2023-12-27 20:35:28,440 - pyskl - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] CUDA available: True GPU 0: NVIDIA GeForce RTX 3080 CUDA_HOME: /usr NVCC: Cuda compilation tools, release 10.1, V10.1.24 GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.2) 9.4.0 PyTorch: 1.11.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.3 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 - CuDNN 8.2 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.12.0 OpenCV: 4.8.1 MMCV: 1.5.0 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: 11.3 pyskl: 0.1.0+ ------------------------------------------------------------ 2023-12-27 20:35:29,243 - pyskl - INFO - Config: modality = 'j' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu120_xsub/j_2' model = dict( type='RecognizerGCN_7_1_1', backbone=dict( type='GCN_7_1_2', 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_7_4_2', num_classes=120, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), dict(type='GenSkeFeat', feats=['j']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] val_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['j']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] test_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['j']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type='PoseDataset', ann_file= '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), dict(type='GenSkeFeat', feats=['j']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_train'), val=dict( type='PoseDataset', ann_file= '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['j']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_val'), test=dict( type='PoseDataset', ann_file= '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['j']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_val')) optimizer = dict( type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) optimizer_config = dict(grad_clip=None) lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) total_epochs = 150 checkpoint_config = dict(interval=1) evaluation = dict(interval=1, metrics=['top_k_accuracy']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') gpu_ids = range(0, 1) 2023-12-27 20:35:29,243 - pyskl - INFO - Set random seed to 841214348, deterministic: False 2023-12-27 20:35:41,014 - pyskl - INFO - 63026 videos remain after valid thresholding 2023-12-27 20:35:58,361 - pyskl - INFO - 50919 videos remain after valid thresholding 2023-12-27 20:35:58,419 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2 2023-12-27 20:35:58,420 - pyskl - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) DistSamplerSeedHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-12-27 20:35:58,427 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-27 20:35:58,427 - pyskl - INFO - Checkpoints will be saved to /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2 by HardDiskBackend. 2023-12-27 20:36:58,338 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 4 days, 2:19:24, time: 0.599, data_time: 0.331, memory: 5251, top1_acc: 0.0125, top5_acc: 0.0875, loss_cls: 6.7014, loss: 6.7014 2023-12-27 20:37:23,234 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 2 days, 21:34:46, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.0325, top5_acc: 0.1375, loss_cls: 6.3656, loss: 6.3656 2023-12-27 20:37:48,389 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 2 days, 12:08:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.0387, top5_acc: 0.1669, loss_cls: 6.2246, loss: 6.2246 2023-12-27 20:38:13,614 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 2 days, 7:26:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.0425, top5_acc: 0.1787, loss_cls: 6.1624, loss: 6.1624 2023-12-27 20:38:38,919 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 2 days, 4:38:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.0512, top5_acc: 0.2144, loss_cls: 6.0888, loss: 6.0888 2023-12-27 20:39:04,393 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 2 days, 2:49:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.0719, top5_acc: 0.2412, loss_cls: 6.1766, loss: 6.1766 2023-12-27 20:39:29,757 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 2 days, 1:29:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.0806, top5_acc: 0.2669, loss_cls: 6.6712, loss: 6.6712 2023-12-27 20:39:55,235 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 2 days, 0:31:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.0669, top5_acc: 0.2575, loss_cls: 6.9447, loss: 6.9447 2023-12-27 20:40:20,392 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 1 day, 23:42:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.0844, top5_acc: 0.2994, loss_cls: 6.8072, loss: 6.8072 2023-12-27 20:40:45,680 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 1 day, 23:04:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.0931, top5_acc: 0.3237, loss_cls: 6.7081, loss: 6.7081 2023-12-27 20:41:11,148 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 1 day, 22:34:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.1031, top5_acc: 0.3344, loss_cls: 6.4382, loss: 6.4382 2023-12-27 20:41:36,390 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 1 day, 22:08:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.1225, top5_acc: 0.3713, loss_cls: 6.3032, loss: 6.3032 2023-12-27 20:42:02,444 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 1 day, 21:51:54, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.1194, top5_acc: 0.3806, loss_cls: 6.2704, loss: 6.2704 2023-12-27 20:42:27,527 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 1 day, 21:30:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.1294, top5_acc: 0.3962, loss_cls: 6.1331, loss: 6.1331 2023-12-27 20:42:53,569 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 1 day, 21:19:02, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.1506, top5_acc: 0.4437, loss_cls: 5.8620, loss: 5.8620 2023-12-27 20:43:19,991 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 1 day, 21:10:52, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.1694, top5_acc: 0.4394, loss_cls: 5.7704, loss: 5.7704 2023-12-27 20:43:45,849 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 1 day, 21:00:22, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.1569, top5_acc: 0.4494, loss_cls: 5.6829, loss: 5.6829 2023-12-27 20:44:11,523 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 1 day, 20:49:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.1781, top5_acc: 0.4825, loss_cls: 5.5241, loss: 5.5241 2023-12-27 20:44:38,042 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 1 day, 20:44:59, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.1781, top5_acc: 0.5138, loss_cls: 5.3976, loss: 5.3976 2023-12-27 20:45:04,570 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 1 day, 20:40:31, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.1800, top5_acc: 0.4988, loss_cls: 5.3619, loss: 5.3619 2023-12-27 20:45:31,078 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 1 day, 20:36:19, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.2056, top5_acc: 0.5075, loss_cls: 5.2383, loss: 5.2383 2023-12-27 20:45:57,575 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 1 day, 20:32:26, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.2181, top5_acc: 0.5519, loss_cls: 5.0229, loss: 5.0229 2023-12-27 20:46:24,079 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 1 day, 20:28:52, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.2300, top5_acc: 0.5763, loss_cls: 4.9970, loss: 4.9970 2023-12-27 20:46:50,579 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 1 day, 20:25:32, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.2394, top5_acc: 0.5944, loss_cls: 4.9628, loss: 4.9628 2023-12-27 20:47:17,075 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 1 day, 20:22:26, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.2525, top5_acc: 0.5850, loss_cls: 4.8486, loss: 4.8486 2023-12-27 20:47:43,576 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 1 day, 20:19:33, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.2694, top5_acc: 0.6044, loss_cls: 4.8000, loss: 4.8000 2023-12-27 20:48:09,878 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 1 day, 20:16:07, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.2863, top5_acc: 0.6250, loss_cls: 4.6992, loss: 4.6992 2023-12-27 20:48:35,262 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 1 day, 20:09:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.3131, top5_acc: 0.6644, loss_cls: 4.5430, loss: 4.5430 2023-12-27 20:49:00,414 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 1 day, 20:02:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.2769, top5_acc: 0.6550, loss_cls: 4.6489, loss: 4.6489 2023-12-27 20:49:25,663 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 1 day, 19:56:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.2963, top5_acc: 0.6562, loss_cls: 4.5332, loss: 4.5332 2023-12-27 20:49:50,967 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 1 day, 19:51:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.3075, top5_acc: 0.6494, loss_cls: 4.5101, loss: 4.5101 2023-12-27 20:50:16,355 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 1 day, 19:46:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.3150, top5_acc: 0.6675, loss_cls: 4.4979, loss: 4.4979 2023-12-27 20:50:42,797 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 1 day, 19:44:51, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.3431, top5_acc: 0.7037, loss_cls: 4.3466, loss: 4.3466 2023-12-27 20:51:09,391 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 1 day, 19:43:49, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.3275, top5_acc: 0.7019, loss_cls: 4.3758, loss: 4.3758 2023-12-27 20:51:34,949 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 1 day, 19:39:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.3406, top5_acc: 0.6913, loss_cls: 4.3650, loss: 4.3650 2023-12-27 20:52:00,079 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 1 day, 19:35:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.3544, top5_acc: 0.7044, loss_cls: 4.2873, loss: 4.2873 2023-12-27 20:52:25,806 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 1 day, 19:31:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.3412, top5_acc: 0.7100, loss_cls: 4.3080, loss: 4.3080 2023-12-27 20:52:51,143 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 1 day, 19:28:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.3519, top5_acc: 0.7150, loss_cls: 4.2867, loss: 4.2867 2023-12-27 20:53:17,018 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 1 day, 19:25:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.3713, top5_acc: 0.7212, loss_cls: 4.2284, loss: 4.2284 2023-12-27 20:53:28,005 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-27 20:57:19,802 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 20:57:20,317 - pyskl - INFO - top1_acc 0.3361 top5_acc 0.7089 2023-12-27 20:57:20,569 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-27 20:57:20,571 - pyskl - INFO - Best top1_acc is 0.3361 at 1 epoch. 2023-12-27 20:57:20,594 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.3361, top5_acc: 0.7089 2023-12-27 20:58:17,789 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 1 day, 20:13:16, time: 0.572, data_time: 0.318, memory: 5251, top1_acc: 0.3756, top5_acc: 0.7500, loss_cls: 4.1046, loss: 4.1046 2023-12-27 20:58:43,204 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 1 day, 20:08:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.3812, top5_acc: 0.7494, loss_cls: 4.1021, loss: 4.1021 2023-12-27 20:59:08,576 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 1 day, 20:04:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.3862, top5_acc: 0.7431, loss_cls: 4.0626, loss: 4.0626 2023-12-27 20:59:34,133 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 1 day, 20:00:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.4000, top5_acc: 0.7588, loss_cls: 4.0040, loss: 4.0040 2023-12-27 20:59:59,565 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 1 day, 19:56:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.3762, top5_acc: 0.7738, loss_cls: 3.9785, loss: 3.9785 2023-12-27 21:00:24,855 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 1 day, 19:52:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4338, top5_acc: 0.7837, loss_cls: 3.9076, loss: 3.9076 2023-12-27 21:00:50,305 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 1 day, 19:49:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4269, top5_acc: 0.7719, loss_cls: 3.9634, loss: 3.9634 2023-12-27 21:01:15,685 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 1 day, 19:45:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4256, top5_acc: 0.7819, loss_cls: 3.9015, loss: 3.9015 2023-12-27 21:01:40,925 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 1 day, 19:41:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.4025, top5_acc: 0.7631, loss_cls: 4.0056, loss: 4.0056 2023-12-27 21:02:06,360 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 1 day, 19:38:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4562, top5_acc: 0.7800, loss_cls: 3.8565, loss: 3.8565 2023-12-27 21:02:31,668 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 1 day, 19:35:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4525, top5_acc: 0.8019, loss_cls: 3.8005, loss: 3.8005 2023-12-27 21:02:57,075 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 1 day, 19:32:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4450, top5_acc: 0.7887, loss_cls: 3.8950, loss: 3.8950 2023-12-27 21:03:22,525 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 1 day, 19:29:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4738, top5_acc: 0.8050, loss_cls: 3.7683, loss: 3.7683 2023-12-27 21:03:47,870 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 1 day, 19:26:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4619, top5_acc: 0.8013, loss_cls: 3.8045, loss: 3.8045 2023-12-27 21:04:13,129 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 1 day, 19:23:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4469, top5_acc: 0.7831, loss_cls: 3.8767, loss: 3.8767 2023-12-27 21:04:38,459 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 1 day, 19:20:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4713, top5_acc: 0.7881, loss_cls: 3.8043, loss: 3.8043 2023-12-27 21:05:03,809 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 1 day, 19:17:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4425, top5_acc: 0.7987, loss_cls: 3.8567, loss: 3.8567 2023-12-27 21:05:29,087 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 1 day, 19:14:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4562, top5_acc: 0.8037, loss_cls: 3.7538, loss: 3.7538 2023-12-27 21:05:54,472 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 1 day, 19:12:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4856, top5_acc: 0.8156, loss_cls: 3.7086, loss: 3.7086 2023-12-27 21:06:19,957 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 1 day, 19:10:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.4694, top5_acc: 0.8019, loss_cls: 3.7475, loss: 3.7475 2023-12-27 21:06:45,441 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 1 day, 19:08:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.4944, top5_acc: 0.8281, loss_cls: 3.6905, loss: 3.6905 2023-12-27 21:07:10,807 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 1 day, 19:05:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4694, top5_acc: 0.7956, loss_cls: 3.7994, loss: 3.7994 2023-12-27 21:07:36,120 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 1 day, 19:03:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4769, top5_acc: 0.8119, loss_cls: 3.7419, loss: 3.7419 2023-12-27 21:08:01,405 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 1 day, 19:01:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4800, top5_acc: 0.8087, loss_cls: 3.6829, loss: 3.6829 2023-12-27 21:08:26,747 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 1 day, 18:58:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5025, top5_acc: 0.8125, loss_cls: 3.6476, loss: 3.6476 2023-12-27 21:08:52,088 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 1 day, 18:56:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4775, top5_acc: 0.8150, loss_cls: 3.6777, loss: 3.6777 2023-12-27 21:09:17,637 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 1 day, 18:55:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5075, top5_acc: 0.8263, loss_cls: 3.5830, loss: 3.5830 2023-12-27 21:09:43,501 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 1 day, 18:53:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.5025, top5_acc: 0.8444, loss_cls: 3.5952, loss: 3.5952 2023-12-27 21:10:08,887 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 1 day, 18:51:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5094, top5_acc: 0.8425, loss_cls: 3.6106, loss: 3.6106 2023-12-27 21:10:34,421 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 1 day, 18:50:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.4881, top5_acc: 0.8244, loss_cls: 3.6251, loss: 3.6251 2023-12-27 21:10:59,794 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 1 day, 18:48:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5044, top5_acc: 0.8387, loss_cls: 3.5001, loss: 3.5001 2023-12-27 21:11:25,194 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 1 day, 18:46:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4894, top5_acc: 0.8181, loss_cls: 3.4267, loss: 3.4267 2023-12-27 21:11:50,510 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 1 day, 18:44:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5019, top5_acc: 0.8337, loss_cls: 3.4533, loss: 3.4533 2023-12-27 21:12:15,796 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 1 day, 18:42:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5281, top5_acc: 0.8419, loss_cls: 3.3348, loss: 3.3348 2023-12-27 21:12:41,055 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 1 day, 18:40:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5325, top5_acc: 0.8356, loss_cls: 3.3121, loss: 3.3121 2023-12-27 21:13:06,536 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 1 day, 18:39:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5000, top5_acc: 0.8444, loss_cls: 3.2674, loss: 3.2674 2023-12-27 21:13:32,157 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 1 day, 18:38:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.4925, top5_acc: 0.8269, loss_cls: 3.2850, loss: 3.2850 2023-12-27 21:13:57,951 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 1 day, 18:36:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.4994, top5_acc: 0.8337, loss_cls: 3.2220, loss: 3.2220 2023-12-27 21:14:23,858 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 1 day, 18:36:00, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.5387, top5_acc: 0.8519, loss_cls: 3.1089, loss: 3.1089 2023-12-27 21:14:34,779 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-27 21:18:25,691 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 21:18:26,215 - pyskl - INFO - top1_acc 0.4933 top5_acc 0.8194 2023-12-27 21:18:26,221 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_1.pth was removed 2023-12-27 21:18:26,447 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-27 21:18:26,449 - pyskl - INFO - Best top1_acc is 0.4933 at 2 epoch. 2023-12-27 21:18:26,471 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.4933, top5_acc: 0.8194 2023-12-27 21:19:21,955 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 1 day, 18:58:06, time: 0.555, data_time: 0.302, memory: 5251, top1_acc: 0.5212, top5_acc: 0.8531, loss_cls: 3.0566, loss: 3.0566 2023-12-27 21:19:47,073 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 1 day, 18:55:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5394, top5_acc: 0.8450, loss_cls: 3.0790, loss: 3.0790 2023-12-27 21:20:12,449 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 1 day, 18:54:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5656, top5_acc: 0.8688, loss_cls: 2.9460, loss: 2.9460 2023-12-27 21:20:38,101 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 1 day, 18:52:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.5550, top5_acc: 0.8656, loss_cls: 2.9053, loss: 2.9053 2023-12-27 21:21:03,448 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 1 day, 18:50:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5394, top5_acc: 0.8581, loss_cls: 2.9413, loss: 2.9413 2023-12-27 21:21:28,947 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 1 day, 18:49:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5663, top5_acc: 0.8700, loss_cls: 2.8196, loss: 2.8196 2023-12-27 21:21:54,277 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 1 day, 18:47:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5537, top5_acc: 0.8569, loss_cls: 2.8470, loss: 2.8470 2023-12-27 21:22:19,683 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 1 day, 18:46:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5575, top5_acc: 0.8669, loss_cls: 2.8221, loss: 2.8221 2023-12-27 21:22:45,256 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 1 day, 18:44:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.5556, top5_acc: 0.8619, loss_cls: 2.7683, loss: 2.7683 2023-12-27 21:23:10,593 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 1 day, 18:43:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5694, top5_acc: 0.8681, loss_cls: 2.7061, loss: 2.7061 2023-12-27 21:23:36,090 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 1 day, 18:41:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5650, top5_acc: 0.8675, loss_cls: 2.6838, loss: 2.6838 2023-12-27 21:24:01,718 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 1 day, 18:40:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.5587, top5_acc: 0.8656, loss_cls: 2.7366, loss: 2.7366 2023-12-27 21:24:27,360 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 1 day, 18:39:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.5875, top5_acc: 0.8769, loss_cls: 2.6171, loss: 2.6171 2023-12-27 21:24:52,706 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 1 day, 18:37:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5619, top5_acc: 0.8588, loss_cls: 2.6960, loss: 2.6960 2023-12-27 21:25:18,005 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 1 day, 18:35:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5581, top5_acc: 0.8569, loss_cls: 2.6935, loss: 2.6935 2023-12-27 21:25:43,407 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 1 day, 18:34:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5613, top5_acc: 0.8800, loss_cls: 2.5965, loss: 2.5965 2023-12-27 21:26:08,767 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 1 day, 18:33:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5550, top5_acc: 0.8656, loss_cls: 2.6582, loss: 2.6582 2023-12-27 21:26:34,072 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 1 day, 18:31:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5275, top5_acc: 0.8394, loss_cls: 2.7391, loss: 2.7391 2023-12-27 21:26:59,402 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 1 day, 18:30:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5813, top5_acc: 0.8656, loss_cls: 2.5108, loss: 2.5108 2023-12-27 21:27:24,575 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 1 day, 18:28:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5587, top5_acc: 0.8625, loss_cls: 2.6115, loss: 2.6115 2023-12-27 21:27:50,031 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 1 day, 18:27:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5556, top5_acc: 0.8606, loss_cls: 2.5856, loss: 2.5856 2023-12-27 21:28:15,582 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 1 day, 18:26:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.5419, top5_acc: 0.8556, loss_cls: 2.6021, loss: 2.6021 2023-12-27 21:28:40,743 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 1 day, 18:24:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5919, top5_acc: 0.8725, loss_cls: 2.4347, loss: 2.4347 2023-12-27 21:29:05,811 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 1 day, 18:23:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5650, top5_acc: 0.8656, loss_cls: 2.5244, loss: 2.5244 2023-12-27 21:29:30,886 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 1 day, 18:21:31, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5825, top5_acc: 0.8638, loss_cls: 2.4842, loss: 2.4842 2023-12-27 21:29:55,916 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 1 day, 18:19:57, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.5750, top5_acc: 0.8731, loss_cls: 2.4918, loss: 2.4918 2023-12-27 21:30:20,976 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 1 day, 18:18:25, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5731, top5_acc: 0.8819, loss_cls: 2.4720, loss: 2.4720 2023-12-27 21:30:46,053 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 1 day, 18:16:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5400, top5_acc: 0.8488, loss_cls: 2.6551, loss: 2.6551 2023-12-27 21:31:11,157 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 1 day, 18:15:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5600, top5_acc: 0.8619, loss_cls: 2.5345, loss: 2.5345 2023-12-27 21:31:36,243 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 1 day, 18:14:02, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5825, top5_acc: 0.8712, loss_cls: 2.4480, loss: 2.4480 2023-12-27 21:32:01,437 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 1 day, 18:12:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5787, top5_acc: 0.8894, loss_cls: 2.4219, loss: 2.4219 2023-12-27 21:32:26,505 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 1 day, 18:11:16, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5913, top5_acc: 0.8800, loss_cls: 2.4092, loss: 2.4092 2023-12-27 21:32:51,585 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 1 day, 18:09:53, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5863, top5_acc: 0.8775, loss_cls: 2.3604, loss: 2.3604 2023-12-27 21:33:16,806 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 1 day, 18:08:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5944, top5_acc: 0.8806, loss_cls: 2.4219, loss: 2.4219 2023-12-27 21:33:41,868 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 1 day, 18:07:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5819, top5_acc: 0.8688, loss_cls: 2.4460, loss: 2.4460 2023-12-27 21:34:07,186 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 1 day, 18:06:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5994, top5_acc: 0.8900, loss_cls: 2.2891, loss: 2.2891 2023-12-27 21:34:32,787 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 1 day, 18:05:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.5663, top5_acc: 0.8700, loss_cls: 2.4731, loss: 2.4731 2023-12-27 21:34:58,424 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 1 day, 18:04:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.5887, top5_acc: 0.8638, loss_cls: 2.4406, loss: 2.4406 2023-12-27 21:35:24,266 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 1 day, 18:03:39, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.5819, top5_acc: 0.8825, loss_cls: 2.3853, loss: 2.3853 2023-12-27 21:35:35,147 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-27 21:39:25,453 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 21:39:25,986 - pyskl - INFO - top1_acc 0.3976 top5_acc 0.7431 2023-12-27 21:39:26,008 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.3976, top5_acc: 0.7431 2023-12-27 21:40:22,220 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 1 day, 18:18:55, time: 0.562, data_time: 0.308, memory: 5251, top1_acc: 0.5781, top5_acc: 0.8788, loss_cls: 2.4089, loss: 2.4089 2023-12-27 21:40:47,822 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 1 day, 18:17:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6044, top5_acc: 0.8788, loss_cls: 2.3658, loss: 2.3658 2023-12-27 21:41:13,086 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 1 day, 18:16:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5913, top5_acc: 0.8875, loss_cls: 2.3497, loss: 2.3497 2023-12-27 21:41:38,294 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 1 day, 18:15:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5988, top5_acc: 0.8950, loss_cls: 2.2639, loss: 2.2639 2023-12-27 21:42:03,475 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 1 day, 18:14:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5969, top5_acc: 0.8712, loss_cls: 2.3355, loss: 2.3355 2023-12-27 21:42:28,608 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 1 day, 18:12:44, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6062, top5_acc: 0.8875, loss_cls: 2.2422, loss: 2.2422 2023-12-27 21:42:53,705 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 1 day, 18:11:23, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5950, top5_acc: 0.8812, loss_cls: 2.2536, loss: 2.2536 2023-12-27 21:43:18,769 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 1 day, 18:10:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6044, top5_acc: 0.8931, loss_cls: 2.2155, loss: 2.2155 2023-12-27 21:43:43,831 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 1 day, 18:08:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5894, top5_acc: 0.8688, loss_cls: 2.3545, loss: 2.3545 2023-12-27 21:44:09,332 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 1 day, 18:07:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6069, top5_acc: 0.8888, loss_cls: 2.2484, loss: 2.2484 2023-12-27 21:44:34,700 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 1 day, 18:06:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6150, top5_acc: 0.9038, loss_cls: 2.1635, loss: 2.1635 2023-12-27 21:45:00,065 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 1 day, 18:05:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6125, top5_acc: 0.8994, loss_cls: 2.1970, loss: 2.1970 2023-12-27 21:45:25,524 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 1 day, 18:04:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5863, top5_acc: 0.8762, loss_cls: 2.3307, loss: 2.3307 2023-12-27 21:45:50,700 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 1 day, 18:03:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6112, top5_acc: 0.8850, loss_cls: 2.1809, loss: 2.1809 2023-12-27 21:46:16,199 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 1 day, 18:02:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5800, top5_acc: 0.8881, loss_cls: 2.2829, loss: 2.2829 2023-12-27 21:46:41,726 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 1 day, 18:01:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5938, top5_acc: 0.8919, loss_cls: 2.2868, loss: 2.2868 2023-12-27 21:47:07,243 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 1 day, 18:00:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6394, top5_acc: 0.8812, loss_cls: 2.2074, loss: 2.2074 2023-12-27 21:47:32,783 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 1 day, 17:59:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6238, top5_acc: 0.8944, loss_cls: 2.1544, loss: 2.1544 2023-12-27 21:47:58,199 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 1 day, 17:58:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6319, top5_acc: 0.8925, loss_cls: 2.1358, loss: 2.1358 2023-12-27 21:48:23,448 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 1 day, 17:57:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5931, top5_acc: 0.8894, loss_cls: 2.2172, loss: 2.2172 2023-12-27 21:48:48,714 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 1 day, 17:56:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6031, top5_acc: 0.8838, loss_cls: 2.2002, loss: 2.2002 2023-12-27 21:49:14,049 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 1 day, 17:55:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5956, top5_acc: 0.8975, loss_cls: 2.1879, loss: 2.1879 2023-12-27 21:49:39,580 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 1 day, 17:54:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5988, top5_acc: 0.8975, loss_cls: 2.1728, loss: 2.1728 2023-12-27 21:50:04,998 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 1 day, 17:53:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6075, top5_acc: 0.8738, loss_cls: 2.1849, loss: 2.1849 2023-12-27 21:50:30,065 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 1 day, 17:52:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5844, top5_acc: 0.8906, loss_cls: 2.2588, loss: 2.2588 2023-12-27 21:50:55,458 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 1 day, 17:51:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6038, top5_acc: 0.8794, loss_cls: 2.2074, loss: 2.2074 2023-12-27 21:51:20,958 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 1 day, 17:50:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6150, top5_acc: 0.8956, loss_cls: 2.1312, loss: 2.1312 2023-12-27 21:51:46,429 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 1 day, 17:49:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6150, top5_acc: 0.8869, loss_cls: 2.1937, loss: 2.1937 2023-12-27 21:52:11,808 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 1 day, 17:49:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6038, top5_acc: 0.8912, loss_cls: 2.1597, loss: 2.1597 2023-12-27 21:52:37,240 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 1 day, 17:48:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5931, top5_acc: 0.8844, loss_cls: 2.2353, loss: 2.2353 2023-12-27 21:53:02,741 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 1 day, 17:47:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6262, top5_acc: 0.8919, loss_cls: 2.1622, loss: 2.1622 2023-12-27 21:53:28,262 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 1 day, 17:46:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6069, top5_acc: 0.8844, loss_cls: 2.1473, loss: 2.1473 2023-12-27 21:53:53,758 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 1 day, 17:45:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6425, top5_acc: 0.8981, loss_cls: 2.0266, loss: 2.0266 2023-12-27 21:54:19,136 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 1 day, 17:44:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6281, top5_acc: 0.8925, loss_cls: 2.0874, loss: 2.0874 2023-12-27 21:54:44,378 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 1 day, 17:43:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6119, top5_acc: 0.8912, loss_cls: 2.1295, loss: 2.1295 2023-12-27 21:55:09,996 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 1 day, 17:43:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6288, top5_acc: 0.8906, loss_cls: 2.0729, loss: 2.0729 2023-12-27 21:55:35,676 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 1 day, 17:42:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6175, top5_acc: 0.9081, loss_cls: 2.0359, loss: 2.0359 2023-12-27 21:56:01,529 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 1 day, 17:41:47, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.5994, top5_acc: 0.8850, loss_cls: 2.1548, loss: 2.1548 2023-12-27 21:56:27,179 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 1 day, 17:41:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6194, top5_acc: 0.8875, loss_cls: 2.1290, loss: 2.1290 2023-12-27 21:56:38,036 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-27 22:00:28,088 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 22:00:28,610 - pyskl - INFO - top1_acc 0.5941 top5_acc 0.8746 2023-12-27 22:00:28,615 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_2.pth was removed 2023-12-27 22:00:28,836 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2023-12-27 22:00:28,839 - pyskl - INFO - Best top1_acc is 0.5941 at 4 epoch. 