, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0562, loss: 0.0562 +2025-07-02 09:22:57,570 - pyskl - INFO - Epoch [125][600/1178] lr: 1.740e-03, eta: 1:21:58, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0514, loss: 0.0514 +2025-07-02 09:23:13,191 - pyskl - INFO - Epoch [125][700/1178] lr: 1.728e-03, eta: 1:21:42, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0471, loss: 0.0471 +2025-07-02 09:23:28,786 - pyskl - INFO - Epoch [125][800/1178] lr: 1.717e-03, eta: 1:21:25, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0654, loss: 0.0654 +2025-07-02 09:23:44,464 - pyskl - INFO - Epoch [125][900/1178] lr: 1.706e-03, eta: 1:21:09, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0564, loss: 0.0564 +2025-07-02 09:24:00,119 - pyskl - INFO - Epoch [125][1000/1178] lr: 1.695e-03, eta: 1:20:52, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0591, loss: 0.0591 +2025-07-02 09:24:15,781 - pyskl - INFO - Epoch [125][1100/1178] lr: 1.683e-03, eta: 1:20:36, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0434, loss: 0.0434 +2025-07-02 09:24:28,614 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-07-02 09:24:51,582 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:24:51,593 - pyskl - INFO - +top1_acc 0.9564 +top5_acc 0.9982 +2025-07-02 09:24:51,593 - pyskl - INFO - Epoch(val) [125][169] top1_acc: 0.9564, top5_acc: 0.9982 +2025-07-02 09:25:29,094 - pyskl - INFO - Epoch [126][100/1178] lr: 1.664e-03, eta: 1:20:08, time: 0.375, data_time: 0.214, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0616, loss: 0.0616 +2025-07-02 09:25:44,935 - pyskl - INFO - Epoch [126][200/1178] lr: 1.653e-03, eta: 1:19:52, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0446, loss: 0.0446 +2025-07-02 09:26:00,650 - pyskl - INFO - Epoch [126][300/1178] lr: 1.642e-03, eta: 1:19:35, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0510, loss: 0.0510 +2025-07-02 09:26:16,417 - pyskl - INFO - Epoch [126][400/1178] lr: 1.631e-03, eta: 1:19:19, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0612, loss: 0.0612 +2025-07-02 09:26:32,129 - pyskl - INFO - Epoch [126][500/1178] lr: 1.620e-03, eta: 1:19:02, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0403, loss: 0.0403 +2025-07-02 09:26:47,824 - pyskl - INFO - Epoch [126][600/1178] lr: 1.609e-03, eta: 1:18:46, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0447, loss: 0.0447 +2025-07-02 09:27:03,508 - pyskl - INFO - Epoch [126][700/1178] lr: 1.598e-03, eta: 1:18:29, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0459, loss: 0.0459 +2025-07-02 09:27:19,237 - pyskl - INFO - Epoch [126][800/1178] lr: 1.587e-03, eta: 1:18:13, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0328, loss: 0.0328 +2025-07-02 09:27:35,046 - pyskl - INFO - Epoch [126][900/1178] lr: 1.576e-03, eta: 1:17:56, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0520, loss: 0.0520 +2025-07-02 09:27:50,805 - pyskl - INFO - Epoch [126][1000/1178] lr: 1.565e-03, eta: 1:17:40, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0638, loss: 0.0638 +2025-07-02 09:28:06,576 - pyskl - INFO - Epoch [126][1100/1178] lr: 1.555e-03, eta: 1:17:23, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0456, loss: 0.0456 +2025-07-02 09:28:19,369 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-07-02 09:28:42,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:28:42,151 - pyskl - INFO - +top1_acc 0.9589 +top5_acc 0.9967 +2025-07-02 09:28:42,155 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_121.pth was removed +2025-07-02 09:28:42,267 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-07-02 09:28:42,267 - pyskl - INFO - Best top1_acc is 0.9589 at 126 epoch. +2025-07-02 09:28:42,268 - pyskl - INFO - Epoch(val) [126][169] top1_acc: 0.9589, top5_acc: 0.9967 +2025-07-02 09:29:19,701 - pyskl - INFO - Epoch [127][100/1178] lr: 1.536e-03, eta: 1:16:55, time: 0.374, data_time: 0.214, memory: 3566, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0481, loss: 0.0481 +2025-07-02 09:29:35,527 - pyskl - INFO - Epoch [127][200/1178] lr: 1.525e-03, eta: 1:16:39, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0344, loss: 0.0344 +2025-07-02 09:29:51,248 - pyskl - INFO - Epoch [127][300/1178] lr: 1.514e-03, eta: 1:16:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0432, loss: 0.0432 +2025-07-02 09:30:06,910 - pyskl - INFO - Epoch [127][400/1178] lr: 1.504e-03, eta: 1:16:06, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0489, loss: 0.0489 +2025-07-02 09:30:22,547 - pyskl - INFO - Epoch [127][500/1178] lr: 1.493e-03, eta: 1:15:49, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0413, loss: 0.0413 +2025-07-02 09:30:38,175 - pyskl - INFO - Epoch [127][600/1178] lr: 1.483e-03, eta: 1:15:33, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0449, loss: 0.0449 +2025-07-02 09:30:53,822 - pyskl - INFO - Epoch [127][700/1178] lr: 1.472e-03, eta: 1:15:16, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0460, loss: 0.0460 +2025-07-02 09:31:09,469 - pyskl - INFO - Epoch [127][800/1178] lr: 1.462e-03, eta: 1:15:00, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0621, loss: 0.0621 +2025-07-02 09:31:25,115 - pyskl - INFO - Epoch [127][900/1178] lr: 1.451e-03, eta: 1:14:43, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0457, loss: 0.0457 +2025-07-02 09:31:40,777 - pyskl - INFO - Epoch [127][1000/1178] lr: 1.441e-03, eta: 1:14:27, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0404, loss: 0.0404 +2025-07-02 09:31:56,467 - pyskl - INFO - Epoch [127][1100/1178] lr: 1.431e-03, eta: 1:14:10, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0321, loss: 0.0321 +2025-07-02 09:32:09,321 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-07-02 09:32:31,948 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:32:31,958 - pyskl - INFO - +top1_acc 0.9604 +top5_acc 0.9963 +2025-07-02 09:32:31,962 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_126.pth was removed +2025-07-02 09:32:32,076 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-07-02 09:32:32,077 - pyskl - INFO - Best top1_acc is 0.9604 at 127 epoch. +2025-07-02 09:32:32,077 - pyskl - INFO - Epoch(val) [127][169] top1_acc: 0.9604, top5_acc: 0.9963 +2025-07-02 09:33:09,614 - pyskl - INFO - Epoch [128][100/1178] lr: 1.412e-03, eta: 1:13:43, time: 0.375, data_time: 0.215, memory: 3566, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0586, loss: 0.0586 +2025-07-02 09:33:25,319 - pyskl - INFO - Epoch [128][200/1178] lr: 1.402e-03, eta: 1:13:26, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0461, loss: 0.0461 +2025-07-02 09:33:41,075 - pyskl - INFO - Epoch [128][300/1178] lr: 1.392e-03, eta: 1:13:10, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0579, loss: 0.0579 +2025-07-02 09:33:56,801 - pyskl - INFO - Epoch [128][400/1178] lr: 1.382e-03, eta: 1:12:53, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 +2025-07-02 09:34:12,385 - pyskl - INFO - Epoch [128][500/1178] lr: 1.372e-03, eta: 