2023-12-27 22:00:28,862 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.5941, top5_acc: 0.8746 2023-12-27 22:01:24,879 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 1 day, 17:52:15, time: 0.560, data_time: 0.304, memory: 5251, top1_acc: 0.6400, top5_acc: 0.8962, loss_cls: 2.0194, loss: 2.0194 2023-12-27 22:01:50,271 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 1 day, 17:51:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6250, top5_acc: 0.8962, loss_cls: 2.0253, loss: 2.0253 2023-12-27 22:02:15,697 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 1 day, 17:50:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6362, top5_acc: 0.8994, loss_cls: 2.0190, loss: 2.0190 2023-12-27 22:02:41,527 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 1 day, 17:49:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6231, top5_acc: 0.8900, loss_cls: 2.0356, loss: 2.0356 2023-12-27 22:03:07,050 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 1 day, 17:48:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6225, top5_acc: 0.8906, loss_cls: 2.0430, loss: 2.0430 2023-12-27 22:03:32,412 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 1 day, 17:48:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6181, top5_acc: 0.8969, loss_cls: 2.0433, loss: 2.0433 2023-12-27 22:03:57,950 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 1 day, 17:47:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6200, top5_acc: 0.9031, loss_cls: 2.0462, loss: 2.0462 2023-12-27 22:04:23,407 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 1 day, 17:46:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6275, top5_acc: 0.9044, loss_cls: 1.9956, loss: 1.9956 2023-12-27 22:04:48,844 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 1 day, 17:45:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6300, top5_acc: 0.8931, loss_cls: 2.0726, loss: 2.0726 2023-12-27 22:05:14,081 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 1 day, 17:44:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6256, top5_acc: 0.9094, loss_cls: 1.9590, loss: 1.9590 2023-12-27 22:05:39,364 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 1 day, 17:43:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6294, top5_acc: 0.8906, loss_cls: 2.0320, loss: 2.0320 2023-12-27 22:06:04,556 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 1 day, 17:42:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6200, top5_acc: 0.9006, loss_cls: 2.0110, loss: 2.0110 2023-12-27 22:06:30,011 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 1 day, 17:41:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6262, top5_acc: 0.8906, loss_cls: 2.0853, loss: 2.0853 2023-12-27 22:06:55,159 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 1 day, 17:40:45, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6550, top5_acc: 0.9044, loss_cls: 1.9575, loss: 1.9575 2023-12-27 22:07:20,286 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 1 day, 17:39:45, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6175, top5_acc: 0.8938, loss_cls: 2.0496, loss: 2.0496 2023-12-27 22:07:45,609 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 1 day, 17:38:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6375, top5_acc: 0.8938, loss_cls: 2.0036, loss: 2.0036 2023-12-27 22:08:11,008 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 1 day, 17:38:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6456, top5_acc: 0.9100, loss_cls: 1.9299, loss: 1.9299 2023-12-27 22:08:36,336 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 1 day, 17:37:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5931, top5_acc: 0.8938, loss_cls: 2.0875, loss: 2.0875 2023-12-27 22:09:01,629 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 1 day, 17:36:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6238, top5_acc: 0.9056, loss_cls: 1.9662, loss: 1.9662 2023-12-27 22:09:26,897 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 1 day, 17:35:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6200, top5_acc: 0.9081, loss_cls: 2.0076, loss: 2.0076 2023-12-27 22:09:52,133 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 1 day, 17:34:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6181, top5_acc: 0.8938, loss_cls: 2.0528, loss: 2.0528 2023-12-27 22:10:17,494 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 1 day, 17:33:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6650, top5_acc: 0.9075, loss_cls: 1.8975, loss: 1.8975 2023-12-27 22:10:42,697 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 1 day, 17:32:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6531, top5_acc: 0.9031, loss_cls: 1.9239, loss: 1.9239 2023-12-27 22:11:07,844 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 1 day, 17:31:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6425, top5_acc: 0.8944, loss_cls: 2.0067, loss: 2.0067 2023-12-27 22:11:33,057 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 1 day, 17:30:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6581, top5_acc: 0.9050, loss_cls: 1.8777, loss: 1.8777 2023-12-27 22:11:58,243 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 1 day, 17:29:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6356, top5_acc: 0.8919, loss_cls: 2.0401, loss: 2.0401 2023-12-27 22:12:23,645 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 1 day, 17:29:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6288, top5_acc: 0.9019, loss_cls: 1.9596, loss: 1.9596 2023-12-27 22:12:48,917 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 1 day, 17:28:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6475, top5_acc: 0.9069, loss_cls: 1.9213, loss: 1.9213 2023-12-27 22:13:14,053 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 1 day, 17:27:24, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6475, top5_acc: 0.8981, loss_cls: 2.0047, loss: 2.0047 2023-12-27 22:13:39,338 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 1 day, 17:26:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6338, top5_acc: 0.8994, loss_cls: 2.0039, loss: 2.0039 2023-12-27 22:14:04,580 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 1 day, 17:25:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6481, top5_acc: 0.9187, loss_cls: 1.8732, loss: 1.8732 2023-12-27 22:14:29,911 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 1 day, 17:24:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6412, top5_acc: 0.9100, loss_cls: 1.8696, loss: 1.8696 2023-12-27 22:14:55,267 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 1 day, 17:24:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9106, loss_cls: 1.8440, loss: 1.8440 2023-12-27 22:15:20,639 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 1 day, 17:23:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6506, top5_acc: 0.9075, loss_cls: 1.9306, loss: 1.9306 2023-12-27 22:15:45,918 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 1 day, 17:22:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6362, top5_acc: 0.8994, loss_cls: 1.9629, loss: 1.9629 2023-12-27 22:16:11,300 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 1 day, 17:21:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6194, top5_acc: 0.8875, loss_cls: 2.0450, loss: 2.0450 2023-12-27 22:16:36,721 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 1 day, 17:21:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6256, top5_acc: 0.9012, loss_cls: 1.9714, loss: 1.9714 2023-12-27 22:17:02,548 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 1 day, 17:20:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6525, top5_acc: 0.8988, loss_cls: 1.9099, loss: 1.9099 2023-12-27 22:17:27,986 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 1 day, 17:19:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6462, top5_acc: 0.9106, loss_cls: 1.8797, loss: 1.8797 2023-12-27 22:17:38,919 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-27 22:21:29,439 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 22:21:29,967 - pyskl - INFO - top1_acc 0.5745 top5_acc 0.8628 2023-12-27 22:21:29,990 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5745, top5_acc: 0.8628 2023-12-27 22:22:25,426 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 1 day, 17:28:15, time: 0.554, data_time: 0.300, memory: 5251, top1_acc: 0.6481, top5_acc: 0.9187, loss_cls: 1.8629, loss: 1.8629 2023-12-27 22:22:50,922 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 1 day, 17:27:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6569, top5_acc: 0.9006, loss_cls: 1.8964, loss: 1.8964 2023-12-27 22:23:16,301 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 1 day, 17:26:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6525, top5_acc: 0.9062, loss_cls: 1.9345, loss: 1.9345 2023-12-27 22:23:41,738 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 1 day, 17:25:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9119, loss_cls: 1.8808, loss: 1.8808 2023-12-27 22:24:06,838 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 1 day, 17:25:02, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6506, top5_acc: 0.9187, loss_cls: 1.8874, loss: 1.8874 2023-12-27 22:24:31,872 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 1 day, 17:24:05, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9175, loss_cls: 1.7752, loss: 1.7752 2023-12-27 22:24:57,202 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 1 day, 17:23:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6450, top5_acc: 0.9087, loss_cls: 1.8915, loss: 1.8915 2023-12-27 22:25:22,542 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 1 day, 17:22:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6381, top5_acc: 0.9012, loss_cls: 1.9237, loss: 1.9237 2023-12-27 22:25:47,866 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 1 day, 17:21:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6700, top5_acc: 0.9175, loss_cls: 1.7873, loss: 1.7873 2023-12-27 22:26:13,053 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 1 day, 17:20:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6381, top5_acc: 0.9081, loss_cls: 1.8961, loss: 1.8961 2023-12-27 22:26:38,242 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 1 day, 17:19:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6312, top5_acc: 0.9019, loss_cls: 1.9589, loss: 1.9589 2023-12-27 22:27:03,540 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 1 day, 17:19:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6375, top5_acc: 0.9131, loss_cls: 1.8765, loss: 1.8765 2023-12-27 22:27:28,803 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 1 day, 17:18:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6700, top5_acc: 0.9062, loss_cls: 1.8450, loss: 1.8450 2023-12-27 22:27:54,164 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 1 day, 17:17:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6425, top5_acc: 0.9038, loss_cls: 1.9142, loss: 1.9142 2023-12-27 22:28:19,630 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 1 day, 17:16:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6613, top5_acc: 0.9050, loss_cls: 1.8704, loss: 1.8704 2023-12-27 22:28:44,942 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 1 day, 17:16:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6544, top5_acc: 0.9125, loss_cls: 1.8653, loss: 1.8653 2023-12-27 22:29:09,990 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 1 day, 17:15:14, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6419, top5_acc: 0.9144, loss_cls: 1.8496, loss: 1.8496 2023-12-27 22:29:35,047 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 1 day, 17:14:21, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6656, top5_acc: 0.9150, loss_cls: 1.8428, loss: 1.8428 2023-12-27 22:30:00,108 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 1 day, 17:13:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6569, top5_acc: 0.9087, loss_cls: 1.8763, loss: 1.8763 2023-12-27 22:30:25,141 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 1 day, 17:12:35, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9113, loss_cls: 1.8560, loss: 1.8560 2023-12-27 22:30:50,175 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 1 day, 17:11:42, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6613, top5_acc: 0.9181, loss_cls: 1.8206, loss: 1.8206 2023-12-27 22:31:15,233 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 1 day, 17:10:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9100, loss_cls: 1.8211, loss: 1.8211 2023-12-27 22:31:40,285 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 1 day, 17:09:58, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6750, top5_acc: 0.9100, loss_cls: 1.8056, loss: 1.8056 2023-12-27 22:32:05,338 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 1 day, 17:09:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9038, loss_cls: 1.8309, loss: 1.8309 2023-12-27 22:32:30,368 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 1 day, 17:08:15, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6494, top5_acc: 0.9150, loss_cls: 1.8170, loss: 1.8170 2023-12-27 22:32:55,413 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 1 day, 17:07:24, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6694, top5_acc: 0.9187, loss_cls: 1.7733, loss: 1.7733 2023-12-27 22:33:20,742 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 1 day, 17:06:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9175, loss_cls: 1.7711, loss: 1.7711 2023-12-27 22:33:46,114 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 1 day, 17:05:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6575, top5_acc: 0.9006, loss_cls: 1.8751, loss: 1.8751 2023-12-27 22:34:11,522 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 1 day, 17:05:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6731, top5_acc: 0.9081, loss_cls: 1.8417, loss: 1.8417 2023-12-27 22:34:37,066 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 1 day, 17:04:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6481, top5_acc: 0.9094, loss_cls: 1.8831, loss: 1.8831 2023-12-27 22:35:02,441 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 1 day, 17:03:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9144, loss_cls: 1.8144, loss: 1.8144 2023-12-27 22:35:27,881 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 1 day, 17:03:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6406, top5_acc: 0.9131, loss_cls: 1.8685, loss: 1.8685 2023-12-27 22:35:53,196 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 1 day, 17:02:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6531, top5_acc: 0.9094, loss_cls: 1.8019, loss: 1.8019 2023-12-27 22:36:18,648 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 1 day, 17:01:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6319, top5_acc: 0.9031, loss_cls: 1.9284, loss: 1.9284 2023-12-27 22:36:44,154 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 1 day, 17:01:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6475, top5_acc: 0.9069, loss_cls: 1.8656, loss: 1.8656 2023-12-27 22:37:09,641 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 1 day, 17:00:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6569, top5_acc: 0.8994, loss_cls: 1.8709, loss: 1.8709 2023-12-27 22:37:35,082 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 1 day, 16:59:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6538, top5_acc: 0.9075, loss_cls: 1.8798, loss: 1.8798 2023-12-27 22:38:00,698 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 1 day, 16:59:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9144, loss_cls: 1.8175, loss: 1.8175 2023-12-27 22:38:26,243 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 1 day, 16:58:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9269, loss_cls: 1.7389, loss: 1.7389 2023-12-27 22:38:37,232 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-27 22:42:27,421 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 22:42:27,939 - pyskl - INFO - top1_acc 0.6131 top5_acc 0.8856 2023-12-27 22:42:27,944 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_4.pth was removed 2023-12-27 22:42:28,165 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2023-12-27 22:42:28,167 - pyskl - INFO - Best top1_acc is 0.6131 at 6 epoch. 2023-12-27 22:42:28,189 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.6131, top5_acc: 0.8856 2023-12-27 22:43:23,584 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 1 day, 17:05:40, time: 0.554, data_time: 0.299, memory: 5251, top1_acc: 0.6700, top5_acc: 0.9175, loss_cls: 1.7782, loss: 1.7782 2023-12-27 22:43:48,960 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 1 day, 17:04:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6556, top5_acc: 0.9206, loss_cls: 1.7930, loss: 1.7930 2023-12-27 22:44:14,398 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 1 day, 17:04:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6587, top5_acc: 0.9163, loss_cls: 1.7602, loss: 1.7602 2023-12-27 22:44:39,798 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 1 day, 17:03:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6531, top5_acc: 0.9094, loss_cls: 1.8093, loss: 1.8093 2023-12-27 22:45:05,170 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 1 day, 17:02:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6569, top5_acc: 0.9150, loss_cls: 1.8095, loss: 1.8095 2023-12-27 22:45:30,734 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 1 day, 17:02:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6631, top5_acc: 0.9125, loss_cls: 1.8028, loss: 1.8028 2023-12-27 22:45:55,965 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 1 day, 17:01:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9156, loss_cls: 1.7721, loss: 1.7721 2023-12-27 22:46:21,278 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 1 day, 17:00:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6519, top5_acc: 0.9113, loss_cls: 1.8151, loss: 1.8151 2023-12-27 22:46:46,747 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 1 day, 17:00:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9169, loss_cls: 1.7459, loss: 1.7459 2023-12-27 22:47:12,336 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 1 day, 16:59:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6381, top5_acc: 0.9006, loss_cls: 1.8897, loss: 1.8897 2023-12-27 22:47:37,670 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 1 day, 16:58:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6438, top5_acc: 0.9087, loss_cls: 1.8610, loss: 1.8610 2023-12-27 22:48:03,086 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 1 day, 16:58:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9237, loss_cls: 1.7469, loss: 1.7469 2023-12-27 22:48:28,386 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 1 day, 16:57:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6700, top5_acc: 0.9144, loss_cls: 1.7506, loss: 1.7506 2023-12-27 22:48:53,714 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 1 day, 16:56:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6462, top5_acc: 0.9062, loss_cls: 1.8485, loss: 1.8485 2023-12-27 22:49:19,039 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 1 day, 16:55:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6562, top5_acc: 0.9137, loss_cls: 1.7888, loss: 1.7888 2023-12-27 22:49:44,347 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 1 day, 16:55:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9069, loss_cls: 1.8027, loss: 1.8027 2023-12-27 22:50:09,378 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 1 day, 16:54:26, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6512, top5_acc: 0.9125, loss_cls: 1.8278, loss: 1.8278 2023-12-27 22:50:34,398 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 1 day, 16:53:37, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6506, top5_acc: 0.9131, loss_cls: 1.8175, loss: 1.8175 2023-12-27 22:50:59,407 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 1 day, 16:52:49, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9163, loss_cls: 1.7504, loss: 1.7504 2023-12-27 22:51:24,411 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 1 day, 16:52:00, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6631, top5_acc: 0.9106, loss_cls: 1.7848, loss: 1.7848 2023-12-27 22:51:49,434 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 1 day, 16:51:12, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6600, top5_acc: 0.9219, loss_cls: 1.7833, loss: 1.7833 2023-12-27 22:52:14,463 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 1 day, 16:50:24, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6706, top5_acc: 0.9144, loss_cls: 1.7415, loss: 1.7415 2023-12-27 22:52:39,489 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 1 day, 16:49:37, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6681, top5_acc: 0.9213, loss_cls: 1.7317, loss: 1.7317 2023-12-27 22:53:04,503 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 1 day, 16:48:49, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9150, loss_cls: 1.7445, loss: 1.7445 2023-12-27 22:53:29,495 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 1 day, 16:48:01, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9256, loss_cls: 1.7056, loss: 1.7056 2023-12-27 22:53:54,531 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 1 day, 16:47:14, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6625, top5_acc: 0.9194, loss_cls: 1.7602, loss: 1.7602 2023-12-27 22:54:19,582 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 1 day, 16:46:28, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6544, top5_acc: 0.9087, loss_cls: 1.8191, loss: 1.8191 2023-12-27 22:54:44,631 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 1 day, 16:45:42, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6394, top5_acc: 0.9044, loss_cls: 1.8437, loss: 1.8437 2023-12-27 22:55:09,907 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 1 day, 16:45:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6700, top5_acc: 0.9163, loss_cls: 1.7612, loss: 1.7612 2023-12-27 22:55:34,927 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 1 day, 16:44:14, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9156, loss_cls: 1.7580, loss: 1.7580 2023-12-27 22:55:59,964 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 1 day, 16:43:28, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6481, top5_acc: 0.9200, loss_cls: 1.7852, loss: 1.7852 2023-12-27 22:56:25,181 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 1 day, 16:42:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9144, loss_cls: 1.7949, loss: 1.7949 2023-12-27 22:56:50,361 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 1 day, 16:42:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6637, top5_acc: 0.9087, loss_cls: 1.7385, loss: 1.7385 2023-12-27 22:57:15,637 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 1 day, 16:41:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6694, top5_acc: 0.9244, loss_cls: 1.7231, loss: 1.7231 2023-12-27 22:57:40,806 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 1 day, 16:40:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9281, loss_cls: 1.6677, loss: 1.6677 2023-12-27 22:58:06,100 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 1 day, 16:40:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9237, loss_cls: 1.6821, loss: 1.6821 2023-12-27 22:58:31,462 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 1 day, 16:39:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9069, loss_cls: 1.7910, loss: 1.7910 2023-12-27 22:58:57,043 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 1 day, 16:38:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6750, top5_acc: 0.9125, loss_cls: 1.7481, loss: 1.7481 2023-12-27 22:59:22,734 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 1 day, 16:38:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9337, loss_cls: 1.6484, loss: 1.6484 2023-12-27 22:59:33,678 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-27 23:03:23,347 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 23:03:23,867 - pyskl - INFO - top1_acc 0.6319 top5_acc 0.8962 2023-12-27 23:03:23,872 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_6.pth was removed 2023-12-27 23:03:24,093 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2023-12-27 23:03:24,095 - pyskl - INFO - Best top1_acc is 0.6319 at 7 epoch. 2023-12-27 23:03:24,117 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6319, top5_acc: 0.8962 2023-12-27 23:04:20,152 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 1 day, 16:44:20, time: 0.560, data_time: 0.304, memory: 5251, top1_acc: 0.6581, top5_acc: 0.9081, loss_cls: 1.7897, loss: 1.7897 2023-12-27 23:04:45,689 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 1 day, 16:43:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6844, top5_acc: 0.9231, loss_cls: 1.6839, loss: 1.6839 2023-12-27 23:05:11,058 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 1 day, 16:43:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9106, loss_cls: 1.7166, loss: 1.7166 2023-12-27 23:05:36,429 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 1 day, 16:42:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9137, loss_cls: 1.7323, loss: 1.7323 2023-12-27 23:06:01,890 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 1 day, 16:41:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6763, top5_acc: 0.9244, loss_cls: 1.6851, loss: 1.6851 2023-12-27 23:06:27,567 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 1 day, 16:41:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9150, loss_cls: 1.7280, loss: 1.7280 2023-12-27 23:06:53,207 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 1 day, 16:40:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9281, loss_cls: 1.6815, loss: 1.6815 2023-12-27 23:07:18,611 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 1 day, 16:40:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6519, top5_acc: 0.9094, loss_cls: 1.8056, loss: 1.8056 2023-12-27 23:07:43,885 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 1 day, 16:39:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6706, top5_acc: 0.9187, loss_cls: 1.7052, loss: 1.7052 2023-12-27 23:08:09,277 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 1 day, 16:38:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9313, loss_cls: 1.7031, loss: 1.7031 2023-12-27 23:08:34,740 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 1 day, 16:38:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9169, loss_cls: 1.7267, loss: 1.7267 2023-12-27 23:08:59,966 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 1 day, 16:37:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9300, loss_cls: 1.6184, loss: 1.6184 2023-12-27 23:09:25,247 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 1 day, 16:36:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6613, top5_acc: 0.9156, loss_cls: 1.7269, loss: 1.7269 2023-12-27 23:09:50,732 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 1 day, 16:36:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6619, top5_acc: 0.9300, loss_cls: 1.7448, loss: 1.7448 2023-12-27 23:10:15,995 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 1 day, 16:35:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9175, loss_cls: 1.7546, loss: 1.7546 2023-12-27 23:10:41,227 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 1 day, 16:34:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9250, loss_cls: 1.6578, loss: 1.6578 2023-12-27 23:11:06,612 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 1 day, 16:34:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9219, loss_cls: 1.7316, loss: 1.7316 2023-12-27 23:11:31,875 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 1 day, 16:33:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9087, loss_cls: 1.7565, loss: 1.7565 2023-12-27 23:11:57,098 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 1 day, 16:32:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6575, top5_acc: 0.9213, loss_cls: 1.7216, loss: 1.7216 2023-12-27 23:12:22,433 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 1 day, 16:32:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6769, top5_acc: 0.9219, loss_cls: 1.7091, loss: 1.7091 2023-12-27 23:12:47,583 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 1 day, 16:31:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6631, top5_acc: 0.9125, loss_cls: 1.7745, loss: 1.7745 2023-12-27 23:13:12,621 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 1 day, 16:30:44, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6731, top5_acc: 0.9300, loss_cls: 1.6413, loss: 1.6413 2023-12-27 23:13:37,651 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 1 day, 16:30:00, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9113, loss_cls: 1.7447, loss: 1.7447 2023-12-27 23:14:02,684 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 1 day, 16:29:16, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9137, loss_cls: 1.7334, loss: 1.7334 2023-12-27 23:14:27,698 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 1 day, 16:28:32, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9306, loss_cls: 1.5980, loss: 1.5980 2023-12-27 23:14:52,723 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 1 day, 16:27:48, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9206, loss_cls: 1.7071, loss: 1.7071 2023-12-27 23:15:18,110 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 1 day, 16:27:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9131, loss_cls: 1.7197, loss: 1.7197 2023-12-27 23:15:43,576 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 1 day, 16:26:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9137, loss_cls: 1.7672, loss: 1.7672 2023-12-27 23:16:08,969 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 1 day, 16:26:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9119, loss_cls: 1.7884, loss: 1.7884 2023-12-27 23:16:34,492 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 1 day, 16:25:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9181, loss_cls: 1.7216, loss: 1.7216 2023-12-27 23:16:59,934 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 1 day, 16:24:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6694, top5_acc: 0.9131, loss_cls: 1.7410, loss: 1.7410 2023-12-27 23:17:25,329 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 1 day, 16:24:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9163, loss_cls: 1.7118, loss: 1.7118 2023-12-27 23:17:50,712 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 1 day, 16:23:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9300, loss_cls: 1.6339, loss: 1.6339 2023-12-27 23:18:16,022 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 1 day, 16:22:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9187, loss_cls: 1.6188, loss: 1.6188 2023-12-27 23:18:41,539 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 1 day, 16:22:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9294, loss_cls: 1.6307, loss: 1.6307 2023-12-27 23:19:07,077 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 1 day, 16:21:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9219, loss_cls: 1.7048, loss: 1.7048 2023-12-27 23:19:32,697 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 1 day, 16:21:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9244, loss_cls: 1.6364, loss: 1.6364 2023-12-27 23:19:58,248 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 1 day, 16:20:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9087, loss_cls: 1.7545, loss: 1.7545 2023-12-27 23:20:24,076 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 1 day, 16:20:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9219, loss_cls: 1.6212, loss: 1.6212 2023-12-27 23:20:34,972 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-27 23:24:24,432 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 23:24:24,957 - pyskl - INFO - top1_acc 0.6006 top5_acc 0.8780 2023-12-27 23:24:24,980 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6006, top5_acc: 0.8780 2023-12-27 23:25:20,271 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 1 day, 16:25:17, time: 0.553, data_time: 0.297, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9244, loss_cls: 1.6825, loss: 1.6825 2023-12-27 23:25:45,930 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 1 day, 16:24:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6875, top5_acc: 0.9106, loss_cls: 1.6856, loss: 1.6856 2023-12-27 23:26:11,612 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 1 day, 16:24:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9181, loss_cls: 1.7248, loss: 1.7248 2023-12-27 23:26:37,155 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 1 day, 16:23:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9337, loss_cls: 1.6133, loss: 1.6133 2023-12-27 23:27:02,612 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 1 day, 16:23:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9181, loss_cls: 1.7513, loss: 1.7513 2023-12-27 23:27:27,781 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 1 day, 16:22:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9137, loss_cls: 1.6480, loss: 1.6480 2023-12-27 23:27:53,082 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 1 day, 16:21:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6450, top5_acc: 0.9163, loss_cls: 1.7369, loss: 1.7369 2023-12-27 23:28:18,369 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 1 day, 16:21:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9250, loss_cls: 1.6642, loss: 1.6642 2023-12-27 23:28:43,755 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 1 day, 16:20:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6706, top5_acc: 0.9244, loss_cls: 1.6840, loss: 1.6840 2023-12-27 23:29:09,007 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 1 day, 16:19:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9225, loss_cls: 1.6422, loss: 1.6422 2023-12-27 23:29:34,200 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 1 day, 16:19:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9137, loss_cls: 1.7355, loss: 1.7355 2023-12-27 23:29:59,688 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 1 day, 16:18:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9244, loss_cls: 1.6694, loss: 1.6694 2023-12-27 23:30:24,795 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 1 day, 16:17:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9294, loss_cls: 1.5708, loss: 1.5708 2023-12-27 23:30:49,988 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 1 day, 16:17:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9050, loss_cls: 1.6856, loss: 1.6856 2023-12-27 23:31:15,247 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 1 day, 16:16:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9287, loss_cls: 1.5904, loss: 1.5904 2023-12-27 23:31:40,616 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 1 day, 16:16:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9313, loss_cls: 1.5956, loss: 1.5956 2023-12-27 23:32:05,936 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 1 day, 16:15:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9263, loss_cls: 1.6300, loss: 1.6300 2023-12-27 23:32:31,249 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 1 day, 16:14:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6750, top5_acc: 0.9281, loss_cls: 1.6860, loss: 1.6860 2023-12-27 23:32:56,770 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 1 day, 16:14:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9156, loss_cls: 1.6790, loss: 1.6790 2023-12-27 23:33:22,206 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 1 day, 16:13:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6687, top5_acc: 0.9194, loss_cls: 1.7431, loss: 1.7431 2023-12-27 23:33:47,415 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 1 day, 16:12:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9213, loss_cls: 1.6820, loss: 1.6820 2023-12-27 23:34:12,760 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 1 day, 16:12:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9225, loss_cls: 1.6735, loss: 1.6735 2023-12-27 23:34:38,048 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 1 day, 16:11:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9356, loss_cls: 1.6101, loss: 1.6101 2023-12-27 23:35:03,327 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 1 day, 16:11:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9194, loss_cls: 1.6713, loss: 1.6713 2023-12-27 23:35:28,721 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 1 day, 16:10:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9119, loss_cls: 1.7512, loss: 1.7512 2023-12-27 23:35:54,011 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 1 day, 16:09:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9231, loss_cls: 1.7135, loss: 1.7135 2023-12-27 23:36:19,206 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 1 day, 16:09:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6875, top5_acc: 0.9237, loss_cls: 1.6485, loss: 1.6485 2023-12-27 23:36:44,403 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 1 day, 16:08:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6544, top5_acc: 0.9169, loss_cls: 1.7491, loss: 1.7491 2023-12-27 23:37:09,731 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 1 day, 16:08:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6769, top5_acc: 0.9244, loss_cls: 1.7176, loss: 1.7176 2023-12-27 23:37:35,154 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 1 day, 16:07:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9344, loss_cls: 1.5691, loss: 1.5691 2023-12-27 23:38:00,318 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 1 day, 16:06:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9294, loss_cls: 1.7050, loss: 1.7050 2023-12-27 23:38:25,644 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 1 day, 16:06:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9219, loss_cls: 1.6798, loss: 1.6798 2023-12-27 23:38:50,823 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 1 day, 16:05:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9237, loss_cls: 1.6963, loss: 1.6963 2023-12-27 23:39:16,244 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 1 day, 16:05:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9119, loss_cls: 1.6766, loss: 1.6766 2023-12-27 23:39:41,704 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 1 day, 16:04:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9275, loss_cls: 1.6402, loss: 1.6402 2023-12-27 23:40:07,049 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 1 day, 16:03:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9163, loss_cls: 1.6820, loss: 1.6820 2023-12-27 23:40:32,412 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 1 day, 16:03:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9244, loss_cls: 1.6820, loss: 1.6820 2023-12-27 23:40:58,038 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 1 day, 16:02:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9244, loss_cls: 1.6907, loss: 1.6907 2023-12-27 23:41:23,876 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 1 day, 16:02:17, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9294, loss_cls: 1.6158, loss: 1.6158 2023-12-27 23:41:34,841 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-27 23:45:24,764 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 23:45:25,286 - pyskl - INFO - top1_acc 0.6231 top5_acc 0.9000 2023-12-27 23:45:25,310 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6231, top5_acc: 0.9000 2023-12-27 23:46:20,669 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 1 day, 16:06:38, time: 0.554, data_time: 0.298, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9306, loss_cls: 1.6220, loss: 1.6220 2023-12-27 23:46:46,325 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 1 day, 16:06:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6800, top5_acc: 0.9250, loss_cls: 1.6499, loss: 1.6499 2023-12-27 23:47:12,138 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 1 day, 16:05:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9331, loss_cls: 1.5344, loss: 1.5344 2023-12-27 23:47:38,023 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 1 day, 16:05:10, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9325, loss_cls: 1.5670, loss: 1.5670 2023-12-27 23:48:03,519 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 1 day, 16:04:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9169, loss_cls: 1.6551, loss: 1.6551 2023-12-27 23:48:28,940 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 1 day, 16:04:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9250, loss_cls: 1.6706, loss: 1.6706 2023-12-27 23:48:54,186 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 1 day, 16:03:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9225, loss_cls: 1.6420, loss: 1.6420 2023-12-27 23:49:19,518 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 1 day, 16:02:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9244, loss_cls: 1.6819, loss: 1.6819 2023-12-27 23:49:45,129 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 1 day, 16:02:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9225, loss_cls: 1.6132, loss: 1.6132 2023-12-27 23:50:10,576 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 1 day, 16:01:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9275, loss_cls: 1.6242, loss: 1.6242 2023-12-27 23:50:35,992 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 1 day, 16:01:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9244, loss_cls: 1.6355, loss: 1.6355 2023-12-27 23:51:01,280 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 1 day, 16:00:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9219, loss_cls: 1.6516, loss: 1.6516 2023-12-27 23:51:26,492 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 1 day, 15:59:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9150, loss_cls: 1.6626, loss: 1.6626 2023-12-27 23:51:51,670 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 1 day, 15:59:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6600, top5_acc: 0.9225, loss_cls: 1.7562, loss: 1.7562 2023-12-27 23:52:17,234 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 1 day, 15:58:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9106, loss_cls: 1.6466, loss: 1.6466 2023-12-27 23:52:42,559 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 1 day, 15:58:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9275, loss_cls: 1.6035, loss: 1.6035 2023-12-27 23:53:07,869 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 1 day, 15:57:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9187, loss_cls: 1.7017, loss: 1.7017 2023-12-27 23:53:33,225 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 1 day, 15:56:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9200, loss_cls: 1.6857, loss: 1.6857 2023-12-27 23:53:58,663 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 1 day, 15:56:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9187, loss_cls: 1.6711, loss: 1.6711 2023-12-27 23:54:23,991 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 1 day, 15:55:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9325, loss_cls: 1.5653, loss: 1.5653 2023-12-27 23:54:49,163 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 1 day, 15:55:09, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9369, loss_cls: 1.5407, loss: 1.5407 2023-12-27 23:55:14,361 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 1 day, 15:54:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9156, loss_cls: 1.6956, loss: 1.6956 2023-12-27 23:55:39,569 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 1 day, 15:53:55, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9250, loss_cls: 1.6347, loss: 1.6347 2023-12-27 23:56:04,768 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 1 day, 15:53:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9181, loss_cls: 1.7135, loss: 1.7135 2023-12-27 23:56:30,096 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 1 day, 15:52:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9256, loss_cls: 1.6231, loss: 1.6231 2023-12-27 23:56:55,454 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 1 day, 15:52:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9169, loss_cls: 1.6508, loss: 1.6508 2023-12-27 23:57:20,711 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 1 day, 15:51:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9337, loss_cls: 1.5816, loss: 1.5816 2023-12-27 23:57:45,820 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 1 day, 15:50:54, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9187, loss_cls: 1.6429, loss: 1.6429 2023-12-27 23:58:10,904 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 1 day, 15:50:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9294, loss_cls: 1.5275, loss: 1.5275 2023-12-27 23:58:35,997 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 1 day, 15:49:37, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9113, loss_cls: 1.6439, loss: 1.6439 2023-12-27 23:59:01,082 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 1 day, 15:48:58, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9187, loss_cls: 1.6829, loss: 1.6829 2023-12-27 23:59:26,145 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 1 day, 15:48:20, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9269, loss_cls: 1.5448, loss: 1.5448 2023-12-27 23:59:51,217 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 1 day, 15:47:41, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6619, top5_acc: 0.9225, loss_cls: 1.6792, loss: 1.6792 2023-12-28 00:00:16,298 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 1 day, 15:47:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6800, top5_acc: 0.9206, loss_cls: 1.6821, loss: 1.6821 2023-12-28 00:00:41,621 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 1 day, 15:46:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9256, loss_cls: 1.5750, loss: 1.5750 2023-12-28 00:01:07,069 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 1 day, 15:45:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6650, top5_acc: 0.9094, loss_cls: 1.7441, loss: 1.7441 2023-12-28 00:01:32,422 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 1 day, 15:45:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9219, loss_cls: 1.6389, loss: 1.6389 2023-12-28 00:01:57,691 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 1 day, 15:44:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9281, loss_cls: 1.6040, loss: 1.6040 2023-12-28 00:02:23,534 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 1 day, 15:44:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9281, loss_cls: 1.6203, loss: 1.6203 2023-12-28 00:02:34,433 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-28 00:06:24,059 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 00:06:24,585 - pyskl - INFO - top1_acc 0.6297 top5_acc 0.8989 2023-12-28 00:06:24,608 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.6297, top5_acc: 0.8989 2023-12-28 00:07:19,772 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 1 day, 15:48:06, time: 0.552, data_time: 0.299, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9281, loss_cls: 1.6264, loss: 1.6264 2023-12-28 00:07:45,168 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 1 day, 15:47:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9387, loss_cls: 1.6210, loss: 1.6210 2023-12-28 00:08:10,710 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 1 day, 15:47:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9306, loss_cls: 1.5340, loss: 1.5340 2023-12-28 00:08:36,579 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 1 day, 15:46:32, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9331, loss_cls: 1.6030, loss: 1.6030 2023-12-28 00:09:02,048 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 1 day, 15:45:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9294, loss_cls: 1.5987, loss: 1.5987 2023-12-28 00:09:27,465 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 1 day, 15:45:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9263, loss_cls: 1.5592, loss: 1.5592 2023-12-28 00:09:52,905 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 1 day, 15:44:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9237, loss_cls: 1.6728, loss: 1.6728 2023-12-28 00:10:18,183 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 1 day, 15:44:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9337, loss_cls: 1.5717, loss: 1.5717 2023-12-28 00:10:43,726 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 1 day, 15:43:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9287, loss_cls: 1.5846, loss: 1.5846 2023-12-28 00:11:09,153 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 1 day, 15:43:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9244, loss_cls: 1.6656, loss: 1.6656 2023-12-28 00:11:34,695 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 1 day, 15:42:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9156, loss_cls: 1.6774, loss: 1.6774 2023-12-28 00:11:59,814 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 1 day, 15:42:02, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9319, loss_cls: 1.5634, loss: 1.5634 2023-12-28 00:12:24,828 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 1 day, 15:41:23, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9275, loss_cls: 1.6221, loss: 1.6221 2023-12-28 00:12:49,905 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 1 day, 15:40:45, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9269, loss_cls: 1.6138, loss: 1.6138 2023-12-28 00:13:14,963 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 1 day, 15:40:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9213, loss_cls: 1.6602, loss: 1.6602 2023-12-28 00:13:40,002 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 1 day, 15:39:29, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9356, loss_cls: 1.5299, loss: 1.5299 2023-12-28 00:14:05,052 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 1 day, 15:38:51, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9300, loss_cls: 1.5933, loss: 1.5933 2023-12-28 00:14:30,121 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 1 day, 15:38:13, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9206, loss_cls: 1.6296, loss: 1.6296 2023-12-28 00:14:55,175 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 1 day, 15:37:35, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9281, loss_cls: 1.6155, loss: 1.6155 2023-12-28 00:15:20,215 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 1 day, 15:36:57, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9413, loss_cls: 1.5594, loss: 1.5594 2023-12-28 00:15:45,556 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 1 day, 15:36:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9306, loss_cls: 1.5940, loss: 1.5940 2023-12-28 00:16:10,814 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 1 day, 15:35:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9369, loss_cls: 1.5289, loss: 1.5289 2023-12-28 00:16:36,170 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 1 day, 15:35:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9156, loss_cls: 1.7199, loss: 1.7199 2023-12-28 00:17:01,385 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 1 day, 15:34:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9125, loss_cls: 1.6191, loss: 1.6191 2023-12-28 00:17:26,640 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 1 day, 15:34:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9263, loss_cls: 1.5846, loss: 1.5846 2023-12-28 00:17:51,986 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 1 day, 15:33:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9375, loss_cls: 1.5818, loss: 1.5818 2023-12-28 00:18:17,416 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 1 day, 15:32:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9387, loss_cls: 1.5373, loss: 1.5373 2023-12-28 00:18:42,934 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 1 day, 15:32:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6800, top5_acc: 0.9150, loss_cls: 1.6976, loss: 1.6976 2023-12-28 00:19:08,492 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 1 day, 15:31:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9356, loss_cls: 1.5416, loss: 1.5416 2023-12-28 00:19:33,986 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 1 day, 15:31:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9275, loss_cls: 1.5524, loss: 1.5524 2023-12-28 00:19:59,386 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 1 day, 15:30:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9413, loss_cls: 1.5057, loss: 1.5057 2023-12-28 00:20:24,709 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 1 day, 15:30:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9269, loss_cls: 1.6224, loss: 1.6224 2023-12-28 00:20:50,281 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 1 day, 15:29:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9194, loss_cls: 1.6069, loss: 1.6069 2023-12-28 00:21:16,015 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 1 day, 15:29:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9263, loss_cls: 1.6414, loss: 1.6414 2023-12-28 00:21:41,650 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 1 day, 15:28:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6706, top5_acc: 0.9300, loss_cls: 1.6676, loss: 1.6676 2023-12-28 00:22:07,272 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 1 day, 15:28:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9163, loss_cls: 1.6348, loss: 1.6348 2023-12-28 00:22:32,670 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 1 day, 15:27:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9363, loss_cls: 1.4890, loss: 1.4890 2023-12-28 00:22:58,228 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 1 day, 15:27:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9250, loss_cls: 1.6044, loss: 1.6044 2023-12-28 00:23:24,182 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 1 day, 15:26:49, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9306, loss_cls: 1.5796, loss: 1.5796 2023-12-28 00:23:35,090 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-28 00:27:24,703 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 00:27:25,230 - pyskl - INFO - top1_acc 0.6033 top5_acc 0.8795 2023-12-28 00:27:25,253 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6033, top5_acc: 0.8795 2023-12-28 00:28:21,016 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 1 day, 15:30:18, time: 0.558, data_time: 0.302, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9237, loss_cls: 1.6418, loss: 1.6418 2023-12-28 00:28:46,407 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 1 day, 15:29:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9387, loss_cls: 1.5404, loss: 1.5404 2023-12-28 00:29:11,918 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 1 day, 15:29:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9319, loss_cls: 1.5624, loss: 1.5624 2023-12-28 00:29:37,608 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 1 day, 15:28:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9269, loss_cls: 1.6488, loss: 1.6488 2023-12-28 00:30:03,166 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 1 day, 15:28:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9300, loss_cls: 1.5572, loss: 1.5572 2023-12-28 00:30:28,534 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 1 day, 15:27:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9369, loss_cls: 1.5263, loss: 1.5263 2023-12-28 00:30:53,725 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 1 day, 15:27:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9356, loss_cls: 1.5318, loss: 1.5318 2023-12-28 00:31:19,026 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 1 day, 15:26:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9275, loss_cls: 1.6381, loss: 1.6381 2023-12-28 00:31:44,063 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 1 day, 15:25:51, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9337, loss_cls: 1.5670, loss: 1.5670 2023-12-28 00:32:09,244 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 1 day, 15:25:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9306, loss_cls: 1.5919, loss: 1.5919 2023-12-28 00:32:34,478 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 1 day, 15:24:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9419, loss_cls: 1.5114, loss: 1.5114 2023-12-28 00:32:59,875 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 1 day, 15:24:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9337, loss_cls: 1.5513, loss: 1.5513 2023-12-28 00:33:25,160 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 1 day, 15:23:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 1.5158, loss: 1.5158 2023-12-28 00:33:50,335 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 1 day, 15:22:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9350, loss_cls: 1.5641, loss: 1.5641 2023-12-28 00:34:15,521 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 1 day, 15:22:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9331, loss_cls: 1.5540, loss: 1.5540 2023-12-28 00:34:40,764 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 1 day, 15:21:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9250, loss_cls: 1.5623, loss: 1.5623 2023-12-28 00:35:06,004 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 1 day, 15:21:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9437, loss_cls: 1.4572, loss: 1.4572 2023-12-28 00:35:31,410 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 1 day, 15:20:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9369, loss_cls: 1.4943, loss: 1.4943 2023-12-28 00:35:56,889 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 1 day, 15:20:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9337, loss_cls: 1.5734, loss: 1.5734 2023-12-28 00:36:22,069 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 1 day, 15:19:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9356, loss_cls: 1.5145, loss: 1.5145 2023-12-28 00:36:47,383 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 1 day, 15:19:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9356, loss_cls: 1.5363, loss: 1.5363 2023-12-28 00:37:12,645 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 1 day, 15:18:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9313, loss_cls: 1.6153, loss: 1.6153 2023-12-28 00:37:37,948 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 1 day, 15:17:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9256, loss_cls: 1.6112, loss: 1.6112 2023-12-28 00:38:03,130 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 1 day, 15:17:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9325, loss_cls: 1.5701, loss: 1.5701 2023-12-28 00:38:28,595 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 1 day, 15:16:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9313, loss_cls: 1.5480, loss: 1.5480 2023-12-28 00:38:53,918 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 1 day, 15:16:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9194, loss_cls: 1.6311, loss: 1.6311 2023-12-28 00:39:19,190 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 1 day, 15:15:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9250, loss_cls: 1.6009, loss: 1.6009 2023-12-28 00:39:44,358 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 1 day, 15:15:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9213, loss_cls: 1.6661, loss: 1.6661 2023-12-28 00:40:09,661 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 1 day, 15:14:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9256, loss_cls: 1.5652, loss: 1.5652 2023-12-28 00:40:35,077 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 1 day, 15:13:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9237, loss_cls: 1.6375, loss: 1.6375 2023-12-28 00:41:00,392 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 1 day, 15:13:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9250, loss_cls: 1.6067, loss: 1.6067 2023-12-28 00:41:25,665 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 1 day, 15:12:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9256, loss_cls: 1.5805, loss: 1.5805 2023-12-28 00:41:51,019 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 1 day, 15:12:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9256, loss_cls: 1.5366, loss: 1.5366 2023-12-28 00:42:16,251 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 1 day, 15:11:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9175, loss_cls: 1.6476, loss: 1.6476 2023-12-28 00:42:41,792 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 1 day, 15:11:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9187, loss_cls: 1.6025, loss: 1.6025 2023-12-28 00:43:07,023 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 1 day, 15:10:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9200, loss_cls: 1.5847, loss: 1.5847 2023-12-28 00:43:32,375 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 1 day, 15:10:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9187, loss_cls: 1.6068, loss: 1.6068 2023-12-28 00:43:58,017 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 1 day, 15:09:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9287, loss_cls: 1.5216, loss: 1.5216 2023-12-28 00:44:23,605 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 1 day, 15:09:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9319, loss_cls: 1.5274, loss: 1.5274 2023-12-28 00:44:34,612 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-28 00:48:23,950 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 00:48:24,478 - pyskl - INFO - top1_acc 0.6119 top5_acc 0.8843 2023-12-28 00:48:24,502 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6119, top5_acc: 0.8843 2023-12-28 00:49:20,154 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 1 day, 15:12:15, time: 0.556, data_time: 0.303, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9331, loss_cls: 1.5047, loss: 1.5047 2023-12-28 00:49:45,384 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 1 day, 15:11:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9250, loss_cls: 1.5412, loss: 1.5412 2023-12-28 00:50:10,836 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 1 day, 15:11:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9287, loss_cls: 1.5861, loss: 1.5861 2023-12-28 00:50:36,546 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 1 day, 15:10:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9225, loss_cls: 1.5913, loss: 1.5913 2023-12-28 00:51:01,840 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 1 day, 15:10:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9325, loss_cls: 1.5514, loss: 1.5514 2023-12-28 00:51:27,319 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 1 day, 15:09:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9269, loss_cls: 1.5298, loss: 1.5298 2023-12-28 00:51:52,808 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 1 day, 15:09:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9375, loss_cls: 1.4866, loss: 1.4866 2023-12-28 00:52:18,284 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 1 day, 15:08:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9231, loss_cls: 1.5839, loss: 1.5839 2023-12-28 00:52:43,633 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 1 day, 15:08:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9263, loss_cls: 1.5592, loss: 1.5592 2023-12-28 00:53:08,788 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 1 day, 15:07:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9344, loss_cls: 1.5584, loss: 1.5584 2023-12-28 00:53:33,974 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 1 day, 15:06:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9394, loss_cls: 1.5029, loss: 1.5029 2023-12-28 00:53:59,193 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 1 day, 15:06:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9313, loss_cls: 1.5935, loss: 1.5935 2023-12-28 00:54:24,416 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 1 day, 15:05:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9363, loss_cls: 1.5287, loss: 1.5287 2023-12-28 00:54:49,706 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 1 day, 15:05:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9263, loss_cls: 1.5110, loss: 1.5110 2023-12-28 00:55:14,966 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 1 day, 15:04:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9350, loss_cls: 1.5332, loss: 1.5332 2023-12-28 00:55:40,154 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 1 day, 15:04:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9275, loss_cls: 1.5098, loss: 1.5098 2023-12-28 00:56:05,448 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 1 day, 15:03:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9344, loss_cls: 1.5797, loss: 1.5797 2023-12-28 00:56:30,732 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 1 day, 15:02:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 1.5415, loss: 1.5415 2023-12-28 00:56:56,044 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 1 day, 15:02:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9431, loss_cls: 1.5349, loss: 1.5349 2023-12-28 00:57:21,546 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 1 day, 15:01:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9244, loss_cls: 1.5405, loss: 1.5405 2023-12-28 00:57:47,026 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 1 day, 15:01:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9294, loss_cls: 1.5068, loss: 1.5068 2023-12-28 00:58:12,504 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 1 day, 15:00:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9431, loss_cls: 1.5103, loss: 1.5103 2023-12-28 00:58:37,703 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 1 day, 15:00:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9325, loss_cls: 1.5691, loss: 1.5691 2023-12-28 00:59:03,215 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 1 day, 14:59:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9350, loss_cls: 1.4442, loss: 1.4442 2023-12-28 00:59:28,515 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 1 day, 14:59:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9331, loss_cls: 1.5424, loss: 1.5424 2023-12-28 00:59:54,325 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 1 day, 14:58:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9163, loss_cls: 1.6005, loss: 1.6005 2023-12-28 01:00:19,707 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 1 day, 14:58:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9281, loss_cls: 1.5766, loss: 1.5766 2023-12-28 01:00:44,768 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 1 day, 14:57:37, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9200, loss_cls: 1.6961, loss: 1.6961 2023-12-28 01:01:09,849 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 1 day, 14:57:02, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9331, loss_cls: 1.5652, loss: 1.5652 2023-12-28 01:01:34,902 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 1 day, 14:56:27, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9313, loss_cls: 1.5774, loss: 1.5774 2023-12-28 01:01:59,992 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 1 day, 14:55:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9231, loss_cls: 1.5833, loss: 1.5833 2023-12-28 01:02:25,154 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 1 day, 14:55:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9294, loss_cls: 1.5270, loss: 1.5270 2023-12-28 01:02:50,534 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 1 day, 14:54:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9269, loss_cls: 1.5609, loss: 1.5609 2023-12-28 01:03:15,851 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 1 day, 14:54:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9294, loss_cls: 1.5230, loss: 1.5230 2023-12-28 01:03:41,192 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 1 day, 14:53:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9281, loss_cls: 1.5483, loss: 1.5483 2023-12-28 01:04:06,955 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 1 day, 14:53:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9331, loss_cls: 1.5145, loss: 1.5145 2023-12-28 01:04:32,480 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 1 day, 14:52:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9275, loss_cls: 1.4981, loss: 1.4981 2023-12-28 01:04:58,084 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 1 day, 14:52:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9381, loss_cls: 1.5402, loss: 1.5402 2023-12-28 01:05:23,823 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 1 day, 14:51:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9275, loss_cls: 1.5761, loss: 1.5761 2023-12-28 01:05:34,717 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-28 01:09:24,194 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 01:09:24,789 - pyskl - INFO - top1_acc 0.5460 top5_acc 0.8457 2023-12-28 01:09:24,813 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.5460, top5_acc: 0.8457 2023-12-28 01:10:20,239 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 1 day, 14:54:32, time: 0.554, data_time: 0.298, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9306, loss_cls: 1.6310, loss: 1.6310 2023-12-28 01:10:45,720 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 1 day, 14:54:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9431, loss_cls: 1.4323, loss: 1.4323 2023-12-28 01:11:11,181 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 1 day, 14:53:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9419, loss_cls: 1.5361, loss: 1.5361 2023-12-28 01:11:37,057 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 1 day, 14:53:03, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9237, loss_cls: 1.5555, loss: 1.5555 2023-12-28 01:12:02,594 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 1 day, 14:52:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9269, loss_cls: 1.5683, loss: 1.5683 2023-12-28 01:12:27,823 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 1 day, 14:51:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9394, loss_cls: 1.5523, loss: 1.5523 2023-12-28 01:12:53,361 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 1 day, 14:51:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9181, loss_cls: 1.6326, loss: 1.6326 2023-12-28 01:13:18,620 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 1 day, 14:50:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 1.5099, loss: 1.5099 2023-12-28 01:13:43,894 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 1 day, 14:50:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9356, loss_cls: 1.5433, loss: 1.5433 2023-12-28 01:14:09,147 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 1 day, 14:49:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9356, loss_cls: 1.4596, loss: 1.4596 2023-12-28 01:14:34,229 