1:12:37, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0452, loss: 0.0452 +2025-07-02 09:34:27,967 - pyskl - INFO - Epoch [128][600/1178] lr: 1.361e-03, eta: 1:12:20, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2025-07-02 09:34:43,573 - pyskl - INFO - Epoch [128][700/1178] lr: 1.351e-03, eta: 1:12:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0466, loss: 0.0466 +2025-07-02 09:34:59,129 - pyskl - INFO - Epoch [128][800/1178] lr: 1.341e-03, eta: 1:11:47, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 +2025-07-02 09:35:14,735 - pyskl - INFO - Epoch [128][900/1178] lr: 1.331e-03, eta: 1:11:31, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0500, loss: 0.0500 +2025-07-02 09:35:30,308 - pyskl - INFO - Epoch [128][1000/1178] lr: 1.321e-03, eta: 1:11:14, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0526, loss: 0.0526 +2025-07-02 09:35:45,896 - pyskl - INFO - Epoch [128][1100/1178] lr: 1.311e-03, eta: 1:10:57, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0403, loss: 0.0403 +2025-07-02 09:35:58,634 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-07-02 09:36:21,398 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:36:21,417 - pyskl - INFO - +top1_acc 0.9556 +top5_acc 0.9967 +2025-07-02 09:36:21,418 - pyskl - INFO - Epoch(val) [128][169] top1_acc: 0.9556, top5_acc: 0.9967 +2025-07-02 09:36:58,732 - pyskl - INFO - Epoch [129][100/1178] lr: 1.294e-03, eta: 1:10:30, time: 0.373, data_time: 0.212, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0373, loss: 0.0373 +2025-07-02 09:37:14,533 - pyskl - INFO - Epoch [129][200/1178] lr: 1.284e-03, eta: 1:10:13, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 +2025-07-02 09:37:30,244 - pyskl - INFO - Epoch [129][300/1178] lr: 1.274e-03, eta: 1:09:57, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0422, loss: 0.0422 +2025-07-02 09:37:45,897 - pyskl - INFO - Epoch [129][400/1178] lr: 1.264e-03, eta: 1:09:40, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0266, loss: 0.0266 +2025-07-02 09:38:01,541 - pyskl - INFO - Epoch [129][500/1178] lr: 1.255e-03, eta: 1:09:24, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0484, loss: 0.0484 +2025-07-02 09:38:17,211 - pyskl - INFO - Epoch [129][600/1178] lr: 1.245e-03, eta: 1:09:07, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0384, loss: 0.0384 +2025-07-02 09:38:32,844 - pyskl - INFO - Epoch [129][700/1178] lr: 1.235e-03, eta: 1:08:51, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2025-07-02 09:38:48,519 - pyskl - INFO - Epoch [129][800/1178] lr: 1.226e-03, eta: 1:08:34, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0506, loss: 0.0506 +2025-07-02 09:39:04,282 - pyskl - INFO - Epoch [129][900/1178] lr: 1.216e-03, eta: 1:08:18, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0524, loss: 0.0524 +2025-07-02 09:39:20,141 - pyskl - INFO - Epoch [129][1000/1178] lr: 1.207e-03, eta: 1:08:01, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0478, loss: 0.0478 +2025-07-02 09:39:35,880 - pyskl - INFO - Epoch [129][1100/1178] lr: 1.197e-03, eta: 1:07:45, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0304, loss: 0.0304 +2025-07-02 09:39:48,869 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-07-02 09:40:11,702 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:40:11,712 - pyskl - INFO - +top1_acc 0.9578 +top5_acc 0.9963 +2025-07-02 09:40:11,713 - pyskl - INFO - Epoch(val) [129][169] top1_acc: 0.9578, top5_acc: 0.9963 +2025-07-02 09:40:49,081 - pyskl - INFO - Epoch [130][100/1178] lr: 1.180e-03, eta: 1:07:17, time: 0.374, data_time: 0.211, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0476, loss: 0.0476 +2025-07-02 09:41:04,798 - pyskl - INFO - Epoch [130][200/1178] lr: 1.171e-03, eta: 1:07:00, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0367, loss: 0.0367 +2025-07-02 09:41:20,539 - pyskl - INFO - Epoch [130][300/1178] lr: 1.162e-03, eta: 1:06:44, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0351, loss: 0.0351 +2025-07-02 09:41:36,251 - pyskl - INFO - Epoch [130][400/1178] lr: 1.152e-03, eta: 1:06:27, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0376, loss: 0.0376 +2025-07-02 09:41:51,955 - pyskl - INFO - Epoch [130][500/1178] lr: 1.143e-03, eta: 1:06:11, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0360, loss: 0.0360 +2025-07-02 09:42:07,652 - pyskl - INFO - Epoch [130][600/1178] lr: 1.134e-03, eta: 1:05:54, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0254, loss: 0.0254 +2025-07-02 09:42:23,365 - pyskl - INFO - Epoch [130][700/1178] lr: 1.124e-03, eta: 1:05:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 +2025-07-02 09:42:39,036 - pyskl - INFO - Epoch [130][800/1178] lr: 1.115e-03, eta: 1:05:21, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2025-07-02 09:42:54,731 - pyskl - INFO - Epoch [130][900/1178] lr: 1.106e-03, eta: 1:05:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0484, loss: 0.0484 +2025-07-02 09:43:10,427 - pyskl - INFO - Epoch [130][1000/1178] lr: 1.097e-03, eta: 1:04:49, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0479, loss: 0.0479 +2025-07-02 09:43:26,118 - pyskl - INFO - Epoch [130][1100/1178] lr: 1.088e-03, eta: 1:04:32, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0370, loss: 0.0370 +2025-07-02 09:43:39,033 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-07-02 09:44:02,486 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:44:02,496 - pyskl - INFO - +top1_acc 0.9612 +top5_acc 0.9974 +2025-07-02 09:44:02,500 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_127.pth was removed +2025-07-02 09:44:02,619 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-07-02 09:44:02,620 - pyskl - INFO - Best top1_acc is 0.9612 at 130 epoch. +2025-07-02 09:44:02,621 - pyskl - INFO - Epoch(val) [130][169] top1_acc: 0.9612, top5_acc: 0.9974 +2025-07-02 09:44:40,696 - pyskl - INFO - Epoch [131][100/1178] lr: 1.072e-03, eta: 1:04:04, time: 0.381, data_time: 0.219, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 0.0383, loss: 0.0383 +2025-07-02 09:44:56,357 - pyskl - INFO - Epoch [131][200/1178] lr: 1.063e-03, eta: 1:03:48, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0482, loss: 0.0482 +2025-07-02 09:45:12,419 - pyskl - INFO - Epoch [131][300/1178] lr: 1.054e-03, eta: 1:03:31, time: 0.161, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0372, loss: 0.0372 +2025-07-02 09:45:28,209 - pyskl - INFO - Epoch [131][400/1178] lr: 1.045e-03, eta: 1:03:15, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0396, loss: 0.0396 +2025-07-02 09:45:44,004 - pyskl - INFO - Epoch [131][500/1178] lr: 1.036e-03, eta: 1:02:58, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0441, loss: 0.0441 +2025-07-02 09:45:59,752 - pyskl - INFO - Epoch [131][600/1178] lr: 1.027e-03, eta: 1:02:42, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2025-07-02 09:46:15,440 - pyskl - INFO - Epoch [131][700/1178] lr: 1.018e-03, eta: 1:02:25, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2025-07-02 