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 1 day, 14:49:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9356, loss_cls: 1.5280, loss: 1.5280 2023-12-28 01:14:59,277 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 1 day, 14:48:40, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9306, loss_cls: 1.5782, loss: 1.5782 2023-12-28 01:15:24,389 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 1 day, 14:48:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9263, loss_cls: 1.5836, loss: 1.5836 2023-12-28 01:15:49,694 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 1 day, 14:47:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9263, loss_cls: 1.5089, loss: 1.5089 2023-12-28 01:16:15,070 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 1 day, 14:47:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9331, loss_cls: 1.5163, loss: 1.5163 2023-12-28 01:16:40,361 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 1 day, 14:46:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9269, loss_cls: 1.5442, loss: 1.5442 2023-12-28 01:17:05,756 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 1 day, 14:45:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9275, loss_cls: 1.5681, loss: 1.5681 2023-12-28 01:17:31,063 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 1 day, 14:45:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9363, loss_cls: 1.4698, loss: 1.4698 2023-12-28 01:17:56,314 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 1 day, 14:44:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9356, loss_cls: 1.5469, loss: 1.5469 2023-12-28 01:18:21,574 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 1 day, 14:44:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9331, loss_cls: 1.4982, loss: 1.4982 2023-12-28 01:18:46,899 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 1 day, 14:43:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9363, loss_cls: 1.5379, loss: 1.5379 2023-12-28 01:19:12,268 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 1 day, 14:43:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9344, loss_cls: 1.5070, loss: 1.5070 2023-12-28 01:19:38,022 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 1 day, 14:42:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9381, loss_cls: 1.4908, loss: 1.4908 2023-12-28 01:20:03,259 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 1 day, 14:42:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9363, loss_cls: 1.5378, loss: 1.5378 2023-12-28 01:20:28,766 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 1 day, 14:41:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9275, loss_cls: 1.5631, loss: 1.5631 2023-12-28 01:20:54,088 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 1 day, 14:41:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9419, loss_cls: 1.4584, loss: 1.4584 2023-12-28 01:21:19,402 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 1 day, 14:40:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9369, loss_cls: 1.4547, loss: 1.4547 2023-12-28 01:21:44,620 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 1 day, 14:40:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 1.5173, loss: 1.5173 2023-12-28 01:22:09,994 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 1 day, 14:39:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9181, loss_cls: 1.4969, loss: 1.4969 2023-12-28 01:22:35,281 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 1 day, 14:39:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9331, loss_cls: 1.5009, loss: 1.5009 2023-12-28 01:23:00,624 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 1 day, 14:38:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9356, loss_cls: 1.5281, loss: 1.5281 2023-12-28 01:23:26,213 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 1 day, 14:38:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9287, loss_cls: 1.5780, loss: 1.5780 2023-12-28 01:23:51,504 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 1 day, 14:37:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9306, loss_cls: 1.4964, loss: 1.4964 2023-12-28 01:24:16,750 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 1 day, 14:36:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9400, loss_cls: 1.4189, loss: 1.4189 2023-12-28 01:24:41,983 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 1 day, 14:36:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9313, loss_cls: 1.4994, loss: 1.4994 2023-12-28 01:25:07,167 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 1 day, 14:35:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9331, loss_cls: 1.5308, loss: 1.5308 2023-12-28 01:25:32,619 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 1 day, 14:35:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9313, loss_cls: 1.5627, loss: 1.5627 2023-12-28 01:25:57,978 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 1 day, 14:34:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9250, loss_cls: 1.5548, loss: 1.5548 2023-12-28 01:26:23,681 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 1 day, 14:34:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9344, loss_cls: 1.4862, loss: 1.4862 2023-12-28 01:26:34,708 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-28 01:30:24,293 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 01:30:24,828 - pyskl - INFO - top1_acc 0.6618 top5_acc 0.9123 2023-12-28 01:30:24,833 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_7.pth was removed 2023-12-28 01:30:25,065 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2023-12-28 01:30:25,067 - pyskl - INFO - Best top1_acc is 0.6618 at 14 epoch. 2023-12-28 01:30:25,098 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6618, top5_acc: 0.9123 2023-12-28 01:31:20,857 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 1 day, 14:36:56, time: 0.558, data_time: 0.305, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9300, loss_cls: 1.5289, loss: 1.5289 2023-12-28 01:31:46,250 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 1 day, 14:36:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9363, loss_cls: 1.5791, loss: 1.5791 2023-12-28 01:32:11,842 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 1 day, 14:35:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9450, loss_cls: 1.4398, loss: 1.4398 2023-12-28 01:32:37,506 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 1 day, 14:35:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9325, loss_cls: 1.4528, loss: 1.4528 2023-12-28 01:33:02,941 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 1 day, 14:34:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9356, loss_cls: 1.4566, loss: 1.4566 2023-12-28 01:33:28,322 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 1 day, 14:34:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9313, loss_cls: 1.4774, loss: 1.4774 2023-12-28 01:33:53,490 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 1 day, 14:33:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 1.5174, loss: 1.5174 2023-12-28 01:34:18,816 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 1 day, 14:33:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9425, loss_cls: 1.5061, loss: 1.5061 2023-12-28 01:34:44,180 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 1 day, 14:32:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 1.3839, loss: 1.3839 2023-12-28 01:35:09,834 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 1 day, 14:32:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9306, loss_cls: 1.5599, loss: 1.5599 2023-12-28 01:35:35,274 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 1 day, 14:31:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6975, top5_acc: 0.9225, loss_cls: 1.5335, loss: 1.5335 2023-12-28 01:36:00,627 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 1 day, 14:31:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9319, loss_cls: 1.4754, loss: 1.4754 2023-12-28 01:36:25,687 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 1 day, 14:30:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9313, loss_cls: 1.5307, loss: 1.5307 2023-12-28 01:36:50,727 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 1 day, 14:30:08, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9381, loss_cls: 1.4664, loss: 1.4664 2023-12-28 01:37:15,988 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 1 day, 14:29:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9187, loss_cls: 1.5493, loss: 1.5493 2023-12-28 01:37:41,304 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 1 day, 14:29:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9356, loss_cls: 1.5017, loss: 1.5017 2023-12-28 01:38:06,785 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 1 day, 14:28:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9369, loss_cls: 1.4460, loss: 1.4460 2023-12-28 01:38:32,081 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 1 day, 14:28:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9350, loss_cls: 1.4756, loss: 1.4756 2023-12-28 01:38:57,476 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 1 day, 14:27:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9356, loss_cls: 1.4635, loss: 1.4635 2023-12-28 01:39:22,733 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 1 day, 14:26:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9356, loss_cls: 1.4594, loss: 1.4594 2023-12-28 01:39:47,966 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 1 day, 14:26:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9294, loss_cls: 1.5125, loss: 1.5125 2023-12-28 01:40:13,279 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 1 day, 14:25:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9381, loss_cls: 1.4201, loss: 1.4201 2023-12-28 01:40:38,609 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 1 day, 14:25:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9331, loss_cls: 1.4479, loss: 1.4479 2023-12-28 01:41:04,001 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 1 day, 14:24:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9350, loss_cls: 1.4373, loss: 1.4373 2023-12-28 01:41:29,415 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 1 day, 14:24:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9381, loss_cls: 1.4007, loss: 1.4007 2023-12-28 01:41:55,012 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 1 day, 14:23:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9269, loss_cls: 1.5535, loss: 1.5535 2023-12-28 01:42:20,424 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 1 day, 14:23:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9381, loss_cls: 1.4932, loss: 1.4932 2023-12-28 01:42:45,965 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 1 day, 14:22:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9225, loss_cls: 1.5045, loss: 1.5045 2023-12-28 01:43:11,314 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 1 day, 14:22:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9356, loss_cls: 1.4720, loss: 1.4720 2023-12-28 01:43:36,861 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 1 day, 14:21:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9337, loss_cls: 1.5295, loss: 1.5295 2023-12-28 01:44:02,328 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 1 day, 14:21:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6706, top5_acc: 0.9281, loss_cls: 1.6312, loss: 1.6312 2023-12-28 01:44:27,741 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 1 day, 14:20:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 1.4624, loss: 1.4624 2023-12-28 01:44:52,997 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 1 day, 14:20:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9331, loss_cls: 1.5449, loss: 1.5449 2023-12-28 01:45:18,410 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 1 day, 14:19:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9394, loss_cls: 1.5480, loss: 1.5480 2023-12-28 01:45:43,823 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 1 day, 14:19:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9337, loss_cls: 1.4749, loss: 1.4749 2023-12-28 01:46:09,247 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 1 day, 14:18:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9387, loss_cls: 1.5156, loss: 1.5156 2023-12-28 01:46:34,876 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 1 day, 14:18:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9387, loss_cls: 1.5003, loss: 1.5003 2023-12-28 01:47:00,436 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 1 day, 14:17:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9250, loss_cls: 1.5204, loss: 1.5204 2023-12-28 01:47:26,124 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 1 day, 14:17:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9275, loss_cls: 1.5150, loss: 1.5150 2023-12-28 01:47:37,028 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-28 01:51:27,505 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 01:51:28,086 - pyskl - INFO - top1_acc 0.6012 top5_acc 0.8863 2023-12-28 01:51:28,109 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6012, top5_acc: 0.8863 2023-12-28 01:52:25,382 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 1 day, 14:19:55, time: 0.573, data_time: 0.320, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9331, loss_cls: 1.5042, loss: 1.5042 2023-12-28 01:52:50,930 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 1 day, 14:19:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9406, loss_cls: 1.3822, loss: 1.3822 2023-12-28 01:53:16,146 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 1 day, 14:18:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9450, loss_cls: 1.4185, loss: 1.4185 2023-12-28 01:53:41,826 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 1 day, 14:18:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 1.3944, loss: 1.3944 2023-12-28 01:54:07,216 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 1 day, 14:17:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9456, loss_cls: 1.4377, loss: 1.4377 2023-12-28 01:54:32,502 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 1 day, 14:17:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9344, loss_cls: 1.4691, loss: 1.4691 2023-12-28 01:54:57,907 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 1 day, 14:16:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 1.4271, loss: 1.4271 2023-12-28 01:55:23,138 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 1 day, 14:16:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9356, loss_cls: 1.4717, loss: 1.4717 2023-12-28 01:55:48,479 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 1 day, 14:15:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9394, loss_cls: 1.4694, loss: 1.4694 2023-12-28 01:56:13,893 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 1 day, 14:15:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9281, loss_cls: 1.5200, loss: 1.5200 2023-12-28 01:56:39,270 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 1 day, 14:14:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9456, loss_cls: 1.4451, loss: 1.4451 2023-12-28 01:57:04,794 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 1 day, 14:14:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9444, loss_cls: 1.4036, loss: 1.4036 2023-12-28 01:57:30,074 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 1 day, 14:13:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9287, loss_cls: 1.4629, loss: 1.4629 2023-12-28 01:57:55,479 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 1 day, 14:13:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9337, loss_cls: 1.4862, loss: 1.4862 2023-12-28 01:58:20,770 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 1 day, 14:12:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9275, loss_cls: 1.5328, loss: 1.5328 2023-12-28 01:58:46,145 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 1 day, 14:12:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9444, loss_cls: 1.4171, loss: 1.4171 2023-12-28 01:59:11,634 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 1 day, 14:11:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9337, loss_cls: 1.4611, loss: 1.4611 2023-12-28 01:59:37,056 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 1 day, 14:11:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9413, loss_cls: 1.4847, loss: 1.4847 2023-12-28 02:00:02,530 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 1 day, 14:10:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9281, loss_cls: 1.5854, loss: 1.5854 2023-12-28 02:00:27,818 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 1 day, 14:10:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9287, loss_cls: 1.4744, loss: 1.4744 2023-12-28 02:00:52,997 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 1 day, 14:09:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9219, loss_cls: 1.5311, loss: 1.5311 2023-12-28 02:01:18,087 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 1 day, 14:09:04, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9319, loss_cls: 1.5100, loss: 1.5100 2023-12-28 02:01:43,250 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 1 day, 14:08:31, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 1.5112, loss: 1.5112 2023-12-28 02:02:08,503 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 1 day, 14:08:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7075, top5_acc: 0.9319, loss_cls: 1.4809, loss: 1.4809 2023-12-28 02:02:33,721 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 1 day, 14:07:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9244, loss_cls: 1.5347, loss: 1.5347 2023-12-28 02:02:59,032 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 1 day, 14:06:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 1.4409, loss: 1.4409 2023-12-28 02:03:24,526 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 1 day, 14:06:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9350, loss_cls: 1.4903, loss: 1.4903 2023-12-28 02:03:50,202 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 1 day, 14:05:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9187, loss_cls: 1.5556, loss: 1.5556 2023-12-28 02:04:15,586 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 1 day, 14:05:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9281, loss_cls: 1.5249, loss: 1.5249 2023-12-28 02:04:40,972 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 1 day, 14:04:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9306, loss_cls: 1.5581, loss: 1.5581 2023-12-28 02:05:06,529 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 1 day, 14:04:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9419, loss_cls: 1.4726, loss: 1.4726 2023-12-28 02:05:31,948 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 1 day, 14:03:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9225, loss_cls: 1.5690, loss: 1.5690 2023-12-28 02:05:57,381 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 1 day, 14:03:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9344, loss_cls: 1.4138, loss: 1.4138 2023-12-28 02:06:22,960 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 1 day, 14:03:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6844, top5_acc: 0.9356, loss_cls: 1.5392, loss: 1.5392 2023-12-28 02:06:48,428 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 1 day, 14:02:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9469, loss_cls: 1.3766, loss: 1.3766 2023-12-28 02:07:13,704 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 1 day, 14:01:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9281, loss_cls: 1.5560, loss: 1.5560 2023-12-28 02:07:39,336 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 1 day, 14:01:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9287, loss_cls: 1.5029, loss: 1.5029 2023-12-28 02:08:05,056 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 1 day, 14:01:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9413, loss_cls: 1.4587, loss: 1.4587 2023-12-28 02:08:30,447 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 1 day, 14:00:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9406, loss_cls: 1.4775, loss: 1.4775 2023-12-28 02:08:41,300 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-28 02:12:31,173 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 02:12:31,698 - pyskl - INFO - top1_acc 0.5167 top5_acc 0.8158 2023-12-28 02:12:31,722 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.5167, top5_acc: 0.8158 2023-12-28 02:13:27,626 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 1 day, 14:02:40, time: 0.559, data_time: 0.305, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9375, loss_cls: 1.4990, loss: 1.4990 2023-12-28 02:13:53,154 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 1 day, 14:02:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9369, loss_cls: 1.4010, loss: 1.4010 2023-12-28 02:14:18,504 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 1 day, 14:01:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 1.3949, loss: 1.3949 2023-12-28 02:14:44,228 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 1 day, 14:01:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9363, loss_cls: 1.4213, loss: 1.4213 2023-12-28 02:15:09,839 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 1 day, 14:00:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9344, loss_cls: 1.4563, loss: 1.4563 2023-12-28 02:15:35,383 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 1 day, 14:00:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9413, loss_cls: 1.4249, loss: 1.4249 2023-12-28 02:16:00,791 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 1 day, 13:59:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9406, loss_cls: 1.4380, loss: 1.4380 2023-12-28 02:16:26,101 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 1 day, 13:59:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9294, loss_cls: 1.4764, loss: 1.4764 2023-12-28 02:16:51,317 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 1 day, 13:58:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9263, loss_cls: 1.4147, loss: 1.4147 2023-12-28 02:17:16,721 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 1 day, 13:58:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9463, loss_cls: 1.4624, loss: 1.4624 2023-12-28 02:17:42,069 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 1 day, 13:57:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9375, loss_cls: 1.5231, loss: 1.5231 2023-12-28 02:18:07,289 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 1 day, 13:57:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9237, loss_cls: 1.5223, loss: 1.5223 2023-12-28 02:18:32,558 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 1 day, 13:56:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9337, loss_cls: 1.5456, loss: 1.5456 2023-12-28 02:18:57,898 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 1 day, 13:56:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9325, loss_cls: 1.4350, loss: 1.4350 2023-12-28 02:19:23,034 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 1 day, 13:55:33, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9313, loss_cls: 1.4585, loss: 1.4585 2023-12-28 02:19:48,049 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 1 day, 13:54:59, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9387, loss_cls: 1.4422, loss: 1.4422 2023-12-28 02:20:13,381 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 1 day, 13:54:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9325, loss_cls: 1.4686, loss: 1.4686 2023-12-28 02:20:38,741 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 1 day, 13:53:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9431, loss_cls: 1.3944, loss: 1.3944 2023-12-28 02:21:03,988 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 1 day, 13:53:27, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9344, loss_cls: 1.4331, loss: 1.4331 2023-12-28 02:21:29,368 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 1 day, 13:52:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9444, loss_cls: 1.4082, loss: 1.4082 2023-12-28 02:21:54,575 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 1 day, 13:52:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9300, loss_cls: 1.5218, loss: 1.5218 2023-12-28 02:22:20,114 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 1 day, 13:51:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9194, loss_cls: 1.6130, loss: 1.6130 2023-12-28 02:22:45,463 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 1 day, 13:51:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9313, loss_cls: 1.5158, loss: 1.5158 2023-12-28 02:23:10,799 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 1 day, 13:50:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9263, loss_cls: 1.5575, loss: 1.5575 2023-12-28 02:23:36,110 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 1 day, 13:50:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9300, loss_cls: 1.4855, loss: 1.4855 2023-12-28 02:24:01,150 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 1 day, 13:49:50, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9300, loss_cls: 1.5054, loss: 1.5054 2023-12-28 02:24:26,180 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 1 day, 13:49:17, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9381, loss_cls: 1.3669, loss: 1.3669 2023-12-28 02:24:51,192 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 1 day, 13:48:44, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9100, loss_cls: 1.5987, loss: 1.5987 2023-12-28 02:25:16,209 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 1 day, 13:48:11, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9337, loss_cls: 1.4920, loss: 1.4920 2023-12-28 02:25:41,227 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 1 day, 13:47:38, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9381, loss_cls: 1.4735, loss: 1.4735 2023-12-28 02:26:06,683 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 1 day, 13:47:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9337, loss_cls: 1.4577, loss: 1.4577 2023-12-28 02:26:31,991 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 1 day, 13:46:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 1.3951, loss: 1.3951 2023-12-28 02:26:57,742 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 1 day, 13:46:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9375, loss_cls: 1.4711, loss: 1.4711 2023-12-28 02:27:23,223 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 1 day, 13:45:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9331, loss_cls: 1.4369, loss: 1.4369 2023-12-28 02:27:48,474 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 1 day, 13:45:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9381, loss_cls: 1.4473, loss: 1.4473 2023-12-28 02:28:13,716 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 1 day, 13:44:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9337, loss_cls: 1.4528, loss: 1.4528 2023-12-28 02:28:39,255 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 1 day, 13:44:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9363, loss_cls: 1.4742, loss: 1.4742 2023-12-28 02:29:04,598 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 1 day, 13:43:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9256, loss_cls: 1.4874, loss: 1.4874 2023-12-28 02:29:30,270 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 1 day, 13:43:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9250, loss_cls: 1.5607, loss: 1.5607 2023-12-28 02:29:41,295 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-28 02:33:30,692 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 02:33:31,215 - pyskl - INFO - top1_acc 0.5709 top5_acc 0.8631 2023-12-28 02:33:31,238 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.5709, top5_acc: 0.8631 2023-12-28 02:34:27,442 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 1 day, 13:45:11, time: 0.562, data_time: 0.306, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9437, loss_cls: 1.5143, loss: 1.5143 2023-12-28 02:34:53,038 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 1 day, 13:44:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9344, loss_cls: 1.5182, loss: 1.5182 2023-12-28 02:35:18,543 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 1 day, 13:44:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9444, loss_cls: 1.4109, loss: 1.4109 2023-12-28 02:35:44,107 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 1 day, 13:43:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9387, loss_cls: 1.4325, loss: 1.4325 2023-12-28 02:36:09,797 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 1 day, 13:43:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9325, loss_cls: 1.4993, loss: 1.4993 2023-12-28 02:36:35,390 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 1 day, 13:42:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9375, loss_cls: 1.3757, loss: 1.3757 2023-12-28 02:37:00,762 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 1 day, 13:42:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9444, loss_cls: 1.4243, loss: 1.4243 2023-12-28 02:37:26,009 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 1 day, 13:41:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9369, loss_cls: 1.4729, loss: 1.4729 2023-12-28 02:37:51,174 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 1 day, 13:41:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9306, loss_cls: 1.4756, loss: 1.4756 2023-12-28 02:38:16,368 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 1 day, 13:40:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 1.3854, loss: 1.3854 2023-12-28 02:38:41,627 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 1 day, 13:40:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9400, loss_cls: 1.4305, loss: 1.4305 2023-12-28 02:39:06,953 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 1 day, 13:39:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9275, loss_cls: 1.5071, loss: 1.5071 2023-12-28 02:39:32,005 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 1 day, 13:39:08, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9413, loss_cls: 1.3842, loss: 1.3842 2023-12-28 02:39:57,030 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 1 day, 13:38:35, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9281, loss_cls: 1.5483, loss: 1.5483 2023-12-28 02:40:22,058 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 1 day, 13:38:02, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9344, loss_cls: 1.4832, loss: 1.4832 2023-12-28 02:40:47,080 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 1 day, 13:37:29, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9350, loss_cls: 1.5116, loss: 1.5116 2023-12-28 02:41:12,128 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 1 day, 13:36:57, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9356, loss_cls: 1.5075, loss: 1.5075 2023-12-28 02:41:37,178 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 1 day, 13:36:24, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9419, loss_cls: 1.4991, loss: 1.4991 2023-12-28 02:42:02,222 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 1 day, 13:35:51, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 1.4363, loss: 1.4363 2023-12-28 02:42:27,231 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 1 day, 13:35:19, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9487, loss_cls: 1.4576, loss: 1.4576 2023-12-28 02:42:52,240 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 1 day, 13:34:46, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 1.3963, loss: 1.3963 2023-12-28 02:43:17,285 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 1 day, 13:34:13, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 1.4654, loss: 1.4654 2023-12-28 02:43:42,300 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 1 day, 13:33:41, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9350, loss_cls: 1.3800, loss: 1.3800 2023-12-28 02:44:07,537 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 1 day, 13:33:09, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9375, loss_cls: 1.4532, loss: 1.4532 2023-12-28 02:44:33,078 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 1 day, 13:32:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9356, loss_cls: 1.4609, loss: 1.4609 2023-12-28 02:44:58,605 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 1 day, 13:32:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 1.4001, loss: 1.4001 2023-12-28 02:45:23,816 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 1 day, 13:31:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9363, loss_cls: 1.4058, loss: 1.4058 2023-12-28 02:45:49,198 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 1 day, 13:31:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9369, loss_cls: 1.4297, loss: 1.4297 2023-12-28 02:46:14,656 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 1 day, 13:30:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9437, loss_cls: 1.4615, loss: 1.4615 2023-12-28 02:46:39,901 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 1 day, 13:30:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9463, loss_cls: 1.4390, loss: 1.4390 2023-12-28 02:47:05,462 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 1 day, 13:29:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9319, loss_cls: 1.4392, loss: 1.4392 2023-12-28 02:47:30,789 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 1 day, 13:29:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9425, loss_cls: 1.4480, loss: 1.4480 2023-12-28 02:47:56,257 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 1 day, 13:28:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9319, loss_cls: 1.5441, loss: 1.5441 2023-12-28 02:48:21,588 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 1 day, 13:28:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9306, loss_cls: 1.4186, loss: 1.4186 2023-12-28 02:48:46,850 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 1 day, 13:27:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9431, loss_cls: 1.4164, loss: 1.4164 2023-12-28 02:49:12,405 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 1 day, 13:27:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9506, loss_cls: 1.4058, loss: 1.4058 2023-12-28 02:49:37,894 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 1 day, 13:26:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 1.4698, loss: 1.4698 2023-12-28 02:50:03,385 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 1 day, 13:26:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9337, loss_cls: 1.4561, loss: 1.4561 2023-12-28 02:50:29,076 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 1 day, 13:25:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9413, loss_cls: 1.4182, loss: 1.4182 2023-12-28 02:50:40,120 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-28 02:54:29,964 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 02:54:30,490 - pyskl - INFO - top1_acc 0.5531 top5_acc 0.8486 2023-12-28 02:54:30,514 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.5531, top5_acc: 0.8486 2023-12-28 02:55:25,911 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 1 day, 13:27:31, time: 0.554, data_time: 0.302, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9237, loss_cls: 1.5999, loss: 1.5999 2023-12-28 02:55:50,951 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 1 day, 13:26:59, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9313, loss_cls: 1.5036, loss: 1.5036 2023-12-28 