09:46:31,129 - pyskl - INFO - Epoch [131][800/1178] lr: 1.010e-03, eta: 1:02:09, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9969, loss_cls: 0.0401, loss: 0.0401 +2025-07-02 09:46:46,826 - pyskl - INFO - Epoch [131][900/1178] lr: 1.001e-03, eta: 1:01:52, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0346, loss: 0.0346 +2025-07-02 09:47:02,491 - pyskl - INFO - Epoch [131][1000/1178] lr: 9.922e-04, eta: 1:01:36, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2025-07-02 09:47:18,194 - pyskl - INFO - Epoch [131][1100/1178] lr: 9.835e-04, eta: 1:01:19, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0459, loss: 0.0459 +2025-07-02 09:47:31,280 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-07-02 09:47:54,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:47:54,062 - pyskl - INFO - +top1_acc 0.9612 +top5_acc 0.9967 +2025-07-02 09:47:54,062 - pyskl - INFO - Epoch(val) [131][169] top1_acc: 0.9612, top5_acc: 0.9967 +2025-07-02 09:48:31,578 - pyskl - INFO - Epoch [132][100/1178] lr: 9.682e-04, eta: 1:00:51, time: 0.375, data_time: 0.215, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0379, loss: 0.0379 +2025-07-02 09:48:47,276 - pyskl - INFO - Epoch [132][200/1178] lr: 9.596e-04, eta: 1:00:35, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2025-07-02 09:49:02,918 - pyskl - INFO - Epoch [132][300/1178] lr: 9.511e-04, eta: 1:00:18, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0349, loss: 0.0349 +2025-07-02 09:49:18,687 - pyskl - INFO - Epoch [132][400/1178] lr: 9.426e-04, eta: 1:00:02, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 +2025-07-02 09:49:34,478 - pyskl - INFO - Epoch [132][500/1178] lr: 9.342e-04, eta: 0:59:46, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0355, loss: 0.0355 +2025-07-02 09:49:50,131 - pyskl - INFO - Epoch [132][600/1178] lr: 9.258e-04, eta: 0:59:29, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0310, loss: 0.0310 +2025-07-02 09:50:05,766 - pyskl - INFO - Epoch [132][700/1178] lr: 9.174e-04, eta: 0:59:13, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0382, loss: 0.0382 +2025-07-02 09:50:21,349 - pyskl - INFO - Epoch [132][800/1178] lr: 9.091e-04, eta: 0:58:56, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0453, loss: 0.0453 +2025-07-02 09:50:36,966 - pyskl - INFO - Epoch [132][900/1178] lr: 9.008e-04, eta: 0:58:40, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0367, loss: 0.0367 +2025-07-02 09:50:52,574 - pyskl - INFO - Epoch [132][1000/1178] lr: 8.925e-04, eta: 0:58:23, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 +2025-07-02 09:51:08,199 - pyskl - INFO - Epoch [132][1100/1178] lr: 8.843e-04, eta: 0:58:07, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0291, loss: 0.0291 +2025-07-02 09:51:21,195 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-07-02 09:51:44,808 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:51:44,819 - pyskl - INFO - +top1_acc 0.9612 +top5_acc 0.9970 +2025-07-02 09:51:44,819 - pyskl - INFO - Epoch(val) [132][169] top1_acc: 0.9612, top5_acc: 0.9970 +2025-07-02 09:52:22,477 - pyskl - INFO - Epoch [133][100/1178] lr: 8.697e-04, eta: 0:57:39, time: 0.377, data_time: 0.216, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0327, loss: 0.0327 +2025-07-02 09:52:38,184 - pyskl - INFO - Epoch [133][200/1178] lr: 8.616e-04, eta: 0:57:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0303, loss: 0.0303 +2025-07-02 09:52:53,900 - pyskl - INFO - Epoch [133][300/1178] lr: 8.535e-04, eta: 0:57:06, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2025-07-02 09:53:09,776 - pyskl - INFO - Epoch [133][400/1178] lr: 8.454e-04, eta: 0:56:49, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0234, loss: 0.0234 +2025-07-02 09:53:25,512 - pyskl - INFO - Epoch [133][500/1178] lr: 8.374e-04, eta: 0:56:33, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0203, loss: 0.0203 +2025-07-02 09:53:41,178 - pyskl - INFO - Epoch [133][600/1178] lr: 8.294e-04, eta: 0:56:16, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0256, loss: 0.0256 +2025-07-02 09:53:56,863 - pyskl - INFO - Epoch [133][700/1178] lr: 8.215e-04, eta: 0:56:00, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2025-07-02 09:54:12,564 - pyskl - INFO - Epoch [133][800/1178] lr: 8.136e-04, eta: 0:55:43, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0405, loss: 0.0405 +2025-07-02 09:54:28,248 - pyskl - INFO - Epoch [133][900/1178] lr: 8.057e-04, eta: 0:55:27, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0271, loss: 0.0271 +2025-07-02 09:54:43,922 - pyskl - INFO - Epoch [133][1000/1178] lr: 7.979e-04, eta: 0:55:10, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 +2025-07-02 09:54:59,647 - pyskl - INFO - Epoch [133][1100/1178] lr: 7.901e-04, eta: 0:54:54, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0272, loss: 0.0272 +2025-07-02 09:55:12,610 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-07-02 09:55:35,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:55:35,438 - pyskl - INFO - +top1_acc 0.9619 +top5_acc 0.9970 +2025-07-02 09:55:35,442 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_130.pth was removed +2025-07-02 09:55:35,561 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-07-02 09:55:35,562 - pyskl - INFO - Best top1_acc is 0.9619 at 133 epoch. +2025-07-02 09:55:35,562 - pyskl - INFO - Epoch(val) [133][169] top1_acc: 0.9619, top5_acc: 0.9970 +2025-07-02 09:56:13,334 - pyskl - INFO - Epoch [134][100/1178] lr: 7.763e-04, eta: 0:54:26, time: 0.378, data_time: 0.217, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 +2025-07-02 09:56:28,974 - pyskl - INFO - Epoch [134][200/1178] lr: 7.686e-04, eta: 0:54:09, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2025-07-02 09:56:44,587 - pyskl - INFO - Epoch [134][300/1178] lr: 7.610e-04, eta: 0:53:53, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2025-07-02 09:57:00,216 - pyskl - INFO - Epoch [134][400/1178] lr: 7.534e-04, eta: 0:53:36, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 +2025-07-02 09:57:15,795 - pyskl - INFO - Epoch [134][500/1178] lr: 7.458e-04, eta: 0:53:20, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0264, loss: 0.0264 +2025-07-02 09:57:31,356 - pyskl - INFO - Epoch [134][600/1178] lr: 7.382e-04, eta: 0:53:03, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 +2025-07-02 09:57:46,872 - pyskl - INFO - Epoch [134][700/1178] lr: 7.307e-04, eta: 0:52:47, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2025-07-02 09:58:02,391 - pyskl - INFO - Epoch [134][800/1178] lr: 7.233e-04, eta: 0:52:30, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0453, loss: 0.0453 +2025-07-02 09:58:17,913 - pyskl - INFO - Epoch [134][900/1178] lr: 7.158e-04, eta: 0:52:14, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 +2025-07-02 09:58:33,444 - pyskl - INFO - Epoch [134][1000/1178] lr: 7.084e-04, eta: 0:51:57, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 0.0249, loss: 0.0249 +2025-07-02 09:58:49,029 - pyskl - INFO - Epoch [134][1100/1178] lr: 7.011e-04, eta: 0:51:41, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 +2025-07-02 09:59:01,880 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-07-02 09:59:24,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 09:59:24,709 - pyskl - INFO - +top1_acc 0.9630 +top5_acc 0.9970 +2025-07-02 09:59:24,713 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_133.pth was removed +2025-07-02 09:59:24,825 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-07-02 09:59:24,826 - pyskl - INFO - Best top1_acc is 0.9630 at 134 epoch. +2025-07-02 09:59:24,826 - pyskl - INFO - Epoch(val) [134][169] top1_acc: 0.9630, top5_acc: 0.9970 +2025-07-02 10:00:02,121 - pyskl - INFO - Epoch [135][100/1178] lr: 6.881e-04, eta: 0:51:13, time: 0.373, data_time: 0.213, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2025-07-02 10:00:17,889 - pyskl - INFO - Epoch [135][200/1178] lr: 6.808e-04, eta: 0:50:56, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 +2025-07-02 10:00:33,578 - pyskl - INFO - Epoch [135][300/1178] lr: 6.736e-04, eta: 0:50:40, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0289, loss: 0.0289 +2025-07-02 10:00:49,213 - pyskl - INFO - Epoch [135][400/1178] lr: 6.664e-04, eta: 0:50:23, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0235, loss: 0.0235 +2025-07-02 10:01:04,870 - pyskl - INFO - Epoch [135][500/1178] lr: 6.593e-04, eta: 0:50:07, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0286, loss: 0.0286 +2025-07-02 10:01:20,547 - pyskl - INFO - Epoch [135][600/1178] lr: 6.522e-04, eta: 0:49:50, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2025-07-02 10:01:36,204 - pyskl - INFO - Epoch [135][700/1178] lr: 6.451e-04, eta: 0:49:34, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0355, loss: 0.0355 +2025-07-02 10:01:51,870 - pyskl - INFO - Epoch [135][800/1178] lr: 6.381e-04, eta: 0:49:17, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0435, loss: 0.0435 +2025-07-02 10:02:07,559 - pyskl - INFO - Epoch [135][900/1178] lr: 6.311e-04, eta: 0:49:01, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417 +2025-07-02 10:02:23,216 - pyskl - INFO - Epoch [135][1000/1178] lr: 6.241e-04, eta: 0:48:44, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2025-07-02 10:02:38,968 - pyskl - INFO - Epoch [135][1100/1178] lr: 6.172e-04, eta: 0:48:28, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0253, loss: 0.0253 +2025-07-02 10:02:51,731 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-07-02 10:03:14,757 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:03:14,768 - pyskl - INFO - +top1_acc 0.9623 +top5_acc 0.9967 +2025-07-02 10:03:14,768 - pyskl - INFO - Epoch(val) [135][169] top1_acc: 0.9623, top5_acc: 0.9967 +2025-07-02 10:03:52,443 - pyskl - INFO - Epoch [136][100/1178] lr: 6.050e-04, eta: 0:48:00, time: 0.377, data_time: 0.218, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0380, loss: 0.0380 +2025-07-02 10:04:08,095 - pyskl - INFO - Epoch [136][200/1178] lr: 5.982e-04, eta: 0:47:43, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0218, loss: 0.0218 +2025-07-02 10:04:23,728 - pyskl - INFO - Epoch [136][300/1178] lr: 5.914e-04, eta: 0:47:27, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2025-07-02 10:04:39,361 - pyskl - INFO - Epoch [136][400/1178] lr: 5.847e-04, eta: 0:47:10, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0199, loss: 0.0199 +2025-07-02 10:04:55,001 - pyskl - INFO - Epoch [136][500/1178] lr: 5.780e-04, eta: 0:46:54, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2025-07-02 10:05:10,628 - pyskl - INFO - Epoch [136][600/1178] lr: 5.713e-04, eta: 0:46:37, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2025-07-02 10:05:26,235 - pyskl - INFO - Epoch [136][700/1178] lr: 5.647e-04, eta: 0:46:21, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0341, loss: 0.0341 +2025-07-02 10:05:41,848 - pyskl - INFO - Epoch [136][800/1178] lr: 5.581e-04, eta: 0:46:04, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0284, loss: 0.0284 +2025-07-02 10:05:57,463 - pyskl - INFO - Epoch [136][900/1178] lr: 5.516e-04, eta: 0:45:48, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 +2025-07-02 10:06:13,123 - pyskl - INFO - Epoch [136][1000/1178] lr: 5.451e-04, eta: 0:45:31, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 +2025-07-02 10:06:28,830 - pyskl - INFO - Epoch [136][1100/1178] lr: 5.386e-04, eta: 0:45:15, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0310, loss: 0.0310 +2025-07-02 10:06:41,726 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-07-02 10:07:04,908 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:07:04,918 - pyskl - INFO - +top1_acc 0.9645 +top5_acc 0.9967 +2025-07-02 10:07:04,922 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_134.pth was removed +2025-07-02 10:07:05,040 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-07-02 10:07:05,041 - pyskl - INFO - Best top1_acc is 0.9645 at 136 epoch. +2025-07-02 10:07:05,041 - pyskl - INFO - Epoch(val) [136][169] top1_acc: 0.9645, top5_acc: 0.9967 +2025-07-02 10:07:42,630 - pyskl - INFO - Epoch [137][100/1178] lr: 5.272e-04, eta: 0:44:47, time: 0.376, data_time: 0.215, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0259, loss: 0.0259 +2025-07-02 10:07:58,353 - pyskl - INFO - Epoch [137][200/1178] lr: 5.208e-04, eta: 0:44:30, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0374, loss: 0.0374 +2025-07-02 10:08:14,027 - pyskl - INFO - Epoch [137][300/1178] lr: 5.145e-04, eta: 0:44:14, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0370, loss: 0.0370 +2025-07-02 10:08:29,655 - pyskl - INFO - Epoch [137][400/1178] lr: 5.082e-04, eta: 0:43:57, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0389, loss: 0.0389 +2025-07-02 10:08:45,306 - pyskl - INFO - Epoch [137][500/1178] lr: 5.019e-04, eta: 0:43:41, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2025-07-02 10:09:00,926 - pyskl - INFO - Epoch [137][600/1178] lr: 4.957e-04, eta: 0:43:24, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0225, loss: 0.0225 +2025-07-02 10:09:16,556 - pyskl - INFO - Epoch [137][700/1178] lr: 4.895e-04, eta: 0:43:08, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0239, loss: 0.0239 +2025-07-02 10:09:32,168 - pyskl - INFO - Epoch [137][800/1178] lr: 4.834e-04, eta: 0:42:51, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0336, loss: 0.0336 +2025-07-02 10:09:47,793 - pyskl - INFO - Epoch [137][900/1178] lr: 4.773e-04, eta: 0:42:35, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0299, loss: 0.0299 +2025-07-02 10:10:03,483 - pyskl - INFO - Epoch [137][1000/1178] lr: 4.712e-04, eta: 0:42:18, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0324, loss: 0.0324 +2025-07-02 10:10:19,164 - pyskl - INFO - Epoch [137][1100/1178] lr: 4.652e-04, eta: 0:42:02, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0280, loss: 0.0280 +2025-07-02 10:10:32,169 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-07-02 