02:56:16,508 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 1 day, 13:26:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9406, loss_cls: 1.4374, loss: 1.4374 2023-12-28 02:56:42,247 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 1 day, 13:26:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9437, loss_cls: 1.3972, loss: 1.3972 2023-12-28 02:57:07,797 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 1 day, 13:25:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9306, loss_cls: 1.5140, loss: 1.5140 2023-12-28 02:57:33,293 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 1 day, 13:25:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 1.3477, loss: 1.3477 2023-12-28 02:57:58,569 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 1 day, 13:24:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9419, loss_cls: 1.3472, loss: 1.3472 2023-12-28 02:58:23,993 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 1 day, 13:24:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 1.3327, loss: 1.3327 2023-12-28 02:58:49,290 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 1 day, 13:23:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9325, loss_cls: 1.4193, loss: 1.4193 2023-12-28 02:59:14,553 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 1 day, 13:23:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9287, loss_cls: 1.4859, loss: 1.4859 2023-12-28 02:59:39,794 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 1 day, 13:22:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9350, loss_cls: 1.4963, loss: 1.4963 2023-12-28 03:00:05,312 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 1 day, 13:22:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 1.4108, loss: 1.4108 2023-12-28 03:00:30,743 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 1 day, 13:21:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9469, loss_cls: 1.4369, loss: 1.4369 2023-12-28 03:00:56,070 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 1 day, 13:21:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 1.3973, loss: 1.3973 2023-12-28 03:01:21,322 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 1 day, 13:20:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7075, top5_acc: 0.9450, loss_cls: 1.4450, loss: 1.4450 2023-12-28 03:01:46,559 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 1 day, 13:20:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 1.4220, loss: 1.4220 2023-12-28 03:02:11,982 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 1 day, 13:19:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9331, loss_cls: 1.4237, loss: 1.4237 2023-12-28 03:02:37,475 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 1 day, 13:19:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9313, loss_cls: 1.5324, loss: 1.5324 2023-12-28 03:03:02,807 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 1 day, 13:18:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9375, loss_cls: 1.4521, loss: 1.4521 2023-12-28 03:03:28,202 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 1 day, 13:18:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9363, loss_cls: 1.4300, loss: 1.4300 2023-12-28 03:03:53,517 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 1 day, 13:17:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 1.3753, loss: 1.3753 2023-12-28 03:04:18,796 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 1 day, 13:17:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9300, loss_cls: 1.5101, loss: 1.5101 2023-12-28 03:04:44,275 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 1 day, 13:16:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9325, loss_cls: 1.4778, loss: 1.4778 2023-12-28 03:05:09,748 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 1 day, 13:16:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9419, loss_cls: 1.4383, loss: 1.4383 2023-12-28 03:05:35,234 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 1 day, 13:15:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9400, loss_cls: 1.4242, loss: 1.4242 2023-12-28 03:06:00,798 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 1 day, 13:15:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 1.4296, loss: 1.4296 2023-12-28 03:06:26,178 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 1 day, 13:14:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9300, loss_cls: 1.4734, loss: 1.4734 2023-12-28 03:06:51,425 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 1 day, 13:14:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9350, loss_cls: 1.4565, loss: 1.4565 2023-12-28 03:07:16,866 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 1 day, 13:13:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9350, loss_cls: 1.4803, loss: 1.4803 2023-12-28 03:07:42,094 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 1 day, 13:13:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9463, loss_cls: 1.4164, loss: 1.4164 2023-12-28 03:08:07,613 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 1 day, 13:12:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 1.3532, loss: 1.3532 2023-12-28 03:08:33,046 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 1 day, 13:12:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9350, loss_cls: 1.4790, loss: 1.4790 2023-12-28 03:08:58,408 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 1 day, 13:11:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9369, loss_cls: 1.4614, loss: 1.4614 2023-12-28 03:09:23,948 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 1 day, 13:11:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9400, loss_cls: 1.4623, loss: 1.4623 2023-12-28 03:09:49,242 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 1 day, 13:10:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9250, loss_cls: 1.5068, loss: 1.5068 2023-12-28 03:10:14,852 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 1 day, 13:10:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9356, loss_cls: 1.4454, loss: 1.4454 2023-12-28 03:10:40,453 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 1 day, 13:09:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9381, loss_cls: 1.4637, loss: 1.4637 2023-12-28 03:11:06,189 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 1 day, 13:09:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9350, loss_cls: 1.5008, loss: 1.5008 2023-12-28 03:11:31,815 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 1 day, 13:08:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9319, loss_cls: 1.4371, loss: 1.4371 2023-12-28 03:11:43,033 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-28 03:15:33,038 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 03:15:33,562 - pyskl - INFO - top1_acc 0.6079 top5_acc 0.8982 2023-12-28 03:15:33,586 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6079, top5_acc: 0.8982 2023-12-28 03:16:29,545 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 1 day, 13:10:30, time: 0.560, data_time: 0.304, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9306, loss_cls: 1.4730, loss: 1.4730 2023-12-28 03:16:54,765 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 1 day, 13:09:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 1.3667, loss: 1.3667 2023-12-28 03:17:20,261 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 1 day, 13:09:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9369, loss_cls: 1.4354, loss: 1.4354 2023-12-28 03:17:45,813 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 1 day, 13:09:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 1.3559, loss: 1.3559 2023-12-28 03:18:11,216 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 1 day, 13:08:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 1.2865, loss: 1.2865 2023-12-28 03:18:36,710 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 1 day, 13:08:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 1.3770, loss: 1.3770 2023-12-28 03:19:02,089 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 1 day, 13:07:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 1.3495, loss: 1.3495 2023-12-28 03:19:27,365 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 1 day, 13:07:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 1.3872, loss: 1.3872 2023-12-28 03:19:52,717 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 1 day, 13:06:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 1.3157, loss: 1.3157 2023-12-28 03:20:18,108 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 1 day, 13:06:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 1.3242, loss: 1.3242 2023-12-28 03:20:43,734 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 1 day, 13:05:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9425, loss_cls: 1.3952, loss: 1.3952 2023-12-28 03:21:09,241 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 1 day, 13:05:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9275, loss_cls: 1.5336, loss: 1.5336 2023-12-28 03:21:34,773 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 1 day, 13:04:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9419, loss_cls: 1.3762, loss: 1.3762 2023-12-28 03:22:00,360 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 1 day, 13:04:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 1.3738, loss: 1.3738 2023-12-28 03:22:25,750 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 1 day, 13:03:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9425, loss_cls: 1.4195, loss: 1.4195 2023-12-28 03:22:51,317 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 1 day, 13:03:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9431, loss_cls: 1.4374, loss: 1.4374 2023-12-28 03:23:16,820 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 1 day, 13:02:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9437, loss_cls: 1.4589, loss: 1.4589 2023-12-28 03:23:42,108 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 1 day, 13:02:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 1.3536, loss: 1.3536 2023-12-28 03:24:07,487 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 1 day, 13:01:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9294, loss_cls: 1.4599, loss: 1.4599 2023-12-28 03:24:33,053 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 1 day, 13:01:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9381, loss_cls: 1.4319, loss: 1.4319 2023-12-28 03:24:58,653 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 1 day, 13:00:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9306, loss_cls: 1.4972, loss: 1.4972 2023-12-28 03:25:24,120 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 1 day, 13:00:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9363, loss_cls: 1.3931, loss: 1.3931 2023-12-28 03:25:49,322 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 1 day, 12:59:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 1.4077, loss: 1.4077 2023-12-28 03:26:15,158 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 1 day, 12:59:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9363, loss_cls: 1.4759, loss: 1.4759 2023-12-28 03:26:40,709 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 1 day, 12:58:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9394, loss_cls: 1.4374, loss: 1.4374 2023-12-28 03:27:06,175 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 1 day, 12:58:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9369, loss_cls: 1.4912, loss: 1.4912 2023-12-28 03:27:31,543 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 1 day, 12:57:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9325, loss_cls: 1.5007, loss: 1.5007 2023-12-28 03:27:56,794 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 1 day, 12:57:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 1.3811, loss: 1.3811 2023-12-28 03:28:22,149 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 1 day, 12:56:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9406, loss_cls: 1.3504, loss: 1.3504 2023-12-28 03:28:47,333 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 1 day, 12:56:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9400, loss_cls: 1.4009, loss: 1.4009 2023-12-28 03:29:12,666 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 1 day, 12:55:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9331, loss_cls: 1.4080, loss: 1.4080 2023-12-28 03:29:37,962 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 1 day, 12:55:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9263, loss_cls: 1.5160, loss: 1.5160 2023-12-28 03:30:03,228 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 1 day, 12:54:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9500, loss_cls: 1.4193, loss: 1.4193 2023-12-28 03:30:28,417 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 1 day, 12:54:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9337, loss_cls: 1.4504, loss: 1.4504 2023-12-28 03:30:53,597 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 1 day, 12:53:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9413, loss_cls: 1.4873, loss: 1.4873 2023-12-28 03:31:18,892 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 1 day, 12:53:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9431, loss_cls: 1.3079, loss: 1.3079 2023-12-28 03:31:44,334 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 1 day, 12:52:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 1.4003, loss: 1.4003 2023-12-28 03:32:09,744 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 1 day, 12:52:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9419, loss_cls: 1.3819, loss: 1.3819 2023-12-28 03:32:35,498 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 1 day, 12:51:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9319, loss_cls: 1.4561, loss: 1.4561 2023-12-28 03:32:46,417 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-28 03:36:36,601 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 03:36:37,126 - pyskl - INFO - top1_acc 0.6619 top5_acc 0.9188 2023-12-28 03:36:37,131 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_14.pth was removed 2023-12-28 03:36:37,355 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2023-12-28 03:36:37,358 - pyskl - INFO - Best top1_acc is 0.6619 at 20 epoch. 2023-12-28 03:36:37,381 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6619, top5_acc: 0.9188 2023-12-28 03:37:33,003 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 1 day, 12:53:26, time: 0.556, data_time: 0.301, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 1.3804, loss: 1.3804 2023-12-28 03:37:58,534 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 1 day, 12:52:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9419, loss_cls: 1.4310, loss: 1.4310 2023-12-28 03:38:23,969 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 1 day, 12:52:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 1.3573, loss: 1.3573 2023-12-28 03:38:49,664 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 1 day, 12:52:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 1.3622, loss: 1.3622 2023-12-28 03:39:15,128 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 1 day, 12:51:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9406, loss_cls: 1.3615, loss: 1.3615 2023-12-28 03:39:40,685 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 1 day, 12:51:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9375, loss_cls: 1.4097, loss: 1.4097 2023-12-28 03:40:05,984 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 1 day, 12:50:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9419, loss_cls: 1.4971, loss: 1.4971 2023-12-28 03:40:31,495 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 1 day, 12:50:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9444, loss_cls: 1.4393, loss: 1.4393 2023-12-28 03:40:56,721 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 1 day, 12:49:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 1.3610, loss: 1.3610 2023-12-28 03:41:22,186 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 1 day, 12:49:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 1.3804, loss: 1.3804 2023-12-28 03:41:47,633 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 1 day, 12:48:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9194, loss_cls: 1.6046, loss: 1.6046 2023-12-28 03:42:13,086 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 1 day, 12:48:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9450, loss_cls: 1.4100, loss: 1.4100 2023-12-28 03:42:38,597 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 1 day, 12:47:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 1.2998, loss: 1.2998 2023-12-28 03:43:04,111 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 1 day, 12:47:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 1.4203, loss: 1.4203 2023-12-28 03:43:29,570 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 1 day, 12:46:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9413, loss_cls: 1.3690, loss: 1.3690 2023-12-28 03:43:54,708 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 1 day, 12:46:11, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9381, loss_cls: 1.4599, loss: 1.4599 2023-12-28 03:44:20,157 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 1 day, 12:45:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9481, loss_cls: 1.3893, loss: 1.3893 2023-12-28 03:44:45,409 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 1 day, 12:45:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9506, loss_cls: 1.3297, loss: 1.3297 2023-12-28 03:45:10,704 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 1 day, 12:44:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9350, loss_cls: 1.4238, loss: 1.4238 2023-12-28 03:45:36,004 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 1 day, 12:44:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9337, loss_cls: 1.4675, loss: 1.4675 2023-12-28 03:46:01,493 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 1 day, 12:43:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 1.3316, loss: 1.3316 2023-12-28 03:46:26,743 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 1 day, 12:43:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 1.3496, loss: 1.3496 2023-12-28 03:46:52,076 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 1 day, 12:42:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9381, loss_cls: 1.3833, loss: 1.3833 2023-12-28 03:47:17,321 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 1 day, 12:42:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9456, loss_cls: 1.3910, loss: 1.3910 2023-12-28 03:47:42,627 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 1 day, 12:41:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9325, loss_cls: 1.5041, loss: 1.5041 2023-12-28 03:48:08,018 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 1 day, 12:41:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9356, loss_cls: 1.4354, loss: 1.4354 2023-12-28 03:48:33,538 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 1 day, 12:40:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 1.4171, loss: 1.4171 2023-12-28 03:48:58,965 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 1 day, 12:40:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 1.4430, loss: 1.4430 2023-12-28 03:49:24,290 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 1 day, 12:39:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9469, loss_cls: 1.3740, loss: 1.3740 2023-12-28 03:49:49,542 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 1 day, 12:39:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 1.4717, loss: 1.4717 2023-12-28 03:50:14,694 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 1 day, 12:38:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9487, loss_cls: 1.3495, loss: 1.3495 2023-12-28 03:50:40,143 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 1 day, 12:38:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9356, loss_cls: 1.4475, loss: 1.4475 2023-12-28 03:51:05,437 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 1 day, 12:37:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9306, loss_cls: 1.4501, loss: 1.4501 2023-12-28 03:51:30,613 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 1 day, 12:37:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9350, loss_cls: 1.3806, loss: 1.3806 2023-12-28 03:51:55,936 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 1 day, 12:36:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 1.3482, loss: 1.3482 2023-12-28 03:52:21,318 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 1 day, 12:36:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9319, loss_cls: 1.4899, loss: 1.4899 2023-12-28 03:52:46,784 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 1 day, 12:35:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9456, loss_cls: 1.3568, loss: 1.3568 2023-12-28 03:53:12,496 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 1 day, 12:35:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9431, loss_cls: 1.3737, loss: 1.3737 2023-12-28 03:53:38,063 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 1 day, 12:34:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9356, loss_cls: 1.5162, loss: 1.5162 2023-12-28 03:53:48,795 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-28 03:57:38,597 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 03:57:39,119 - pyskl - INFO - top1_acc 0.6224 top5_acc 0.8934 2023-12-28 03:57:39,142 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6224, top5_acc: 0.8934 2023-12-28 03:58:34,404 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 1 day, 12:36:15, time: 0.553, data_time: 0.298, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9381, loss_cls: 1.3801, loss: 1.3801 2023-12-28 03:58:59,833 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 1 day, 12:35:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 1.4042, loss: 1.4042 2023-12-28 03:59:25,397 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 1 day, 12:35:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9381, loss_cls: 1.4245, loss: 1.4245 2023-12-28 03:59:50,991 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 1 day, 12:34:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9387, loss_cls: 1.3678, loss: 1.3678 2023-12-28 04:00:16,540 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 1 day, 12:34:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9350, loss_cls: 1.4452, loss: 1.4452 2023-12-28 04:00:42,281 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 1 day, 12:33:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9356, loss_cls: 1.4480, loss: 1.4480 2023-12-28 04:01:07,787 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 1 day, 12:33:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9413, loss_cls: 1.3203, loss: 1.3203 2023-12-28 04:01:33,085 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 1 day, 12:32:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 1.3967, loss: 1.3967 2023-12-28 04:01:58,458 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 1 day, 12:32:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9300, loss_cls: 1.4385, loss: 1.4385 2023-12-28 04:02:23,846 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 1 day, 12:31:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9375, loss_cls: 1.4305, loss: 1.4305 2023-12-28 04:02:49,153 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 1 day, 12:31:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9394, loss_cls: 1.3763, loss: 1.3763 2023-12-28 04:03:14,456 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 1 day, 12:30:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9406, loss_cls: 1.4109, loss: 1.4109 2023-12-28 04:03:39,893 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 1 day, 12:30:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 1.3454, loss: 1.3454 2023-12-28 04:04:05,387 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 1 day, 12:30:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9487, loss_cls: 1.3371, loss: 1.3371 2023-12-28 04:04:30,790 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 1 day, 12:29:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 1.3866, loss: 1.3866 2023-12-28 04:04:56,172 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 1 day, 12:29:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9256, loss_cls: 1.4652, loss: 1.4652 2023-12-28 04:05:21,666 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 1 day, 12:28:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9531, loss_cls: 1.2741, loss: 1.2741 2023-12-28 04:05:47,119 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 1 day, 12:28:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9381, loss_cls: 1.4828, loss: 1.4828 2023-12-28 04:06:12,494 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 1 day, 12:27:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9331, loss_cls: 1.4155, loss: 1.4155 2023-12-28 04:06:37,799 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 1 day, 12:27:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9381, loss_cls: 1.3930, loss: 1.3930 2023-12-28 04:07:03,126 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 1 day, 12:26:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 1.3688, loss: 1.3688 2023-12-28 04:07:28,562 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 1 day, 12:26:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9363, loss_cls: 1.3879, loss: 1.3879 2023-12-28 04:07:53,935 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 1 day, 12:25:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 1.3187, loss: 1.3187 2023-12-28 04:08:19,195 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 1 day, 12:25:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 1.3935, loss: 1.3935 2023-12-28 04:08:44,672 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 1 day, 12:24:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9450, loss_cls: 1.4216, loss: 1.4216 2023-12-28 04:09:09,773 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 1 day, 12:24:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 1.3933, loss: 1.3933 2023-12-28 04:09:34,840 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 1 day, 12:23:39, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 1.4323, loss: 1.4323 2023-12-28 04:09:59,928 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 1 day, 12:23:08, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9444, loss_cls: 1.4021, loss: 1.4021 2023-12-28 04:10:25,016 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 1 day, 12:22:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9500, loss_cls: 1.3498, loss: 1.3498 2023-12-28 04:10:50,086 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 1 day, 12:22:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9437, loss_cls: 1.3380, loss: 1.3380 2023-12-28 04:11:15,192 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 1 day, 12:21:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 1.3420, loss: 1.3420 2023-12-28 04:11:40,261 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 1 day, 12:21:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7075, top5_acc: 0.9350, loss_cls: 1.5111, loss: 1.5111 2023-12-28 04:12:05,342 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 1 day, 12:20:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 1.3872, loss: 1.3872 2023-12-28 04:12:30,442 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 1 day, 12:20:04, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9375, loss_cls: 1.3764, loss: 1.3764 2023-12-28 04:12:55,527 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 1 day, 12:19:33, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9369, loss_cls: 1.3596, loss: 1.3596 2023-12-28 04:13:20,619 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 1 day, 12:19:02, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9319, loss_cls: 1.4956, loss: 1.4956 2023-12-28 04:13:45,893 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 1 day, 12:18:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9337, loss_cls: 1.4700, loss: 1.4700 2023-12-28 04:14:11,649 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 1 day, 12:18:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9306, loss_cls: 1.4722, loss: 1.4722 2023-12-28 04:14:37,322 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 1 day, 12:17:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9356, loss_cls: 1.4318, loss: 1.4318 2023-12-28 04:14:48,168 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-28 04:18:37,973 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 04:18:38,500 - pyskl - INFO - top1_acc 0.6969 top5_acc 0.9238 2023-12-28 04:18:38,505 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_20.pth was removed 2023-12-28 04:18:38,731 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2023-12-28 04:18:38,733 - pyskl - INFO - Best top1_acc is 0.6969 at 22 epoch. 2023-12-28 04:18:38,756 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.6969, top5_acc: 0.9238 2023-12-28 04:19:34,763 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 1 day, 12:18:57, time: 0.560, data_time: 0.304, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9463, loss_cls: 1.3893, loss: 1.3893 2023-12-28 04:20:00,389 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 1 day, 12:18:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9419, loss_cls: 1.3103, loss: 1.3103 2023-12-28 04:20:25,927 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 1 day, 12:18:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 1.3724, loss: 1.3724 2023-12-28 04:20:51,500 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 1 day, 12:17:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 1.4026, loss: 1.4026 2023-12-28 04:21:17,084 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 1 day, 12:17:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 1.4638, loss: 1.4638 2023-12-28 04:21:42,736 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 1 day, 12:16:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9419, loss_cls: 1.4018, loss: 1.4018 2023-12-28 04:22:08,267 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 1 day, 12:16:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9469, loss_cls: 1.4024, loss: 1.4024 2023-12-28 04:22:33,657 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 1 day, 12:15:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9344, loss_cls: 1.3962, loss: 1.3962 2023-12-28 04:22:59,110 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 1 day, 12:15:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 1.3459, loss: 1.3459 2023-12-28 04:23:24,439 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 1 day, 12:14:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9519, loss_cls: 1.3376, loss: 1.3376 2023-12-28 04:23:49,881 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 1 day, 12:14:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9519, loss_cls: 1.3506, loss: 1.3506 2023-12-28 04:24:15,207 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 1 day, 12:13:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9406, loss_cls: 1.3786, loss: 1.3786 2023-12-28 04:24:40,610 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 1 day, 12:13:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 1.3588, loss: 1.3588 2023-12-28 04:25:05,644 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 1 day, 12:12:44, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9325, loss_cls: 1.4257, loss: 1.4257 2023-12-28 04:25:30,686 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 1 day, 12:12:14, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 1.3457, loss: 1.3457 2023-12-28 04:25:56,101 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 1 day, 12:11:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 1.3691, loss: 1.3691 2023-12-28 04:26:21,638 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 1 day, 12:11:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 1.3689, loss: 1.3689 2023-12-28 04:26:46,953 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 1 day, 12:10:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9437, loss_cls: 1.3877, loss: 1.3877 2023-12-28 04:27:12,014 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 1 day, 12:10:16, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 1.3680, loss: 1.3680 2023-12-28 04:27:37,062 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 1 day, 12:09:46, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9419, loss_cls: 1.4253, loss: 1.4253 2023-12-28 04:28:02,129 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 1 day, 12:09:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9375, loss_cls: 1.3587, loss: 1.3587 2023-12-28 04:28:27,180 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 1 day, 12:08:44, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9431, loss_cls: 1.3900, loss: 1.3900 2023-12-28 04:28:52,224 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 1 day, 12:08:13, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9381, loss_cls: 1.3363, loss: 1.3363 2023-12-28 04:29:17,271 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 1 day, 12:07:42, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9319, loss_cls: 1.3769, loss: 1.3769 2023-12-28 04:29:42,344 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 1 day, 12:07:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9531, loss_cls: 1.3528, loss: 1.3528 2023-12-28 04:30:07,403 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 1 day, 12:06:41, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9369, loss_cls: 1.4185, loss: 1.4185 2023-12-28 04:30:32,471 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 1 day, 12:06:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 1.2746, loss: 1.2746 2023-12-28 04:30:57,564 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 1 day, 12:05:40, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 1.3725, loss: 1.3725 2023-12-28 04:31:22,624 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 1 day, 12:05:09, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9313, loss_cls: 1.5523, loss: 1.5523 2023-12-28 04:31:47,674 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 1 day, 12:04:39, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9381, loss_cls: 1.4270, loss: 1.4270 2023-12-28 04:32:12,716 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 1 day, 12:04:08, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9306, loss_cls: 1.3972, loss: 1.3972 2023-12-28 04:32:37,788 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 1 day, 12:03:37, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9306, loss_cls: 1.4441, loss: 1.4441 2023-12-28 04:33:02,866 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 1 day, 12:03:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 1.3501, loss: 1.3501 2023-12-28 04:33:27,950 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 1 day, 12:02:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9356, loss_cls: 1.4501, loss: 1.4501 2023-12-28 04:33:53,036 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 1 day, 12:02:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 1.3699, loss: 1.3699 2023-12-28 04:34:18,102 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 1 day, 12:01:35, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9356, loss_cls: 1.4256, loss: 1.4256 2023-12-28 04:34:43,463 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 1 day, 12:01:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 1.4410, loss: 1.4410 2023-12-28 04:35:09,181 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 