10:10:55,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:10:55,142 - pyskl - INFO - +top1_acc 0.9663 +top5_acc 0.9982 +2025-07-02 10:10:55,146 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_136.pth was removed +2025-07-02 10:10:55,268 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-07-02 10:10:55,269 - pyskl - INFO - Best top1_acc is 0.9663 at 137 epoch. +2025-07-02 10:10:55,269 - pyskl - INFO - Epoch(val) [137][169] top1_acc: 0.9663, top5_acc: 0.9982 +2025-07-02 10:11:32,660 - pyskl - INFO - Epoch [138][100/1178] lr: 4.546e-04, eta: 0:41:34, time: 0.374, data_time: 0.214, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193 +2025-07-02 10:11:48,344 - pyskl - INFO - Epoch [138][200/1178] lr: 4.487e-04, eta: 0:41:17, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 +2025-07-02 10:12:04,015 - pyskl - INFO - Epoch [138][300/1178] lr: 4.428e-04, eta: 0:41:01, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2025-07-02 10:12:19,672 - pyskl - INFO - Epoch [138][400/1178] lr: 4.369e-04, eta: 0:40:44, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0234, loss: 0.0234 +2025-07-02 10:12:35,326 - pyskl - INFO - Epoch [138][500/1178] lr: 4.311e-04, eta: 0:40:28, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0339, loss: 0.0339 +2025-07-02 10:12:50,999 - pyskl - INFO - Epoch [138][600/1178] lr: 4.254e-04, eta: 0:40:11, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0269, loss: 0.0269 +2025-07-02 10:13:06,671 - pyskl - INFO - Epoch [138][700/1178] lr: 4.196e-04, eta: 0:39:55, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2025-07-02 10:13:22,334 - pyskl - INFO - Epoch [138][800/1178] lr: 4.139e-04, eta: 0:39:38, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 0.0346, loss: 0.0346 +2025-07-02 10:13:38,007 - pyskl - INFO - Epoch [138][900/1178] lr: 4.083e-04, eta: 0:39:22, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 0.0248, loss: 0.0248 +2025-07-02 10:13:53,688 - pyskl - INFO - Epoch [138][1000/1178] lr: 4.027e-04, eta: 0:39:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0319, loss: 0.0319 +2025-07-02 10:14:09,404 - pyskl - INFO - Epoch [138][1100/1178] lr: 3.971e-04, eta: 0:38:49, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2025-07-02 10:14:22,282 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-07-02 10:14:45,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:14:45,513 - pyskl - INFO - +top1_acc 0.9619 +top5_acc 0.9970 +2025-07-02 10:14:45,514 - pyskl - INFO - Epoch(val) [138][169] top1_acc: 0.9619, top5_acc: 0.9970 +2025-07-02 10:15:23,489 - pyskl - INFO - Epoch [139][100/1178] lr: 3.873e-04, eta: 0:38:21, time: 0.380, data_time: 0.219, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0284, loss: 0.0284 +2025-07-02 10:15:39,146 - pyskl - INFO - Epoch [139][200/1178] lr: 3.818e-04, eta: 0:38:04, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2025-07-02 10:15:54,769 - pyskl - INFO - Epoch [139][300/1178] lr: 3.764e-04, eta: 0:37:48, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0251, loss: 0.0251 +2025-07-02 10:16:10,397 - pyskl - INFO - Epoch [139][400/1178] lr: 3.710e-04, eta: 0:37:31, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 +2025-07-02 10:16:26,020 - pyskl - INFO - Epoch [139][500/1178] lr: 3.656e-04, eta: 0:37:15, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0297, loss: 0.0297 +2025-07-02 10:16:41,619 - pyskl - INFO - Epoch [139][600/1178] lr: 3.603e-04, eta: 0:36:58, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0333, loss: 0.0333 +2025-07-02 10:16:57,262 - pyskl - INFO - Epoch [139][700/1178] lr: 3.550e-04, eta: 0:36:42, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0298, loss: 0.0298 +2025-07-02 10:17:12,883 - pyskl - INFO - Epoch [139][800/1178] lr: 3.498e-04, eta: 0:36:25, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 +2025-07-02 10:17:28,470 - pyskl - INFO - Epoch [139][900/1178] lr: 3.446e-04, eta: 0:36:09, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0439, loss: 0.0439 +2025-07-02 10:17:44,104 - pyskl - INFO - Epoch [139][1000/1178] lr: 3.394e-04, eta: 0:35:53, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2025-07-02 10:17:59,747 - pyskl - INFO - Epoch [139][1100/1178] lr: 3.343e-04, eta: 0:35:36, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0234, loss: 0.0234 +2025-07-02 10:18:12,611 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-07-02 10:18:36,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:18:36,177 - pyskl - INFO - +top1_acc 0.9660 +top5_acc 0.9978 +2025-07-02 10:18:36,178 - pyskl - INFO - Epoch(val) [139][169] top1_acc: 0.9660, top5_acc: 0.9978 +2025-07-02 10:19:13,692 - pyskl - INFO - Epoch [140][100/1178] lr: 3.253e-04, eta: 0:35:08, time: 0.375, data_time: 0.215, memory: 3566, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0231, loss: 0.0231 +2025-07-02 10:19:29,401 - pyskl - INFO - Epoch [140][200/1178] lr: 3.202e-04, eta: 0:34:51, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2025-07-02 10:19:45,110 - pyskl - INFO - Epoch [140][300/1178] lr: 3.153e-04, eta: 0:34:35, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0360, loss: 0.0360 +2025-07-02 10:20:00,783 - pyskl - INFO - Epoch [140][400/1178] lr: 3.103e-04, eta: 0:34:18, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191 +2025-07-02 10:20:16,471 - pyskl - INFO - Epoch [140][500/1178] lr: 3.054e-04, eta: 0:34:02, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2025-07-02 10:20:32,154 - pyskl - INFO - Epoch [140][600/1178] lr: 3.006e-04, eta: 0:33:45, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2025-07-02 10:20:47,799 - pyskl - INFO - Epoch [140][700/1178] lr: 2.957e-04, eta: 0:33:29, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2025-07-02 10:21:03,449 - pyskl - INFO - Epoch [140][800/1178] lr: 2.909e-04, eta: 0:33:12, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2025-07-02 10:21:19,099 - pyskl - INFO - Epoch [140][900/1178] lr: 2.862e-04, eta: 0:32:56, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2025-07-02 10:21:34,735 - pyskl - INFO - Epoch [140][1000/1178] lr: 2.815e-04, eta: 0:32:40, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 0.0276, loss: 0.0276 +2025-07-02 10:21:50,451 - pyskl - INFO - Epoch [140][1100/1178] lr: 2.768e-04, eta: 0:32:23, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2025-07-02 10:22:03,301 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-07-02 10:22:26,229 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:22:26,239 - pyskl - INFO - +top1_acc 0.9615 +top5_acc 0.9963 +2025-07-02 10:22:26,239 - pyskl - INFO - Epoch(val) [140][169] top1_acc: 0.9615, top5_acc: 0.9963 +2025-07-02 10:23:04,085 - pyskl - INFO - Epoch [141][100/1178] lr: 2.686e-04, eta: 0:31:55, time: 0.378, data_time: 0.218, memory: 3566, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2025-07-02 10:23:19,735 - pyskl - INFO - Epoch [141][200/1178] lr: 2.640e-04, eta: 0:31:38, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2025-07-02 10:23:35,517 - pyskl - INFO - Epoch [141][300/1178] lr: 2.595e-04, eta: 0:31:22, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0136, loss: 0.0136 +2025-07-02 10:23:51,207 - pyskl - INFO - Epoch [141][400/1178] lr: 2.550e-04, eta: 0:31:05, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2025-07-02 10:24:06,943 - pyskl - INFO - Epoch [141][500/1178] lr: 2.506e-04, eta: 0:30:49, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0195, loss: 0.0195 +2025-07-02 10:24:22,581 - pyskl - INFO - Epoch [141][600/1178] lr: 2.462e-04, eta: 0:30:32, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0252, loss: 0.0252 +2025-07-02 10:24:38,220 - pyskl - INFO - Epoch [141][700/1178] lr: 2.418e-04, eta: 0:30:16, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0153, loss: 0.0153 +2025-07-02 10:24:53,826 - pyskl - INFO - Epoch [141][800/1178] lr: 2.375e-04, eta: 0:29:59, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2025-07-02 10:25:09,511 - pyskl - INFO - Epoch [141][900/1178] lr: 2.332e-04, eta: 0:29:43, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 +2025-07-02 10:25:25,148 - pyskl - INFO - Epoch [141][1000/1178] lr: 2.289e-04, eta: 0:29:27, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 0.0246, loss: 0.0246 +2025-07-02 10:25:40,794 - pyskl - INFO - Epoch [141][1100/1178] lr: 2.247e-04, eta: 0:29:10, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2025-07-02 10:25:53,552 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-07-02 10:26:16,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:26:16,941 - pyskl - INFO - +top1_acc 0.9623 +top5_acc 0.9967 +2025-07-02 10:26:16,942 - pyskl - INFO - Epoch(val) [141][169] top1_acc: 0.9623, top5_acc: 0.9967 +2025-07-02 10:26:54,542 - pyskl - INFO - Epoch [142][100/1178] lr: 2.173e-04, eta: 0:28:41, time: 0.376, data_time: 0.216, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 +2025-07-02 10:27:10,431 - pyskl - INFO - Epoch [142][200/1178] lr: 2.132e-04, eta: 0:28:25, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0259, loss: 0.0259 +2025-07-02 10:27:26,059 - pyskl - INFO - Epoch [142][300/1178] lr: 2.091e-04, eta: 0:28:09, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0216, loss: 0.0216 +2025-07-02 10:27:41,713 - pyskl - INFO - Epoch [142][400/1178] lr: 2.051e-04, eta: 0:27:52, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2025-07-02 10:27:57,387 - pyskl - INFO - Epoch [142][500/1178] lr: 2.011e-04, eta: 0:27:36, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2025-07-02 10:28:13,070 - pyskl - INFO - Epoch [142][600/1178] lr: 1.972e-04, eta: 0:27:19, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 +2025-07-02 10:28:28,752 - pyskl - INFO - Epoch [142][700/1178] lr: 1.932e-04, eta: 0:27:03, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2025-07-02 10:28:44,556 - pyskl - INFO - Epoch [142][800/1178] lr: 1.894e-04, eta: 0:26:46, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0319, loss: 0.0319 +2025-07-02 10:29:00,310 - pyskl - INFO - Epoch [142][900/1178] lr: 1.855e-04, eta: 0:26:30, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0246, loss: 0.0246 +2025-07-02 10:29:16,183 - pyskl - INFO - Epoch [142][1000/1178] lr: 1.817e-04, eta: 0:26:14, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0260, loss: 0.0260 +2025-07-02 10:29:32,072 - pyskl - INFO - Epoch [142][1100/1178] lr: 1.780e-04, eta: 0:25:57, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 +2025-07-02 10:29:45,072 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-07-02 10:30:08,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:30:08,521 - pyskl - INFO - +top1_acc 0.9615 +top5_acc 0.9978 +2025-07-02 10:30:08,521 - pyskl - INFO - Epoch(val) [142][169] top1_acc: 0.9615, top5_acc: 0.9978 +2025-07-02 10:30:46,383 - pyskl - INFO - Epoch [143][100/1178] lr: 1.714e-04, eta: 0:25:28, time: 0.379, data_time: 0.218, memory: 3566, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 +2025-07-02 10:31:02,033 - pyskl - INFO - Epoch [143][200/1178] lr: 1.678e-04, eta: 0:25:12, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2025-07-02 10:31:17,693 - pyskl - INFO - Epoch [143][300/1178] lr: 1.641e-04, eta: 0:24:56, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0312, loss: 0.0312 +2025-07-02 10:31:33,346 - pyskl - INFO - Epoch [143][400/1178] lr: 1.606e-04, eta: 0:24:39, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 +2025-07-02 10:31:49,053 - pyskl - INFO - Epoch [143][500/1178] lr: 1.570e-04, eta: 0:24:23, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0233, loss: 0.0233 +2025-07-02 10:32:04,902 - pyskl - INFO - Epoch [143][600/1178] lr: 1.535e-04, eta: 0:24:06, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2025-07-02 10:32:20,796 - pyskl - INFO - Epoch [143][700/1178] lr: 1.501e-04, eta: 0:23:50, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0353, loss: 0.0353 +2025-07-02 10:32:36,494 - pyskl - INFO - Epoch [143][800/1178] lr: 1.467e-04, eta: 0:23:33, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2025-07-02 10:32:52,139 - pyskl - INFO - Epoch [143][900/1178] lr: 1.433e-04, eta: 0:23:17, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2025-07-02 10:33:07,810 - pyskl - INFO - Epoch [143][1000/1178] lr: 1.400e-04, eta: 0:23:01, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2025-07-02 10:33:23,659 - pyskl - INFO - Epoch [143][1100/1178] lr: 1.367e-04, eta: 0:22:44, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0165, loss: 0.0165 +2025-07-02 10:33:36,497 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-07-02 10:33:59,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:33:59,619 - pyskl - INFO - +top1_acc 0.9615 +top5_acc 0.9978 +2025-07-02 10:33:59,619 - pyskl - INFO - Epoch(val) [143][169] top1_acc: 0.9615, top5_acc: 0.9978 +2025-07-02 10:34:37,338 - pyskl - INFO - Epoch [144][100/1178] lr: 1.309e-04, eta: 0:22:15, time: 0.377, data_time: 0.216, memory: 3566, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0227, loss: 0.0227 +2025-07-02 10:34:53,107 - pyskl - INFO - Epoch [144][200/1178] lr: 1.277e-04, eta: 0:21:59, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 +2025-07-02 10:35:08,850 - pyskl - INFO - Epoch [144][300/1178] lr: 1.246e-04, eta: 0:21:42, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2025-07-02 10:35:24,567 - pyskl - INFO - Epoch [144][400/1178] lr: 1.215e-04, eta: 0:21:26, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 +2025-07-02 10:35:40,263 - pyskl - INFO - Epoch [144][500/1178] lr: 1.184e-04, eta: 0:21:10, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0232, loss: 0.0232 +2025-07-02 10:35:56,021 - pyskl - INFO - Epoch [144][600/1178] lr: 1.154e-04, eta: 0:20:53, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2025-07-02 10:36:11,767 - pyskl - INFO - Epoch [144][700/1178] lr: 1.124e-04, eta: 0:20:37, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0288, loss: 0.0288 +2025-07-02 10:36:27,584 - pyskl - INFO - Epoch [144][800/1178] lr: 1.094e-04, eta: 