1 day, 12:00:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9356, loss_cls: 1.4522, loss: 1.4522 2023-12-28 04:35:34,760 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 1 day, 12:00:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 1.3967, loss: 1.3967 2023-12-28 04:35:45,664 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-28 04:39:35,626 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 04:39:36,151 - pyskl - INFO - top1_acc 0.6288 top5_acc 0.8930 2023-12-28 04:39:36,175 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.6288, top5_acc: 0.8930 2023-12-28 04:40:32,242 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 1 day, 12:01:25, time: 0.561, data_time: 0.308, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 1.3753, loss: 1.3753 2023-12-28 04:40:57,730 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 1 day, 12:00:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9531, loss_cls: 1.3466, loss: 1.3466 2023-12-28 04:41:23,260 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 1 day, 12:00:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9425, loss_cls: 1.3622, loss: 1.3622 2023-12-28 04:41:49,003 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 1 day, 12:00:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9550, loss_cls: 1.2720, loss: 1.2720 2023-12-28 04:42:14,653 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 1 day, 11:59:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 1.3792, loss: 1.3792 2023-12-28 04:42:40,104 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 1 day, 11:59:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9369, loss_cls: 1.3346, loss: 1.3346 2023-12-28 04:43:05,444 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 1 day, 11:58:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9406, loss_cls: 1.4505, loss: 1.4505 2023-12-28 04:43:31,074 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 1 day, 11:58:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 1.3445, loss: 1.3445 2023-12-28 04:43:56,451 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 1 day, 11:57:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 1.3192, loss: 1.3192 2023-12-28 04:44:21,808 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 1 day, 11:57:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9369, loss_cls: 1.3531, loss: 1.3531 2023-12-28 04:44:47,334 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 1 day, 11:56:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9481, loss_cls: 1.3400, loss: 1.3400 2023-12-28 04:45:12,680 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 1 day, 11:56:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 1.3399, loss: 1.3399 2023-12-28 04:45:38,011 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 1 day, 11:55:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9394, loss_cls: 1.3832, loss: 1.3832 2023-12-28 04:46:03,483 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 1 day, 11:55:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9319, loss_cls: 1.4472, loss: 1.4472 2023-12-28 04:46:28,954 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 1 day, 11:54:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9281, loss_cls: 1.4503, loss: 1.4503 2023-12-28 04:46:54,330 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 1 day, 11:54:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9344, loss_cls: 1.3951, loss: 1.3951 2023-12-28 04:47:19,744 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 1 day, 11:53:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9475, loss_cls: 1.3227, loss: 1.3227 2023-12-28 04:47:45,154 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 1 day, 11:53:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9313, loss_cls: 1.4132, loss: 1.4132 2023-12-28 04:48:10,528 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 1 day, 11:52:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9350, loss_cls: 1.3428, loss: 1.3428 2023-12-28 04:48:35,821 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 1 day, 11:52:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9469, loss_cls: 1.3352, loss: 1.3352 2023-12-28 04:49:01,146 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 1 day, 11:51:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9381, loss_cls: 1.4277, loss: 1.4277 2023-12-28 04:49:26,541 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 1 day, 11:51:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 1.4277, loss: 1.4277 2023-12-28 04:49:51,960 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 1 day, 11:50:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 1.4859, loss: 1.4859 2023-12-28 04:50:17,167 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 1 day, 11:50:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9419, loss_cls: 1.3642, loss: 1.3642 2023-12-28 04:50:42,325 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 1 day, 11:49:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9331, loss_cls: 1.3832, loss: 1.3832 2023-12-28 04:51:07,552 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 1 day, 11:49:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9363, loss_cls: 1.3902, loss: 1.3902 2023-12-28 04:51:32,721 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 1 day, 11:48:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 1.3734, loss: 1.3734 2023-12-28 04:51:57,975 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 1 day, 11:48:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9281, loss_cls: 1.4888, loss: 1.4888 2023-12-28 04:52:23,286 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 1 day, 11:48:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 1.3494, loss: 1.3494 2023-12-28 04:52:48,629 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 1 day, 11:47:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9387, loss_cls: 1.4137, loss: 1.4137 2023-12-28 04:53:13,919 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 1 day, 11:47:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 1.2514, loss: 1.2514 2023-12-28 04:53:39,138 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 1 day, 11:46:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9369, loss_cls: 1.4279, loss: 1.4279 2023-12-28 04:54:04,675 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 1 day, 11:46:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9306, loss_cls: 1.4628, loss: 1.4628 2023-12-28 04:54:30,113 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 1 day, 11:45:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9425, loss_cls: 1.2976, loss: 1.2976 2023-12-28 04:54:55,630 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 1 day, 11:45:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9431, loss_cls: 1.3446, loss: 1.3446 2023-12-28 04:55:21,052 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 1 day, 11:44:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9413, loss_cls: 1.4370, loss: 1.4370 2023-12-28 04:55:46,473 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 1 day, 11:44:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9381, loss_cls: 1.4051, loss: 1.4051 2023-12-28 04:56:12,200 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 1 day, 11:43:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9313, loss_cls: 1.4614, loss: 1.4614 2023-12-28 04:56:37,785 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 1 day, 11:43:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9300, loss_cls: 1.4505, loss: 1.4505 2023-12-28 04:56:48,583 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-28 05:00:38,774 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 05:00:39,305 - pyskl - INFO - top1_acc 0.6650 top5_acc 0.9111 2023-12-28 05:00:39,333 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.6650, top5_acc: 0.9111 2023-12-28 05:01:37,288 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 1 day, 11:44:34, time: 0.579, data_time: 0.323, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9419, loss_cls: 1.3512, loss: 1.3512 2023-12-28 05:02:02,948 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 1 day, 11:44:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9413, loss_cls: 1.3742, loss: 1.3742 2023-12-28 05:02:28,553 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 1 day, 11:43:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 1.2987, loss: 1.2987 2023-12-28 05:02:54,315 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 1 day, 11:43:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 1.3408, loss: 1.3408 2023-12-28 05:03:19,923 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 1 day, 11:42:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9437, loss_cls: 1.4256, loss: 1.4256 2023-12-28 05:03:45,435 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 1 day, 11:42:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9350, loss_cls: 1.4186, loss: 1.4186 2023-12-28 05:04:10,834 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 1 day, 11:41:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 1.3811, loss: 1.3811 2023-12-28 05:04:36,494 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 1 day, 11:41:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9387, loss_cls: 1.3614, loss: 1.3614 2023-12-28 05:05:02,075 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 1 day, 11:40:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 1.3252, loss: 1.3252 2023-12-28 05:05:27,581 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 1 day, 11:40:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 1.2623, loss: 1.2623 2023-12-28 05:05:52,683 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 1 day, 11:39:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 1.3386, loss: 1.3386 2023-12-28 05:06:17,952 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 1 day, 11:39:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9319, loss_cls: 1.4224, loss: 1.4224 2023-12-28 05:06:42,966 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 1 day, 11:38:55, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9450, loss_cls: 1.3314, loss: 1.3314 2023-12-28 05:07:07,977 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 1 day, 11:38:25, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 1.3481, loss: 1.3481 2023-12-28 05:07:32,995 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 1 day, 11:37:54, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 1.4197, loss: 1.4197 2023-12-28 05:07:58,036 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 1 day, 11:37:24, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9363, loss_cls: 1.4145, loss: 1.4145 2023-12-28 05:08:23,051 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 1 day, 11:36:53, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 1.2973, loss: 1.2973 2023-12-28 05:08:48,320 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 1 day, 11:36:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9344, loss_cls: 1.3834, loss: 1.3834 2023-12-28 05:09:13,754 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 1 day, 11:35:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 1.3597, loss: 1.3597 2023-12-28 05:09:38,932 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 1 day, 11:35:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9469, loss_cls: 1.3279, loss: 1.3279 2023-12-28 05:10:04,279 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 1 day, 11:34:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9431, loss_cls: 1.3119, loss: 1.3119 2023-12-28 05:10:29,556 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 1 day, 11:34:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9375, loss_cls: 1.4032, loss: 1.4032 2023-12-28 05:10:55,182 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 1 day, 11:34:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 1.3737, loss: 1.3737 2023-12-28 05:11:20,457 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 1 day, 11:33:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 1.4087, loss: 1.4087 2023-12-28 05:11:45,696 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 1 day, 11:33:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9387, loss_cls: 1.4006, loss: 1.4006 2023-12-28 05:12:10,818 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 1 day, 11:32:32, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 1.3755, loss: 1.3755 2023-12-28 05:12:36,286 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 1 day, 11:32:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9350, loss_cls: 1.4270, loss: 1.4270 2023-12-28 05:13:01,624 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 1 day, 11:31:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9469, loss_cls: 1.4113, loss: 1.4113 2023-12-28 05:13:26,781 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 1 day, 11:31:05, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 1.4053, loss: 1.4053 2023-12-28 05:13:51,805 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 1 day, 11:30:35, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 1.3219, loss: 1.3219 2023-12-28 05:14:16,819 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 1 day, 11:30:05, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 1.2696, loss: 1.2696 2023-12-28 05:14:41,847 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 1 day, 11:29:34, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 1.3114, loss: 1.3114 2023-12-28 05:15:07,196 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 1 day, 11:29:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9531, loss_cls: 1.3811, loss: 1.3811 2023-12-28 05:15:32,258 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 1 day, 11:28:35, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9400, loss_cls: 1.4385, loss: 1.4385 2023-12-28 05:15:57,640 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 1 day, 11:28:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9369, loss_cls: 1.4057, loss: 1.4057 2023-12-28 05:16:23,128 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 1 day, 11:27:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 1.4367, loss: 1.4367 2023-12-28 05:16:48,426 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 1 day, 11:27:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9400, loss_cls: 1.3845, loss: 1.3845 2023-12-28 05:17:13,933 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 1 day, 11:26:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9525, loss_cls: 1.3237, loss: 1.3237 2023-12-28 05:17:39,490 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 1 day, 11:26:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9387, loss_cls: 1.4529, loss: 1.4529 2023-12-28 05:17:50,499 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-28 05:21:41,559 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 05:21:42,092 - pyskl - INFO - top1_acc 0.6356 top5_acc 0.9007 2023-12-28 05:21:42,118 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6356, top5_acc: 0.9007 2023-12-28 05:22:39,485 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 1 day, 11:27:23, time: 0.574, data_time: 0.315, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 1.3026, loss: 1.3026 2023-12-28 05:23:05,292 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 1 day, 11:26:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9469, loss_cls: 1.3217, loss: 1.3217 2023-12-28 05:23:30,663 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 1 day, 11:26:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 1.3339, loss: 1.3339 2023-12-28 05:23:56,259 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 1 day, 11:26:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9419, loss_cls: 1.3183, loss: 1.3183 2023-12-28 05:24:21,810 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 1 day, 11:25:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9413, loss_cls: 1.3363, loss: 1.3363 2023-12-28 05:24:47,309 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 1 day, 11:25:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9437, loss_cls: 1.3833, loss: 1.3833 2023-12-28 05:25:13,023 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 1 day, 11:24:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9481, loss_cls: 1.2817, loss: 1.2817 2023-12-28 05:25:38,732 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 1 day, 11:24:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9525, loss_cls: 1.3127, loss: 1.3127 2023-12-28 05:26:04,226 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 1 day, 11:23:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9381, loss_cls: 1.3892, loss: 1.3892 2023-12-28 05:26:29,560 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 1 day, 11:23:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9419, loss_cls: 1.3486, loss: 1.3486 2023-12-28 05:26:54,930 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 1 day, 11:22:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9319, loss_cls: 1.4068, loss: 1.4068 2023-12-28 05:27:20,352 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 1 day, 11:22:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9363, loss_cls: 1.4006, loss: 1.4006 2023-12-28 05:27:45,622 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 1 day, 11:21:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9419, loss_cls: 1.4183, loss: 1.4183 2023-12-28 05:28:10,939 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 1 day, 11:21:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 1.3021, loss: 1.3021 2023-12-28 05:28:36,013 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 1 day, 11:20:49, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 1.2494, loss: 1.2494 2023-12-28 05:29:01,042 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 1 day, 11:20:19, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 1.3385, loss: 1.3385 2023-12-28 05:29:26,081 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 1 day, 11:19:49, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9419, loss_cls: 1.3656, loss: 1.3656 2023-12-28 05:29:51,124 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 1 day, 11:19:18, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 1.3170, loss: 1.3170 2023-12-28 05:30:16,416 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 1 day, 11:18:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9469, loss_cls: 1.3979, loss: 1.3979 2023-12-28 05:30:41,813 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 1 day, 11:18:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 1.3840, loss: 1.3840 2023-12-28 05:31:07,169 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 1 day, 11:17:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9394, loss_cls: 1.3820, loss: 1.3820 2023-12-28 05:31:32,570 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 1 day, 11:17:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 1.3639, loss: 1.3639 2023-12-28 05:31:58,229 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 1 day, 11:16:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9331, loss_cls: 1.4660, loss: 1.4660 2023-12-28 05:32:23,645 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 1 day, 11:16:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 1.4048, loss: 1.4048 2023-12-28 05:32:48,849 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 1 day, 11:15:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9450, loss_cls: 1.3257, loss: 1.3257 2023-12-28 05:33:14,261 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 1 day, 11:15:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9331, loss_cls: 1.4344, loss: 1.4344 2023-12-28 05:33:39,703 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 1 day, 11:15:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9337, loss_cls: 1.4307, loss: 1.4307 2023-12-28 05:34:05,277 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 1 day, 11:14:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9413, loss_cls: 1.3394, loss: 1.3394 2023-12-28 05:34:30,694 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 1 day, 11:14:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9413, loss_cls: 1.3458, loss: 1.3458 2023-12-28 05:34:56,242 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 1 day, 11:13:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9363, loss_cls: 1.3751, loss: 1.3751 2023-12-28 05:35:21,536 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 1 day, 11:13:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9463, loss_cls: 1.3364, loss: 1.3364 2023-12-28 05:35:46,764 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 1 day, 11:12:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 1.3589, loss: 1.3589 2023-12-28 05:36:12,531 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 1 day, 11:12:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 1.3045, loss: 1.3045 2023-12-28 05:36:38,040 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 1 day, 11:11:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 1.3887, loss: 1.3887 2023-12-28 05:37:03,447 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 1 day, 11:11:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9363, loss_cls: 1.4140, loss: 1.4140 2023-12-28 05:37:28,810 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 1 day, 11:10:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9425, loss_cls: 1.3837, loss: 1.3837 2023-12-28 05:37:54,108 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 1 day, 11:10:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9413, loss_cls: 1.3785, loss: 1.3785 2023-12-28 05:38:19,802 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 1 day, 11:09:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 1.3847, loss: 1.3847 2023-12-28 05:38:45,393 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 1 day, 11:09:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9587, loss_cls: 1.2695, loss: 1.2695 2023-12-28 05:38:56,448 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-28 05:42:47,417 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 05:42:47,948 - pyskl - INFO - top1_acc 0.6274 top5_acc 0.8953 2023-12-28 05:42:47,974 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.6274, top5_acc: 0.8953 2023-12-28 05:43:44,203 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 1 day, 11:10:26, time: 0.562, data_time: 0.307, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9369, loss_cls: 1.3633, loss: 1.3633 2023-12-28 05:44:09,725 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 1 day, 11:09:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9437, loss_cls: 1.3129, loss: 1.3129 2023-12-28 05:44:34,860 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 1 day, 11:09:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.3372, loss: 1.3372 2023-12-28 05:45:00,337 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 1 day, 11:09:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 1.2453, loss: 1.2453 2023-12-28 05:45:25,981 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 1 day, 11:08:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 1.2998, loss: 1.2998 2023-12-28 05:45:51,522 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 1 day, 11:08:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 1.3100, loss: 1.3100 2023-12-28 05:46:17,137 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 1 day, 11:07:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9325, loss_cls: 1.4383, loss: 1.4383 2023-12-28 05:46:42,911 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 1 day, 11:07:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9487, loss_cls: 1.2811, loss: 1.2811 2023-12-28 05:47:08,221 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 1 day, 11:06:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9375, loss_cls: 1.3642, loss: 1.3642 2023-12-28 05:47:33,709 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 1 day, 11:06:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9413, loss_cls: 1.3617, loss: 1.3617 2023-12-28 05:47:59,151 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 1 day, 11:05:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9419, loss_cls: 1.3331, loss: 1.3331 2023-12-28 05:48:24,577 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 1 day, 11:05:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9381, loss_cls: 1.3820, loss: 1.3820 2023-12-28 05:48:49,927 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 1 day, 11:04:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 1.3846, loss: 1.3846 2023-12-28 05:49:15,175 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 1 day, 11:04:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 1.3772, loss: 1.3772 2023-12-28 05:49:40,347 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 1 day, 11:03:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9413, loss_cls: 1.3418, loss: 1.3418 2023-12-28 05:50:05,716 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 1 day, 11:03:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9381, loss_cls: 1.3873, loss: 1.3873 2023-12-28 05:50:31,135 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 1 day, 11:02:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9487, loss_cls: 1.3391, loss: 1.3391 2023-12-28 05:50:56,395 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 1 day, 11:02:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 1.3987, loss: 1.3987 2023-12-28 05:51:21,940 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 1 day, 11:01:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 1.3599, loss: 1.3599 2023-12-28 05:51:47,387 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 1 day, 11:01:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 1.3276, loss: 1.3276 2023-12-28 05:52:12,784 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 1 day, 11:01:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 1.3639, loss: 1.3639 2023-12-28 05:52:38,495 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 1 day, 11:00:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9431, loss_cls: 1.3162, loss: 1.3162 2023-12-28 05:53:04,040 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 1 day, 11:00:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9437, loss_cls: 1.3041, loss: 1.3041 2023-12-28 05:53:29,466 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 1 day, 10:59:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 1.3477, loss: 1.3477 2023-12-28 05:53:54,886 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 1 day, 10:59:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9413, loss_cls: 1.4092, loss: 1.4092 2023-12-28 05:54:20,453 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 1 day, 10:58:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9344, loss_cls: 1.4233, loss: 1.4233 2023-12-28 05:54:45,947 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 1 day, 10:58:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9400, loss_cls: 1.3513, loss: 1.3513 2023-12-28 05:55:11,436 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 1 day, 10:57:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9406, loss_cls: 1.3111, loss: 1.3111 2023-12-28 05:55:36,949 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 1 day, 10:57:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9369, loss_cls: 1.3243, loss: 1.3243 2023-12-28 05:56:02,326 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 1 day, 10:56:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9400, loss_cls: 1.4225, loss: 1.4225 2023-12-28 05:56:27,704 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 1 day, 10:56:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 1.3653, loss: 1.3653 2023-12-28 05:56:53,001 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 1 day, 10:55:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 1.3297, loss: 1.3297 2023-12-28 05:57:18,456 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 1 day, 10:55:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 1.3016, loss: 1.3016 2023-12-28 05:57:43,952 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 1 day, 10:54:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 1.3166, loss: 1.3166 2023-12-28 05:58:09,414 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 1 day, 10:54:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9537, loss_cls: 1.3616, loss: 1.3616 2023-12-28 05:58:34,814 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 1 day, 10:54:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 1.2987, loss: 1.2987 2023-12-28 05:59:00,423 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 1 day, 10:53:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 1.2805, loss: 1.2805 2023-12-28 05:59:25,990 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 1 day, 10:53:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9313, loss_cls: 1.3788, loss: 1.3788 2023-12-28 05:59:51,421 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 1 day, 10:52:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 1.2896, loss: 1.2896 2023-12-28 06:00:02,270 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-28 06:03:53,131 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 06:03:53,667 - pyskl - INFO - top1_acc 0.6748 top5_acc 0.9201 2023-12-28 06:03:53,692 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.6748, top5_acc: 0.9201 2023-12-28 06:04:52,233 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 1 day, 10:53:44, time: 0.585, data_time: 0.330, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9494, loss_cls: 1.3450, loss: 1.3450 2023-12-28 06:05:18,300 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 1 day, 10:53:19, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 1.2295, loss: 1.2295 2023-12-28 06:05:43,851 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 1 day, 10:52:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 1.3265, loss: 1.3265 2023-12-28 06:06:09,963 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 1 day, 10:52:26, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 1.3266, loss: 1.3266 2023-12-28 06:06:35,661 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 1 day, 10:51:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9481, loss_cls: 1.3687, loss: 1.3687 2023-12-28 06:07:01,163 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 1 day, 10:51:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 1.2678, loss: 1.2678 2023-12-28 06:07:26,601 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 1 day, 10:51:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.2668, loss: 1.2668 2023-12-28 06:07:52,129 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 1 day, 10:50:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9425, loss_cls: 1.3435, loss: 1.3435 2023-12-28 06:08:17,504 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 1 day, 10:50:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 1.2957, loss: 1.2957 2023-12-28 06:08:42,786 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 1 day, 10:49:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9513, loss_cls: 1.3384, loss: 1.3384 2023-12-28 06:09:08,242 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 1 day, 10:49:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 1.3249, loss: 1.3249 2023-12-28 06:09:33,733 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 1 day, 10:48:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9406, loss_cls: 1.3988, loss: 1.3988 2023-12-28 06:09:59,251 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 1 day, 10:48:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 1.3105, loss: 1.3105 2023-12-28 06:10:24,646 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 1 day, 10:47:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 1.2918, loss: 1.2918 2023-12-28 06:10:50,033 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 1 day, 10:47:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 1.4200, loss: 1.4200 2023-12-28 06:11:15,359 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 1 day, 10:46:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9550, loss_cls: 1.2827, loss: 1.2827 2023-12-28 06:11:40,390 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 1 day, 10:46:19, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9387, loss_cls: 1.3582, loss: 1.3582 2023-12-28 06:12:05,434 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 1 day, 10:45:49, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 1.2116, loss: 1.2116 2023-12-28 06:12:30,481 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 1 day, 10:45:19, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9475, loss_cls: 1.2920, loss: 1.2920 2023-12-28 06:12:55,559 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 1 day, 10:44:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9394, loss_cls: 1.4063, loss: 1.4063 2023-12-28 06:13:21,364 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 1 day, 10:44:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 1.2841, loss: 1.2841 2023-12-28 06:13:46,421 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 1 day, 10:43:54, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9475, loss_cls: 1.3635, loss: 1.3635 2023-12-28 06:14:11,476 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 1 day, 10:43:24, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9375, loss_cls: 1.3768, loss: 1.3768 2023-12-28 06:14:36,538 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 1 day, 10:42:54, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9525, loss_cls: 1.2172, loss: 1.2172 2023-12-28 06:15:01,648 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 1 day, 10:42:25, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9425, loss_cls: 1.3092, loss: 1.3092 2023-12-28 06:15:26,671 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 1 day, 10:41:55, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 1.3271, loss: 1.3271 2023-12-28 06:15:51,723 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 1 day, 10:41:25, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 1.2581, loss: 1.2581 2023-12-28 06:16:17,106 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 1 day, 10:40:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 1.3516, loss: 1.3516 2023-12-28 06:16:42,542 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 1 day, 10:40:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9413, loss_cls: 1.4312, loss: 1.4312 2023-12-28 06:17:07,955 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 1 day, 10:40:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9400, loss_cls: 1.3161, loss: 1.3161 2023-12-28 06:17:33,416 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 1 day, 10:39:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 1.3118, loss: 1.3118 2023-12-28 06:17:58,526 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 1 day, 10:39:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9369, loss_cls: 1.3073, loss: 1.3073 2023-12-28 06:18:24,050 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 1 day, 10:38:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9363, loss_cls: 1.3475, loss: 1.3475 2023-12-28 06:18:49,648 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 1 day, 10:38:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9350, loss_cls: 1.4617, loss: 1.4617 2023-12-28 06:19:15,183 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 1 day, 10:37:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 1.3594, loss: 1.3594 2023-12-28 06:19:40,712 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 1 day, 10:37:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 1.3073, loss: 1.3073 2023-12-28 06:20:06,468 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 1 day, 10:36:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9375, loss_cls: 1.3493, loss: 1.3493 2023-12-28 06:20:32,136 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 1 day, 10:36:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 1.3480, loss: 1.3480 2023-12-28 06:20:57,833 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 1 day, 10:35:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 1.3042, loss: 1.3042 2023-12-28 06:21:08,788 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-28 06:25:01,650 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 06:25:02,191 - pyskl - INFO - top1_acc 0.6566 top5_acc 0.9211 2023-12-28 06:25:02,225 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.6566, top5_acc: 0.9211 2023-12-28 06:26:00,529 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 1 day, 10:36:52, time: 0.583, data_time: 0.330, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 1.2769, loss: 1.2769 2023-12-28 06:26:25,949 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 1 day, 10:36:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 1.3218, loss: 1.3218 2023-12-28 06:26:51,575 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 1 day, 10:35:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9587, loss_cls: 1.2804, loss: 1.2804 2023-12-28 06:27:17,559 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 1 day, 10:35:31, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 1.2311, loss: 1.2311 2023-12-28 06:27:43,264 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 1 day, 10:35:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 1.2448, loss: 1.2448 2023-12-28 06:28:08,995 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 1 day, 10:34:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9519, loss_cls: 1.3111, loss: 1.3111 2023-12-28 06:28:34,680 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 1 day, 10:34:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 1.2270, loss: 1.2270 2023-12-28 06:29:00,410 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 1 day, 10:33:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9337, loss_cls: 1.3332, loss: 1.3332 2023-12-28 06:29:25,947 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 1 day, 10:33:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 1.3539, loss: 1.3539 2023-12-28 06:29:51,447 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 1 day, 10:32:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 1.2719, loss: 1.2719 2023-12-28 06:30:16,858 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 1 day, 10:32:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 1.2962, loss: 1.2962 2023-12-28 06:30:42,648 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 1 day, 10:31:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9381, loss_cls: 1.3473, loss: 1.3473 2023-12-28 06:31:08,049 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 1 day, 10:31:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 1.2617, loss: 1.2617 2023-12-28 06:31:33,445 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 1 day, 10:30:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 1.3141, loss: 1.3141 2023-12-28 06:31:58,729 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 1 day, 10:30:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 1.3345, loss: 1.3345 2023-12-28 06:32:24,099 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 1 day, 10:30:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9450, loss_cls: 1.3524, loss: 1.3524 2023-12-28 06:32:49,469 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 1 day, 10:29:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 1.3839, loss: 1.3839 2023-12-28 06:33:14,992 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 1 day, 10:29:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 1.2782, loss: 1.2782 2023-12-28 06:33:40,447 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 1 day, 10:28:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9487, loss_cls: 1.3464, loss: 1.3464 2023-12-28 06:34:05,807 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 1 day, 10:28:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 1.2825, loss: 1.2825 2023-12-28 06:34:31,388 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 1 day, 10:27:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9450, loss_cls: 1.3468, loss: 1.3468 2023-12-28 06:34:56,903 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 1 day, 10:27:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9419, loss_cls: 1.3503, loss: 1.3503 2023-12-28 06:35:22,295 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 1 day, 10:26:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9369, loss_cls: 1.3850, loss: 1.3850 2023-12-28 06:35:47,446 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 1 day, 10:26:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 1.2952, loss: 1.2952 2023-12-28 06:36:12,515 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 1 day, 10:25:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9456, loss_cls: 1.2726, loss: 1.2726 2023-12-28 06:36:37,854 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 1 day, 10:25:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 1.2609, loss: 1.2609 2023-12-28 06:37:03,304 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 1 day, 10:24:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 1.3964, loss: 1.3964 2023-12-28 06:37:28,800 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 1 day, 10:24:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 1.3174, loss: 1.3174 2023-12-28 06:37:54,110 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 1 day, 10:23:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9419, loss_cls: 1.3076, loss: 1.3076 2023-12-28 06:38:19,555 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 1 day, 10:23:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9413, loss_cls: 1.3183, loss: 1.3183 2023-12-28 06:38:44,696 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 1 day, 10:22:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9487, loss_cls: 1.3312, loss: 1.3312 2023-12-28 06:39:10,246 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 1 day, 10:22:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9587, loss_cls: 1.2767, loss: 1.2767 2023-12-28 06:39:35,590 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 1 day, 10:22:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 1.2555, loss: 1.2555 2023-12-28 06:40:00,871 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 1 day, 10:21:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9400, loss_cls: 1.3155, loss: 1.3155 2023-12-28 06:40:26,291 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 1 day, 10:21:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 1.3506, loss: 1.3506 2023-12-28 06:40:51,631 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 1 day, 10:20:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9513, loss_cls: 1.2743, loss: 1.2743 2023-12-28 06:41:17,317 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 1 day, 10:20:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 1.3688, loss: 1.3688 2023-12-28 06:41:42,801 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 1 day, 10:19:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 1.3308, loss: 1.3308 2023-12-28 06:42:08,317 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 1 day, 10:19:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9337, loss_cls: 1.4181, loss: 1.4181 2023-12-28 06:42:19,544 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-28 06:46:10,723 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 06:46:11,259 - pyskl - INFO - top1_acc 0.6149 top5_acc 0.8823 2023-12-28 06:46:11,290 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.6149, top5_acc: 0.8823 2023-12-28 06:47:08,953 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 1 day, 10:20:07, time: 0.577, data_time: 0.320, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 1.2976, loss: 1.2976 2023-12-28 06:47:34,547 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 1 day, 10:19:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 1.3124, loss: 1.3124 2023-12-28 06:48:00,016 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 1 day, 10:19:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9531, loss_cls: 1.2789, loss: 1.2789 2023-12-28 06:48:25,717 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 1 day, 10:18:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9437, loss_cls: 1.3044, loss: 1.3044 2023-12-28 06:48:51,400 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 1 day, 10:18:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9419, loss_cls: 1.2909, loss: 1.2909 2023-12-28 06:49:17,164 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 1 day, 10:17:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 1.2242, loss: 1.2242 2023-12-28 06:49:42,705 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 1 day, 10:17:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 1.3021, loss: 1.3021 2023-12-28 06:50:08,342 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 1 day, 10:16:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9363, loss_cls: 1.3379, loss: 1.3379 2023-12-28 06:50:33,609 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 1 day, 10:16:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9375, loss_cls: 1.3655, loss: 1.3655 2023-12-28 06:50:59,009 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 1 day, 10:15:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9406, loss_cls: 1.3089, loss: 1.3089 2023-12-28 06:51:24,502 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 1 day, 10:15:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 1.2663, loss: 1.2663 2023-12-28 06:51:50,136 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 1 day, 10:15:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 1.2411, loss: 1.2411 2023-12-28 06:52:15,852 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 1 day, 10:14:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 1.3099, loss: 1.3099 2023-12-28 06:52:41,225 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 1 day, 10:14:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 1.3291, loss: 1.3291 2023-12-28 06:53:06,491 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 1 day, 10:13:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 1.2861, loss: 1.2861 2023-12-28 06:53:31,945 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 1 day, 10:13:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9469, loss_cls: 1.3042, loss: 1.3042 2023-12-28 06:53:57,382 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 1 day, 10:12:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 1.2753, loss: 1.2753 2023-12-28 06:54:22,788 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 1 day, 10:12:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 1.2247, loss: 1.2247 2023-12-28 06:54:48,145 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 1 day, 10:11:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9513, loss_cls: 1.2740, loss: 1.2740 2023-12-28 06:55:13,908 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 1 day, 10:11:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 1.2450, loss: 1.2450 2023-12-28 06:55:39,322 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 1 day, 10:10:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 1.2509, loss: 1.2509 2023-12-28 06:56:04,874 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 1 day, 10:10:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 1.2430, loss: 1.2430 2023-12-28 06:56:30,378 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 1 day, 10:09:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9456, loss_cls: 1.3112, loss: 1.3112 2023-12-28 06:56:56,076 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 1 day, 10:09:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9394, loss_cls: 1.4171, loss: 1.4171 2023-12-28 06:57:21,426 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 1 day, 10:09:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9344, loss_cls: 1.3419, loss: 1.3419 2023-12-28 06:57:46,976 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 1 day, 10:08:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 1.3786, loss: 1.3786 2023-12-28 06:58:12,425 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 1 day, 10:08:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9406, loss_cls: 1.3275, loss: 1.3275 2023-12-28 06:58:37,803 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 1 day, 10:07:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 1.3678, loss: 1.3678 2023-12-28 06:59:03,145 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 1 day, 10:07:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9356, loss_cls: 1.3137, loss: 1.3137 2023-12-28 06:59:28,503 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 1 day, 10:06:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 1.3045, loss: 1.3045 2023-12-28 06:59:53,962 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 1 day, 10:06:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 1.4031, loss: 1.4031 2023-12-28 07:00:19,364 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 1 day, 10:05:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9350, loss_cls: 1.3957, loss: 1.3957 2023-12-28 07:00:44,474 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 1 day, 10:05:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9431, loss_cls: 1.3324, loss: 1.3324 2023-12-28 07:01:09,560 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 1 day, 10:04:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9475, loss_cls: 1.3184, loss: 1.3184 2023-12-28 07:01:34,602 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 1 day, 10:04:20, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9400, loss_cls: 1.3735, loss: 1.3735 2023-12-28 07:01:59,665 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 1 day, 10:03:51, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 1.3023, loss: 1.3023 2023-12-28 07:02:25,029 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 1 day, 10:03:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 1.2879, loss: 1.2879 2023-12-28 07:02:50,747 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 1 day, 10:02:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9375, loss_cls: 1.3880, loss: 1.3880 2023-12-28 07:03:16,239 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 1 day, 10:02:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 1.3291, loss: 1.3291 2023-12-28 07:03:27,080 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-28 07:07:18,021 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 07:07:18,547 - pyskl - INFO - top1_acc 0.6876 top5_acc 0.9191 2023-12-28 07:07:18,575 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.6876, top5_acc: 0.9191 2023-12-28 07:08:15,900 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 1 day, 10:03:16, time: 0.573, data_time: 0.318, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 1.2024, loss: 1.2024 2023-12-28 07:08:41,694 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 1 day, 10:02:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 1.1638, loss: 1.1638 2023-12-28 07:09:07,425 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 1 day, 10:02:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 1.2138, loss: 1.2138 2023-12-28 07:09:32,999 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 1 day, 10:01:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 1.1864, loss: 1.1864 2023-12-28 07:09:58,655 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 1 day, 10:01:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9375, loss_cls: 1.3374, loss: 1.3374 2023-12-28 07:10:24,248 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 1 day, 10:01:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 1.1846, loss: 1.1846 2023-12-28 07:10:49,336 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 1 day, 10:00:32, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9369, loss_cls: 1.3465, loss: 1.3465 2023-12-28 07:11:14,662 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 1 day, 10:00:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 1.2604, loss: 1.2604 2023-12-28 07:11:40,157 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 1 day, 9:59:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9431, loss_cls: 1.3346, loss: 1.3346 2023-12-28 07:12:05,437 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 1 day, 9:59:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 1.2575, loss: 1.2575 2023-12-28 07:12:30,505 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 1 day, 9:58:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 1.3391, loss: 1.3391 2023-12-28 07:12:55,544 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 1 day, 9:58:08, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 1.3079, loss: 1.3079 2023-12-28 07:13:20,775 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 1 day, 9:57:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9450, loss_cls: 1.3923, loss: 1.3923 2023-12-28 07:13:46,244 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 1 day, 9:57:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 1.3130, loss: 1.3130 2023-12-28 07:14:11,889 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 1 day, 9:56:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9444, loss_cls: 1.2683, loss: 1.2683 2023-12-28 07:14:37,227 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 1 day, 9:56:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9425, loss_cls: 1.3244, loss: 1.3244 2023-12-28 07:15:02,282 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 1 day, 9:55:47, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 1.3467, loss: 1.3467 2023-12-28 07:15:27,397 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 1 day, 9:55:18, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9413, loss_cls: 1.3305, loss: 1.3305 2023-12-28 07:15:52,584 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 1 day, 9:54:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9475, loss_cls: 1.2535, loss: 1.2535 2023-12-28 07:16:17,641 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 1 day, 9:54:20, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9494, loss_cls: 1.3409, loss: 1.3409 2023-12-28 07:16:42,873 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 1 day, 9:53:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9437, loss_cls: 1.3616, loss: 1.3616 2023-12-28 07:17:08,381 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 1 day, 9:53:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 1.2734, loss: 1.2734 2023-12-28 07:17:33,758 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 1 day, 9:52:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 1.3499, loss: 1.3499 2023-12-28 07:17:58,987 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 1 day, 9:52:27, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 1.2887, loss: 1.2887 2023-12-28 07:18:24,169 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 1 day, 9:51:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9369, loss_cls: 1.3370, loss: 1.3370 2023-12-28 07:18:49,589 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 1 day, 9:51:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 1.3366, loss: 1.3366 2023-12-28 07:19:15,040 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 1 day, 9:51:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 1.3075, loss: 1.3075 2023-12-28 07:19:40,605 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 1 day, 9:50:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9263, loss_cls: 1.4146, loss: 1.4146 2023-12-28 07:20:06,029 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 1 day, 9:50:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 1.2610, loss: 1.2610 2023-12-28 07:20:31,343 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 1 day, 9:49:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 1.2861, loss: 1.2861 2023-12-28 07:20:56,968 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 1 day, 9:49:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9381, loss_cls: 1.3466, loss: 1.3466 2023-12-28 07:21:22,363 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 1 day, 9:48:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 1.2934, loss: 1.2934 2023-12-28 07:21:47,844 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 1 day, 9:48:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 1.2641, loss: 1.2641 2023-12-28 07:22:13,203 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 1 day, 9:47:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9469, loss_cls: 1.3040, loss: 1.3040 2023-12-28 07:22:38,493 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 1 day, 9:47:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9413, loss_cls: 1.3408, loss: 1.3408 2023-12-28 07:23:03,956 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 1 day, 9:46:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 1.3013, loss: 1.3013 2023-12-28 07:23:29,500 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 1 day, 9:46:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 1.2693, loss: 1.2693 2023-12-28 07:23:55,644 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 1 day, 9:46:00, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9406, loss_cls: 1.2987, loss: 1.2987 2023-12-28 07:24:21,256 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 1 day, 9:45:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 1.2838, loss: 1.2838 2023-12-28 07:24:32,387 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-28 07:28:22,863 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 07:28:23,390 - pyskl - INFO - top1_acc 0.6100 top5_acc 0.8904 2023-12-28 07:28:23,418 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.6100, top5_acc: 0.8904 2023-12-28 07:29:19,789 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 1 day, 9:46:14, time: 0.564, data_time: 0.310, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9525, loss_cls: 1.2894, loss: 1.2894 2023-12-28 07:29:45,247 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 1 day, 9:45:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 1.2250, loss: 1.2250 2023-12-28 07:30:10,684 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 1 day, 9:45:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 1.2328, loss: 1.2328 2023-12-28 07:30:36,652 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 1 day, 9:44:52, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9513, loss_cls: 1.3017, loss: 1.3017 2023-12-28 07:31:02,191 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 1 day, 9:44:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9513, loss_cls: 1.2901, loss: 1.2901 2023-12-28 07:31:27,686 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 1 day, 9:43:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 1.2255, loss: 1.2255 2023-12-28 07:31:53,240 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 1 day, 9:43:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9619, loss_cls: 1.2553, loss: 1.2553 2023-12-28 07:32:18,717 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 1 day, 9:43:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9431, loss_cls: 1.2615, loss: 1.2615 2023-12-28 07:32:44,097 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 1 day, 9:42:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9537, loss_cls: 1.2821, loss: 1.2821 2023-12-28 07:33:09,354 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 1 day, 9:42:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 1.2590, loss: 1.2590 2023-12-28 07:33:34,973 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 1 day, 9:41:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9444, loss_cls: 1.3646, loss: 1.3646 2023-12-28 07:34:00,379 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 1 day, 9:41:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 1.2631, loss: 1.2631 2023-12-28 07:34:25,760 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 1 day, 9:40:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 1.3380, loss: 1.3380 2023-12-28 07:34:51,177 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 1 day, 9:40:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 1.2712, loss: 1.2712 2023-12-28 07:35:16,592 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 1 day, 9:39:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 1.2590, loss: 1.2590 2023-12-28 07:35:42,416 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 1 day, 9:39:20, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9406, loss_cls: 1.3307, loss: 1.3307 2023-12-28 07:36:07,690 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 1 day, 9:38:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9456, loss_cls: 1.2794, loss: 1.2794 2023-12-28 07:36:33,147 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 1 day, 9:38:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 1.2752, loss: 1.2752 2023-12-28 07:36:58,198 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 1 day, 9:37:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 1.2486, loss: 1.2486 2023-12-28 07:37:23,607 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 1 day, 9:37:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9525, loss_cls: 1.3491, loss: 1.3491 2023-12-28 07:37:49,022 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 1 day, 9:36:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9375, loss_cls: 1.3559, loss: 1.3559 2023-12-28 07:38:14,202 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 1 day, 9:36:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 1.2969, loss: 1.2969 2023-12-28 07:38:39,880 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 1 day, 9:36:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9294, loss_cls: 1.3969, loss: 1.3969 2023-12-28 07:39:05,547 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 1 day, 9:35:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 1.2679, loss: 1.2679 2023-12-28 07:39:30,844 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 1 day, 9:35:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 1.2916, loss: 1.2916 2023-12-28 07:39:56,261 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 1 day, 9:34:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 1.3165, loss: 1.3165 2023-12-28 07:40:21,564 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 1 day, 9:34:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 1.2154, loss: 1.2154 2023-12-28 07:40:46,927 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 1 day, 9:33:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9431, loss_cls: 1.3242, loss: 1.3242 2023-12-28 07:41:12,202 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 1 day, 9:33:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 1.2889, loss: 1.2889 2023-12-28 07:41:37,495 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 1 day, 9:32:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 1.2366, loss: 1.2366 2023-12-28 07:42:03,105 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 1 day, 9:32:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 1.2225, loss: 1.2225 2023-12-28 07:42:28,465 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 1 day, 9:31:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9363, loss_cls: 1.3646, loss: 1.3646 2023-12-28 07:42:53,804 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 1 day, 9:31:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 1.3191, loss: 1.3191 2023-12-28 07:43:19,229 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 1 day, 9:30:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9487, loss_cls: 1.2982, loss: 1.2982 2023-12-28 07:43:44,528 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 1 day, 9:30:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 1.3648, loss: 1.3648 2023-12-28 07:44:09,820 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 1 day, 9:30:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 1.3551, loss: 1.3551 2023-12-28 07:44:35,264 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 1 day, 9:29:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 1.2854, loss: 1.2854 2023-12-28 07:45:00,783 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 1 day, 9:29:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 1.3594, loss: 1.3594 2023-12-28 07:45:26,132 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 1 day, 9:28:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9400, loss_cls: 1.2787, loss: 1.2787 2023-12-28 07:45:37,132 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-28 07:49:27,063 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 07:49:27,595 - pyskl - INFO - top1_acc 0.6687 top5_acc 0.9179 2023-12-28 07:49:27,621 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.6687, top5_acc: 0.9179 2023-12-28 07:50:23,637 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 1 day, 9:29:13, time: 0.560, data_time: 0.306, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 1.2679, loss: 1.2679 2023-12-28 07:50:49,080 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 1 day, 9:28:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9437, loss_cls: 1.2214, loss: 1.2214 2023-12-28 07:51:14,468 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 1 day, 9:28:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 1.2672, loss: 1.2672 2023-12-28 07:51:40,022 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 1 day, 9:27:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 1.2501, loss: 1.2501 2023-12-28 07:52:05,718 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 1 day, 9:27:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9594, loss_cls: 1.1750, loss: 1.1750 2023-12-28 07:52:31,450 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 1 day, 9:26:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 1.1923, loss: 1.1923 2023-12-28 07:52:56,793 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 1 day, 9:26:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 1.2293, loss: 1.2293 2023-12-28 07:53:22,132 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 1 day, 9:26:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 1.2572, loss: 1.2572 2023-12-28 07:53:47,637 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 1 day, 9:25:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 1.2894, loss: 1.2894 2023-12-28 07:54:13,477 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 1 day, 9:25:07, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9569, loss_cls: 1.2472, loss: 1.2472 2023-12-28 07:54:38,990 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 1 day, 9:24:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 1.3714, loss: 1.3714 2023-12-28 07:55:04,554 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 1 day, 9:24:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 1.3220, loss: 1.3220 2023-12-28 07:55:29,787 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 1 day, 9:23:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 1.2877, loss: 1.2877 2023-12-28 07:55:54,986 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 1 day, 9:23:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 1.3304, loss: 1.3304 2023-12-28 07:56:20,801 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 1 day, 9:22:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 1.3037, loss: 1.3037 2023-12-28 07:56:46,516 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 1 day, 9:22:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 1.1774, loss: 1.1774 2023-12-28 07:57:12,080 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 1 day, 9:21:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9437, loss_cls: 1.2998, loss: 1.2998 2023-12-28 07:57:37,827 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 1 day, 9:21:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9425, loss_cls: 1.2754, loss: 1.2754 2023-12-28 07:58:03,651 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 1 day, 9:21:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9481, loss_cls: 1.1856, loss: 1.1856 2023-12-28 07:58:30,365 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 1 day, 9:20:39, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 1.3139, loss: 1.3139 2023-12-28 07:58:56,151 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 1 day, 9:20:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9369, loss_cls: 1.3823, loss: 1.3823 2023-12-28 07:59:21,908 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 1 day, 9:19:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 1.2714, loss: 1.2714 2023-12-28 07:59:47,484 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 1 day, 9:19:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9406, loss_cls: 1.3216, loss: 1.3216 2023-12-28 08:00:13,883 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 1 day, 9:18:54, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 1.2811, loss: 1.2811 2023-12-28 08:00:39,634 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 1 day, 9:18:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9413, loss_cls: 1.3488, loss: 1.3488 2023-12-28 08:01:05,133 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 1 day, 9:18:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 1.3276, loss: 1.3276 2023-12-28 08:01:30,612 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 1 day, 9:17:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9425, loss_cls: 1.3247, loss: 1.3247 2023-12-28 08:01:56,571 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 1 day, 9:17:07, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9425, loss_cls: 1.3186, loss: 1.3186 2023-12-28 08:02:21,814 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 1 day, 9:16:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 1.2234, loss: 1.2234 2023-12-28 08:02:47,057 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 1 day, 9:16:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9494, loss_cls: 1.1836, loss: 1.1836 2023-12-28 08:03:12,618 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 1 day, 9:15:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 1.2580, loss: 1.2580 2023-12-28 08:03:38,042 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 1 day, 9:15:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9513, loss_cls: 1.2918, loss: 1.2918 2023-12-28 08:04:03,235 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 1 day, 9:14:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9325, loss_cls: 1.3423, loss: 1.3423 2023-12-28 08:04:28,852 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 1 day, 9:14:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 1.2183, loss: 1.2183 2023-12-28 08:04:54,034 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 1 day, 9:13:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9437, loss_cls: 1.3717, loss: 1.3717 2023-12-28 08:05:19,568 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 1 day, 9:13:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 1.2659, loss: 1.2659 2023-12-28 08:05:45,685 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 1 day, 9:12:58, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 1.2420, loss: 1.2420 2023-12-28 08:06:11,353 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 1 day, 9:12:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9394, loss_cls: 1.3145, loss: 1.3145 2023-12-28 08:06:37,036 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 1 day, 9:12:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 