0:20:20, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2025-07-02 10:36:43,409 - pyskl - INFO - Epoch [144][900/1178] lr: 1.065e-04, eta: 0:20:04, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0292, loss: 0.0292 +2025-07-02 10:36:59,200 - pyskl - INFO - Epoch [144][1000/1178] lr: 1.036e-04, eta: 0:19:48, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2025-07-02 10:37:14,761 - pyskl - INFO - Epoch [144][1100/1178] lr: 1.008e-04, eta: 0:19:31, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0152, loss: 0.0152 +2025-07-02 10:37:27,558 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-07-02 10:37:50,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:37:50,281 - pyskl - INFO - +top1_acc 0.9638 +top5_acc 0.9974 +2025-07-02 10:37:50,281 - pyskl - INFO - Epoch(val) [144][169] top1_acc: 0.9638, top5_acc: 0.9974 +2025-07-02 10:38:28,066 - pyskl - INFO - Epoch [145][100/1178] lr: 9.583e-05, eta: 0:19:02, time: 0.378, data_time: 0.217, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0290, loss: 0.0290 +2025-07-02 10:38:43,927 - pyskl - INFO - Epoch [145][200/1178] lr: 9.310e-05, eta: 0:18:46, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0317, loss: 0.0317 +2025-07-02 10:38:59,967 - pyskl - INFO - Epoch [145][300/1178] lr: 9.041e-05, eta: 0:18:29, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0255, loss: 0.0255 +2025-07-02 10:39:16,201 - pyskl - INFO - Epoch [145][400/1178] lr: 8.776e-05, eta: 0:18:13, time: 0.162, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0276, loss: 0.0276 +2025-07-02 10:39:31,995 - pyskl - INFO - Epoch [145][500/1178] lr: 8.516e-05, eta: 0:17:57, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 +2025-07-02 10:39:47,787 - pyskl - INFO - Epoch [145][600/1178] lr: 8.259e-05, eta: 0:17:40, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0267, loss: 0.0267 +2025-07-02 10:40:03,679 - pyskl - INFO - Epoch [145][700/1178] lr: 8.005e-05, eta: 0:17:24, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2025-07-02 10:40:19,509 - pyskl - INFO - Epoch [145][800/1178] lr: 7.756e-05, eta: 0:17:07, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0306, loss: 0.0306 +2025-07-02 10:40:35,212 - pyskl - INFO - Epoch [145][900/1178] lr: 7.511e-05, eta: 0:16:51, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0203, loss: 0.0203 +2025-07-02 10:40:50,989 - pyskl - INFO - Epoch [145][1000/1178] lr: 7.270e-05, eta: 0:16:34, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0279, loss: 0.0279 +2025-07-02 10:41:06,825 - pyskl - INFO - Epoch [145][1100/1178] lr: 7.032e-05, eta: 0:16:18, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2025-07-02 10:41:19,660 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-07-02 10:41:42,775 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:41:42,785 - pyskl - INFO - +top1_acc 0.9652 +top5_acc 0.9970 +2025-07-02 10:41:42,785 - pyskl - INFO - Epoch(val) [145][169] top1_acc: 0.9652, top5_acc: 0.9970 +2025-07-02 10:42:20,696 - pyskl - INFO - Epoch [146][100/1178] lr: 6.620e-05, eta: 0:15:49, time: 0.379, data_time: 0.216, memory: 3566, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2025-07-02 10:42:36,481 - pyskl - INFO - Epoch [146][200/1178] lr: 6.393e-05, eta: 0:15:33, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0429, loss: 0.0429 +2025-07-02 10:42:52,151 - pyskl - INFO - Epoch [146][300/1178] lr: 6.171e-05, eta: 0:15:16, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0130, loss: 0.0130 +2025-07-02 10:43:07,699 - pyskl - INFO - Epoch [146][400/1178] lr: 5.952e-05, eta: 0:15:00, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2025-07-02 10:43:23,271 - pyskl - INFO - Epoch [146][500/1178] lr: 5.737e-05, eta: 0:14:43, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2025-07-02 10:43:38,826 - pyskl - INFO - Epoch [146][600/1178] lr: 5.527e-05, eta: 0:14:27, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2025-07-02 10:43:54,323 - pyskl - INFO - Epoch [146][700/1178] lr: 5.320e-05, eta: 0:14:11, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0247, loss: 0.0247 +2025-07-02 10:44:09,801 - pyskl - INFO - Epoch [146][800/1178] lr: 5.117e-05, eta: 0:13:54, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0271, loss: 0.0271 +2025-07-02 10:44:25,287 - pyskl - INFO - Epoch [146][900/1178] lr: 4.918e-05, eta: 0:13:38, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2025-07-02 10:44:40,803 - pyskl - INFO - Epoch [146][1000/1178] lr: 4.723e-05, eta: 0:13:21, time: 0.155, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2025-07-02 10:44:56,407 - pyskl - INFO - Epoch [146][1100/1178] lr: 4.532e-05, eta: 0:13:05, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2025-07-02 10:45:09,221 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-07-02 10:45:32,190 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:45:32,200 - pyskl - INFO - +top1_acc 0.9630 +top5_acc 0.9978 +2025-07-02 10:45:32,200 - pyskl - INFO - Epoch(val) [146][169] top1_acc: 0.9630, top5_acc: 0.9978 +2025-07-02 10:46:09,947 - pyskl - INFO - Epoch [147][100/1178] lr: 4.202e-05, eta: 0:12:36, time: 0.377, data_time: 0.216, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0282, loss: 0.0282 +2025-07-02 10:46:25,825 - pyskl - INFO - Epoch [147][200/1178] lr: 4.022e-05, eta: 0:12:20, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2025-07-02 10:46:41,589 - pyskl - INFO - Epoch [147][300/1178] lr: 3.845e-05, eta: 0:12:03, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0227, loss: 0.0227 +2025-07-02 10:46:57,275 - pyskl - INFO - Epoch [147][400/1178] lr: 3.673e-05, eta: 0:11:47, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2025-07-02 10:47:13,036 - pyskl - INFO - Epoch [147][500/1178] lr: 3.505e-05, eta: 0:11:30, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 +2025-07-02 10:47:28,789 - pyskl - INFO - Epoch [147][600/1178] lr: 3.341e-05, eta: 0:11:14, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0176, loss: 0.0176 +2025-07-02 10:47:44,564 - pyskl - INFO - Epoch [147][700/1178] lr: 3.180e-05, eta: 0:10:57, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2025-07-02 10:48:00,274 - pyskl - INFO - Epoch [147][800/1178] lr: 3.024e-05, eta: 0:10:41, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0231, loss: 0.0231 +2025-07-02 10:48:15,960 - pyskl - INFO - Epoch [147][900/1178] lr: 2.871e-05, eta: 0:10:25, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0215, loss: 0.0215 +2025-07-02 10:48:31,676 - pyskl - INFO - Epoch [147][1000/1178] lr: 2.723e-05, eta: 0:10:08, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2025-07-02 10:48:47,314 - pyskl - INFO - Epoch [147][1100/1178] lr: 2.578e-05, eta: 0:09:52, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2025-07-02 10:49:00,174 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-07-02 10:49:23,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:49:23,485 - pyskl - INFO - +top1_acc 0.9619 +top5_acc 0.9978 +2025-07-02 10:49:23,486 - pyskl - INFO - Epoch(val) [147][169] top1_acc: 0.9619, top5_acc: 0.9978 +2025-07-02 10:50:01,648 - pyskl - INFO - Epoch [148][100/1178] lr: 2.330e-05, eta: 0:09:23, time: 0.382, data_time: 0.222, memory: 3566, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0178, loss: 0.0178 +2025-07-02 10:50:17,270 - pyskl - INFO - Epoch [148][200/1178] lr: 2.197e-05, eta: 0:09:06, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2025-07-02 10:50:32,904 - pyskl - INFO - Epoch [148][300/1178] lr: 2.067e-05, eta: 0:08:50, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0199, loss: 0.0199 +2025-07-02 10:50:48,546 - pyskl - INFO - Epoch [148][400/1178] lr: 1.941e-05, eta: 0:08:34, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0209, loss: 0.0209 +2025-07-02 10:51:04,379 - pyskl - INFO - Epoch [148][500/1178] lr: 1.819e-05, eta: 0:08:17, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 +2025-07-02 10:51:20,340 - pyskl - INFO - Epoch [148][600/1178] lr: 1.701e-05, eta: 0:08:01, time: 0.160, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2025-07-02 10:51:36,227 - pyskl - INFO - Epoch [148][700/1178] lr: 1.588e-05, eta: 0:07:44, time: 0.159, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2025-07-02 10:51:52,022 - pyskl - INFO - Epoch [148][800/1178] lr: 1.478e-05, eta: 0:07:28, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 +2025-07-02 10:52:07,837 - pyskl - INFO - Epoch [148][900/1178] lr: 1.371e-05, eta: 0:07:11, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.0274, loss: 0.0274 +2025-07-02 10:52:23,610 - pyskl - INFO - Epoch [148][1000/1178] lr: 1.269e-05, eta: 0:06:55, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0305, loss: 0.0305 +2025-07-02 10:52:39,323 - pyskl - INFO - Epoch [148][1100/1178] lr: 1.171e-05, eta: 0:06:39, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0164, loss: 0.0164 +2025-07-02 10:52:52,161 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-07-02 10:53:15,612 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:53:15,622 - pyskl - INFO - +top1_acc 0.9608 +top5_acc 0.9970 +2025-07-02 10:53:15,623 - pyskl - INFO - Epoch(val) [148][169] top1_acc: 0.9608, top5_acc: 0.9970 +2025-07-02 10:53:53,889 - pyskl - INFO - Epoch [149][100/1178] lr: 1.006e-05, eta: 0:06:10, time: 0.383, data_time: 0.222, memory: 3566, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2025-07-02 10:54:09,585 - pyskl - INFO - Epoch [149][200/1178] lr: 9.191e-06, eta: 0:05:53, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2025-07-02 10:54:25,261 - pyskl - INFO - Epoch [149][300/1178] lr: 8.358e-06, eta: 0:05:37, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2025-07-02 10:54:40,872 - pyskl - INFO - Epoch [149][400/1178] lr: 7.566e-06, eta: 0:05:20, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2025-07-02 10:54:56,552 - pyskl - INFO - Epoch [149][500/1178] lr: 6.812e-06, eta: 0:05:04, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0256, loss: 0.0256 +2025-07-02 10:55:12,233 - pyskl - INFO - Epoch [149][600/1178] lr: 6.098e-06, eta: 0:04:48, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2025-07-02 10:55:27,911 - pyskl - INFO - Epoch [149][700/1178] lr: 5.424e-06, eta: 0:04:31, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2025-07-02 10:55:43,572 - pyskl - INFO - Epoch [149][800/1178] lr: 4.789e-06, eta: 0:04:15, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2025-07-02 10:55:59,248 - pyskl - INFO - Epoch [149][900/1178] lr: 4.194e-06, eta: 0:03:58, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 0.0325, loss: 0.0325 +2025-07-02 10:56:14,916 - pyskl - INFO - Epoch [149][1000/1178] lr: 3.638e-06, eta: 0:03:42, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0241, loss: 0.0241 +2025-07-02 10:56:30,601 - pyskl - INFO - Epoch [149][1100/1178] lr: 3.121e-06, eta: 0:03:25, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2025-07-02 10:56:43,539 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-07-02 10:57:07,324 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 10:57:07,335 - pyskl - INFO - +top1_acc 0.9649 +top5_acc 0.9978 +2025-07-02 10:57:07,335 - pyskl - INFO - Epoch(val) [149][169] top1_acc: 0.9649, top5_acc: 0.9978 +2025-07-02 10:57:44,941 - pyskl - INFO - Epoch [150][100/1178] lr: 2.300e-06, eta: 0:02:56, time: 0.376, data_time: 0.216, memory: 3566, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0246, loss: 0.0246 +2025-07-02 10:58:00,652 - pyskl - INFO - Epoch [150][200/1178] lr: 1.893e-06, eta: 0:02:40, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0200, loss: 0.0200 +2025-07-02 10:58:16,296 - pyskl - INFO - Epoch [150][300/1178] lr: 1.526e-06, eta: 0:02:24, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2025-07-02 10:58:31,894 - pyskl - INFO - Epoch [150][400/1178] lr: 1.199e-06, eta: 0:02:07, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2025-07-02 10:58:47,618 - pyskl - INFO - Epoch [150][500/1178] lr: 9.108e-07, eta: 0:01:51, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0308, loss: 0.0308 +2025-07-02 10:59:03,306 - pyskl - INFO - Epoch [150][600/1178] lr: 6.623e-07, eta: 0:01:34, time: 0.157, data_time: 0.000, memory: 3566, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2025-07-02 10:59:19,368 - pyskl - INFO - Epoch [150][700/1178] lr: 4.533e-07, eta: 0:01:18, time: 0.161, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2025-07-02 10:59:35,200 - pyskl - INFO - Epoch [150][800/1178] lr: 2.838e-07, eta: 0:01:02, time: 0.158, data_time: 0.000, memory: 3566, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0289, loss: 0.0289 +2025-07-02 10:59:50,843 - pyskl - INFO - Epoch [150][900/1178] lr: 1.538e-07, eta: 0:00:45, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0250, loss: 0.0250 +2025-07-02 11:00:06,458 - pyskl - INFO - Epoch [150][1000/1178] lr: 6.330e-08, eta: 0:00:29, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0307, loss: 0.0307 +2025-07-02 11:00:22,106 - pyskl - INFO - Epoch [150][1100/1178] lr: 1.233e-08, eta: 0:00:12, time: 0.156, data_time: 0.000, memory: 3566, top1_acc: 0.9950, top5_acc: 0.9975, loss_cls: 0.0211, loss: 0.0211 +2025-07-02 11:00:35,117 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-07-02 11:00:57,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-07-02 11:00:57,554 - pyskl - INFO - +top1_acc 0.9601 +top5_acc 0.9982 +2025-07-02 11:00:57,554 - pyskl - INFO - Epoch(val) [150][169] top1_acc: 0.9601, top5_acc: 0.9982 +2025-07-02 11:01:04,291 - pyskl - INFO - 2704 videos remain after valid thresholding +2025-07-02 11:02:30,012 - pyskl - INFO - Testing results of the last checkpoint +2025-07-02 11:02:30,012 - pyskl - INFO - top1_acc: 0.9608 +2025-07-02 11:02:30,012 - pyskl - INFO - top5_acc: 0.9978 +2025-07-02 11:02:30,013 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/pku_mmd_xsub/b_2/best_top1_acc_epoch_137.pth +2025-07-02 11:03:55,369 - pyskl - INFO - Testing results of the best checkpoint +2025-07-02 11:03:55,370 - pyskl - INFO - top1_acc: 0.9652 +2025-07-02 11:03:55,370 - pyskl - INFO - top5_acc: 0.9982