1.2653, loss: 1.2653 2023-12-28 08:06:48,271 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-28 08:10:40,380 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 08:10:40,895 - pyskl - INFO - top1_acc 0.6664 top5_acc 0.9144 2023-12-28 08:10:40,922 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.6664, top5_acc: 0.9144 2023-12-28 08:11:37,368 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 1 day, 9:12:40, time: 0.564, data_time: 0.308, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9463, loss_cls: 1.2488, loss: 1.2488 2023-12-28 08:12:02,725 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 1 day, 9:12:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 1.1974, loss: 1.1974 2023-12-28 08:12:28,495 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 1 day, 9:11:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9400, loss_cls: 1.3203, loss: 1.3203 2023-12-28 08:12:54,094 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 1 day, 9:11:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9581, loss_cls: 1.2526, loss: 1.2526 2023-12-28 08:13:19,704 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 1 day, 9:10:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9556, loss_cls: 1.2543, loss: 1.2543 2023-12-28 08:13:45,146 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 1 day, 9:10:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 1.1709, loss: 1.1709 2023-12-28 08:14:10,364 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 1 day, 9:09:55, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9463, loss_cls: 1.2575, loss: 1.2575 2023-12-28 08:14:35,725 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 1 day, 9:09:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 1.2394, loss: 1.2394 2023-12-28 08:15:01,294 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 1 day, 9:08:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 1.2865, loss: 1.2865 2023-12-28 08:15:26,743 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 1 day, 9:08:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9344, loss_cls: 1.3368, loss: 1.3368 2023-12-28 08:15:52,172 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 1 day, 9:08:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9456, loss_cls: 1.2669, loss: 1.2669 2023-12-28 08:16:17,414 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 1 day, 9:07:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 1.2699, loss: 1.2699 2023-12-28 08:16:42,466 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 1 day, 9:07:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 1.1895, loss: 1.1895 2023-12-28 08:17:07,524 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 1 day, 9:06:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 1.3020, loss: 1.3020 2023-12-28 08:17:32,569 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 1 day, 9:06:09, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9406, loss_cls: 1.3389, loss: 1.3389 2023-12-28 08:17:57,918 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 1 day, 9:05:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9475, loss_cls: 1.2795, loss: 1.2795 2023-12-28 08:18:23,447 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 1 day, 9:05:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9437, loss_cls: 1.2821, loss: 1.2821 2023-12-28 08:18:48,875 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 1 day, 9:04:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 1.2057, loss: 1.2057 2023-12-28 08:19:14,478 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 1 day, 9:04:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 1.1790, loss: 1.1790 2023-12-28 08:19:39,833 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 1 day, 9:03:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 1.3044, loss: 1.3044 2023-12-28 08:20:05,146 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 1 day, 9:03:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9394, loss_cls: 1.2904, loss: 1.2904 2023-12-28 08:20:30,480 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 1 day, 9:02:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 1.2586, loss: 1.2586 2023-12-28 08:20:55,778 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 1 day, 9:02:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9431, loss_cls: 1.2681, loss: 1.2681 2023-12-28 08:21:20,836 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 1 day, 9:01:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9387, loss_cls: 1.3169, loss: 1.3169 2023-12-28 08:21:46,230 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 1 day, 9:01:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9419, loss_cls: 1.2706, loss: 1.2706 2023-12-28 08:22:11,680 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 1 day, 9:01:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 1.2283, loss: 1.2283 2023-12-28 08:22:36,983 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 1 day, 9:00:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 1.2981, loss: 1.2981 2023-12-28 08:23:02,158 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 1 day, 9:00:05, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 1.2899, loss: 1.2899 2023-12-28 08:23:27,593 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 1 day, 8:59:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 1.3614, loss: 1.3614 2023-12-28 08:23:52,983 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 1 day, 8:59:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9406, loss_cls: 1.3393, loss: 1.3393 2023-12-28 08:24:18,332 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 1 day, 8:58:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 1.2363, loss: 1.2363 2023-12-28 08:24:43,738 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 1 day, 8:58:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 1.3041, loss: 1.3041 2023-12-28 08:25:08,859 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 1 day, 8:57:45, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9394, loss_cls: 1.3169, loss: 1.3169 2023-12-28 08:25:33,977 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 1 day, 8:57:17, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9506, loss_cls: 1.2115, loss: 1.2115 2023-12-28 08:25:59,504 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 1 day, 8:56:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 1.3258, loss: 1.3258 2023-12-28 08:26:24,865 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 1 day, 8:56:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9387, loss_cls: 1.3194, loss: 1.3194 2023-12-28 08:26:50,369 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 1 day, 8:55:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 1.2957, loss: 1.2957 2023-12-28 08:27:16,133 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 1 day, 8:55:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9550, loss_cls: 1.3006, loss: 1.3006 2023-12-28 08:27:41,391 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 1 day, 8:55:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 1.3174, loss: 1.3174 2023-12-28 08:27:52,381 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-28 08:31:43,321 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 08:31:43,844 - pyskl - INFO - top1_acc 0.6252 top5_acc 0.8977 2023-12-28 08:31:43,871 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.6252, top5_acc: 0.8977 2023-12-28 08:32:39,848 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 1 day, 8:55:30, time: 0.560, data_time: 0.304, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9450, loss_cls: 1.2809, loss: 1.2809 2023-12-28 08:33:05,160 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 1 day, 8:55:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 1.2105, loss: 1.2105 2023-12-28 08:33:30,666 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 1 day, 8:54:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 1.2378, loss: 1.2378 2023-12-28 08:33:56,699 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 1 day, 8:54:09, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9513, loss_cls: 1.2805, loss: 1.2805 2023-12-28 08:34:22,470 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 1 day, 8:53:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 1.2046, loss: 1.2046 2023-12-28 08:34:48,186 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 1 day, 8:53:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 1.2457, loss: 1.2457 2023-12-28 08:35:13,653 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 1 day, 8:52:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 1.2550, loss: 1.2550 2023-12-28 08:35:39,239 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 1 day, 8:52:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9431, loss_cls: 1.2848, loss: 1.2848 2023-12-28 08:36:04,800 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 1 day, 8:51:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 1.2433, loss: 1.2433 2023-12-28 08:36:30,363 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 1 day, 8:51:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9475, loss_cls: 1.2638, loss: 1.2638 2023-12-28 08:36:55,913 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 1 day, 8:51:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 1.2159, loss: 1.2159 2023-12-28 08:37:21,475 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 1 day, 8:50:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 1.2792, loss: 1.2792 2023-12-28 08:37:46,831 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 1 day, 8:50:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9463, loss_cls: 1.2449, loss: 1.2449 2023-12-28 08:38:11,936 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 1 day, 8:49:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9469, loss_cls: 1.2288, loss: 1.2288 2023-12-28 08:38:36,958 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 1 day, 8:49:07, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9363, loss_cls: 1.2803, loss: 1.2803 2023-12-28 08:39:02,009 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 1 day, 8:48:38, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 1.2325, loss: 1.2325 2023-12-28 08:39:27,458 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 1 day, 8:48:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 1.3073, loss: 1.3073 2023-12-28 08:39:52,715 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 1 day, 8:47:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 1.2936, loss: 1.2936 2023-12-28 08:40:18,129 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 1 day, 8:47:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 1.2672, loss: 1.2672 2023-12-28 08:40:43,443 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 1 day, 8:46:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 1.2242, loss: 1.2242 2023-12-28 08:41:08,954 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 1 day, 8:46:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 1.2298, loss: 1.2298 2023-12-28 08:41:34,394 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 1 day, 8:45:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 1.3075, loss: 1.3075 2023-12-28 08:41:59,823 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 1 day, 8:45:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9337, loss_cls: 1.4159, loss: 1.4159 2023-12-28 08:42:25,178 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 1 day, 8:44:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 1.2231, loss: 1.2231 2023-12-28 08:42:50,562 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 1 day, 8:44:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 1.1849, loss: 1.1849 2023-12-28 08:43:15,985 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 1 day, 8:44:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9413, loss_cls: 1.2756, loss: 1.2756 2023-12-28 08:43:41,272 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 1 day, 8:43:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 1.2545, loss: 1.2545 2023-12-28 08:44:06,713 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 1 day, 8:43:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 1.2868, loss: 1.2868 2023-12-28 08:44:32,119 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 1 day, 8:42:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 1.2126, loss: 1.2126 2023-12-28 08:44:57,399 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 1 day, 8:42:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 1.2823, loss: 1.2823 2023-12-28 08:45:22,678 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 1 day, 8:41:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 1.2430, loss: 1.2430 2023-12-28 08:45:47,973 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 1 day, 8:41:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 1.2850, loss: 1.2850 2023-12-28 08:46:13,542 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 1 day, 8:40:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 1.2758, loss: 1.2758 2023-12-28 08:46:38,871 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 1 day, 8:40:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 1.2797, loss: 1.2797 2023-12-28 08:47:04,132 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 1 day, 8:39:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 1.3398, loss: 1.3398 2023-12-28 08:47:29,492 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 1 day, 8:39:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9519, loss_cls: 1.3256, loss: 1.3256 2023-12-28 08:47:55,115 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 1 day, 8:38:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9456, loss_cls: 1.2845, loss: 1.2845 2023-12-28 08:48:20,641 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 1 day, 8:38:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 1.2512, loss: 1.2512 2023-12-28 08:48:45,987 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 1 day, 8:38:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9481, loss_cls: 1.3311, loss: 1.3311 2023-12-28 08:48:57,107 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-28 08:52:46,825 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 08:52:47,351 - pyskl - INFO - top1_acc 0.6732 top5_acc 0.9117 2023-12-28 08:52:47,377 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.6732, top5_acc: 0.9117 2023-12-28 08:53:43,661 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 1 day, 8:38:29, time: 0.563, data_time: 0.307, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 1.2575, loss: 1.2575 2023-12-28 08:54:09,163 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 1 day, 8:38:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 1.3252, loss: 1.3252 2023-12-28 08:54:34,976 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 1 day, 8:37:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 1.1985, loss: 1.1985 2023-12-28 08:55:00,546 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 1 day, 8:37:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 1.2597, loss: 1.2597 2023-12-28 08:55:26,199 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 1 day, 8:36:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 1.3368, loss: 1.3368 2023-12-28 08:55:51,819 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 1 day, 8:36:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9437, loss_cls: 1.2985, loss: 1.2985 2023-12-28 08:56:17,352 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 1 day, 8:35:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 1.1861, loss: 1.1861 2023-12-28 08:56:42,785 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 1 day, 8:35:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 1.2547, loss: 1.2547 2023-12-28 08:57:08,371 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 1 day, 8:34:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9425, loss_cls: 1.3393, loss: 1.3393 2023-12-28 08:57:33,957 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 1 day, 8:34:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 1.2461, loss: 1.2461 2023-12-28 08:57:59,027 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 1 day, 8:33:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 1.2279, loss: 1.2279 2023-12-28 08:58:24,053 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 1 day, 8:33:28, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 1.2764, loss: 1.2764 2023-12-28 08:58:49,070 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 1 day, 8:32:59, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 1.2415, loss: 1.2415 2023-12-28 08:59:14,110 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 1 day, 8:32:30, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 1.1844, loss: 1.1844 2023-12-28 08:59:39,124 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 1 day, 8:32:01, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 1.2969, loss: 1.2969 2023-12-28 09:00:04,137 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 1 day, 8:31:32, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 1.2250, loss: 1.2250 2023-12-28 09:00:29,174 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 1 day, 8:31:03, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 1.3200, loss: 1.3200 2023-12-28 09:00:54,267 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 1 day, 8:30:35, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9406, loss_cls: 1.2984, loss: 1.2984 2023-12-28 09:01:19,308 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 1 day, 8:30:06, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 1.2521, loss: 1.2521 2023-12-28 09:01:44,332 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 1 day, 8:29:37, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9419, loss_cls: 1.2982, loss: 1.2982 2023-12-28 09:02:09,356 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 1 day, 8:29:08, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 1.2164, loss: 1.2164 2023-12-28 09:02:34,379 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 1 day, 8:28:39, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 1.3007, loss: 1.3007 2023-12-28 09:02:59,390 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 1 day, 8:28:10, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9581, loss_cls: 1.2572, loss: 1.2572 2023-12-28 09:03:24,687 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 1 day, 8:27:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 1.3352, loss: 1.3352 2023-12-28 09:03:50,245 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 1 day, 8:27:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9431, loss_cls: 1.3186, loss: 1.3186 2023-12-28 09:04:15,713 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 1 day, 8:26:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9425, loss_cls: 1.2708, loss: 1.2708 2023-12-28 09:04:41,072 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 1 day, 8:26:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 1.2523, loss: 1.2523 2023-12-28 09:05:06,639 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 1 day, 8:25:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9556, loss_cls: 1.2705, loss: 1.2705 2023-12-28 09:05:31,997 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 1 day, 8:25:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 1.3065, loss: 1.3065 2023-12-28 09:05:57,229 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 1 day, 8:24:57, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 1.2443, loss: 1.2443 2023-12-28 09:06:22,589 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 1 day, 8:24:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 1.1945, loss: 1.1945 2023-12-28 09:06:48,032 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 1 day, 8:24:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 1.2607, loss: 1.2607 2023-12-28 09:07:13,337 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 1 day, 8:23:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 1.2424, loss: 1.2424 2023-12-28 09:07:38,548 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 1 day, 8:23:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9444, loss_cls: 1.2514, loss: 1.2514 2023-12-28 09:08:04,007 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 1 day, 8:22:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 1.2478, loss: 1.2478 2023-12-28 09:08:29,414 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 1 day, 8:22:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 1.2545, loss: 1.2545 2023-12-28 09:08:55,052 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 1 day, 8:21:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 1.3162, loss: 1.3162 2023-12-28 09:09:20,483 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 1 day, 8:21:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 1.2967, loss: 1.2967 2023-12-28 09:09:45,580 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 1 day, 8:20:48, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9413, loss_cls: 1.3059, loss: 1.3059 2023-12-28 09:09:56,560 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-28 09:13:46,772 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 09:13:47,299 - pyskl - INFO - top1_acc 0.6923 top5_acc 0.9239 2023-12-28 09:13:47,324 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.6923, top5_acc: 0.9239 2023-12-28 09:14:43,768 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 1 day, 8:21:15, time: 0.564, data_time: 0.310, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9437, loss_cls: 1.3154, loss: 1.3154 2023-12-28 09:15:09,137 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 1 day, 8:20:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 1.2573, loss: 1.2573 2023-12-28 09:15:34,264 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 1 day, 8:20:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 1.2633, loss: 1.2633 2023-12-28 09:15:59,868 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 1 day, 8:19:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 1.2427, loss: 1.2427 2023-12-28 09:16:25,690 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 1 day, 8:19:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 1.2368, loss: 1.2368 2023-12-28 09:16:51,657 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 1 day, 8:19:00, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9425, loss_cls: 1.2509, loss: 1.2509 2023-12-28 09:17:17,690 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 1 day, 8:18:34, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 1.2535, loss: 1.2535 2023-12-28 09:17:43,731 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 1 day, 8:18:09, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9419, loss_cls: 1.2833, loss: 1.2833 2023-12-28 09:18:09,149 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 1 day, 8:17:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9456, loss_cls: 1.2691, loss: 1.2691 2023-12-28 09:18:35,136 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 1 day, 8:17:16, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9481, loss_cls: 1.1989, loss: 1.1989 2023-12-28 09:19:00,919 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 1 day, 8:16:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 1.3285, loss: 1.3285 2023-12-28 09:19:26,263 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 1 day, 8:16:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9481, loss_cls: 1.1679, loss: 1.1679 2023-12-28 09:19:51,548 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 1 day, 8:15:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9444, loss_cls: 1.2314, loss: 1.2314 2023-12-28 09:20:17,157 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 1 day, 8:15:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 1.1512, loss: 1.1512 2023-12-28 09:20:42,452 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 1 day, 8:14:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 1.2408, loss: 1.2408 2023-12-28 09:21:07,991 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 1 day, 8:14:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 1.2144, loss: 1.2144 2023-12-28 09:21:33,485 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 1 day, 8:14:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9513, loss_cls: 1.2591, loss: 1.2591 2023-12-28 09:21:58,964 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 1 day, 8:13:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 1.1934, loss: 1.1934 2023-12-28 09:22:24,265 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 1 day, 8:13:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 1.1314, loss: 1.1314 2023-12-28 09:22:49,326 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 1 day, 8:12:40, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 1.1723, loss: 1.1723 2023-12-28 09:23:14,426 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 1 day, 8:12:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9600, loss_cls: 1.2277, loss: 1.2277 2023-12-28 09:23:39,499 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 1 day, 8:11:43, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 1.2111, loss: 1.2111 2023-12-28 09:24:04,573 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 1 day, 8:11:14, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 1.2912, loss: 1.2912 2023-12-28 09:24:29,703 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 1 day, 8:10:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9450, loss_cls: 1.2682, loss: 1.2682 2023-12-28 09:24:54,812 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 1 day, 8:10:17, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 1.2157, loss: 1.2157 2023-12-28 09:25:20,480 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 1 day, 8:09:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 1.2351, loss: 1.2351 2023-12-28 09:25:45,882 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 1 day, 8:09:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 1.2232, loss: 1.2232 2023-12-28 09:26:11,312 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 1 day, 8:08:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9456, loss_cls: 1.2646, loss: 1.2646 2023-12-28 09:26:36,781 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 1 day, 8:08:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9513, loss_cls: 1.1868, loss: 1.1868 2023-12-28 09:27:02,233 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 1 day, 8:08:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 1.2251, loss: 1.2251 2023-12-28 09:27:27,869 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 1 day, 8:07:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 1.2140, loss: 1.2140 2023-12-28 09:27:53,240 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 1 day, 8:07:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9481, loss_cls: 1.3140, loss: 1.3140 2023-12-28 09:28:18,560 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 1 day, 8:06:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9375, loss_cls: 1.3269, loss: 1.3269 2023-12-28 09:28:44,056 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 1 day, 8:06:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 1.2588, loss: 1.2588 2023-12-28 09:29:09,727 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 1 day, 8:05:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 1.2659, loss: 1.2659 2023-12-28 09:29:35,293 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 1 day, 8:05:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9363, loss_cls: 1.3651, loss: 1.3651 2023-12-28 09:30:00,953 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 1 day, 8:04:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9381, loss_cls: 1.3191, loss: 1.3191 2023-12-28 09:30:26,751 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 1 day, 8:04:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 1.2998, loss: 1.2998 2023-12-28 09:30:52,352 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 1 day, 8:03:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 1.1767, loss: 1.1767 2023-12-28 09:31:03,756 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-28 09:34:53,729 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 09:34:54,249 - pyskl - INFO - top1_acc 0.6987 top5_acc 0.9217 2023-12-28 09:34:54,255 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_22.pth was removed 2023-12-28 09:34:54,486 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. 2023-12-28 09:34:54,488 - pyskl - INFO - Best top1_acc is 0.6987 at 37 epoch. 2023-12-28 09:34:54,513 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.6987, top5_acc: 0.9217 2023-12-28 09:35:50,431 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 1 day, 8:04:21, time: 0.559, data_time: 0.305, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 1.2296, loss: 1.2296 2023-12-28 09:36:15,975 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 1 day, 8:03:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9400, loss_cls: 1.3128, loss: 1.3128 2023-12-28 09:36:41,500 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 1 day, 8:03:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 1.1700, loss: 1.1700 2023-12-28 09:37:07,176 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 1 day, 8:03:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9469, loss_cls: 1.2160, loss: 1.2160 2023-12-28 09:37:32,473 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 1 day, 8:02:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 1.2975, loss: 1.2975 2023-12-28 09:37:58,098 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 1 day, 8:02:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 1.1369, loss: 1.1369 2023-12-28 09:38:23,389 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 1 day, 8:01:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 1.2461, loss: 1.2461 2023-12-28 09:38:48,866 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 1 day, 8:01:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9500, loss_cls: 1.2243, loss: 1.2243 2023-12-28 09:39:14,391 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 1 day, 8:00:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 1.2838, loss: 1.2838 2023-12-28 09:39:39,845 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 1 day, 8:00:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 1.1865, loss: 1.1865 2023-12-28 09:40:05,262 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 1 day, 7:59:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 1.2197, loss: 1.2197 2023-12-28 09:40:30,750 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 1 day, 7:59:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9444, loss_cls: 1.2443, loss: 1.2443 2023-12-28 09:40:56,293 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 1 day, 7:58:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 1.2687, loss: 1.2687 2023-12-28 09:41:21,704 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 1 day, 7:58:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9437, loss_cls: 1.3159, loss: 1.3159 2023-12-28 09:41:47,117 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 1 day, 7:57:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9400, loss_cls: 1.2844, loss: 1.2844 2023-12-28 09:42:12,609 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 1 day, 7:57:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 1.2663, loss: 1.2663 2023-12-28 09:42:38,117 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 1 day, 7:57:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 1.2414, loss: 1.2414 2023-12-28 09:43:03,649 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 1 day, 7:56:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 1.2814, loss: 1.2814 2023-12-28 09:43:29,046 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 1 day, 7:56:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9363, loss_cls: 1.3640, loss: 1.3640 2023-12-28 09:43:54,583 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 1 day, 7:55:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 1.2635, loss: 1.2635 2023-12-28 09:44:19,959 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 1 day, 7:55:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 1.2909, loss: 1.2909 2023-12-28 09:44:45,374 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 1 day, 7:54:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 1.2267, loss: 1.2267 2023-12-28 09:45:11,002 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 1 day, 7:54:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 1.1806, loss: 1.1806 2023-12-28 09:45:36,362 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 1 day, 7:53:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 1.2481, loss: 1.2481 2023-12-28 09:46:01,798 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 1 day, 7:53:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9500, loss_cls: 1.2217, loss: 1.2217 2023-12-28 09:46:27,204 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 1 day, 7:52:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 1.2622, loss: 1.2622 2023-12-28 09:46:52,498 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 1 day, 7:52:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 1.2532, loss: 1.2532 2023-12-28 09:47:17,883 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 1 day, 7:52:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 1.2965, loss: 1.2965 2023-12-28 09:47:43,370 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 1 day, 7:51:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 1.1159, loss: 1.1159 2023-12-28 09:48:08,700 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 1 day, 7:51:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 1.2399, loss: 1.2399 2023-12-28 09:48:34,030 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 1 day, 7:50:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9419, loss_cls: 1.2799, loss: 1.2799 2023-12-28 09:48:59,144 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 1 day, 7:50:11, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9637, loss_cls: 1.1839, loss: 1.1839 2023-12-28 09:49:24,185 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 1 day, 7:49:43, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9419, loss_cls: 1.3348, loss: 1.3348 2023-12-28 09:49:49,216 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 1 day, 7:49:14, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 1.2576, loss: 1.2576 2023-12-28 09:50:14,251 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 1 day, 7:48:46, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9419, loss_cls: 1.2836, loss: 1.2836 2023-12-28 09:50:39,303 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 1 day, 7:48:17, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 1.3039, loss: 1.3039 2023-12-28 09:51:04,834 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 1 day, 7:47:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 1.1027, loss: 1.1027 2023-12-28 09:51:30,156 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 1 day, 7:47:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 1.2615, loss: 1.2615 2023-12-28 09:51:55,845 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 1 day, 7:46:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 1.2616, loss: 1.2616 2023-12-28 09:52:06,825 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-28 09:55:56,682 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 09:55:57,209 - pyskl - INFO - top1_acc 0.6326 top5_acc 0.8909 2023-12-28 09:55:57,234 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.6326, top5_acc: 0.8909 2023-12-28 09:56:53,079 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 1 day, 7:47:17, time: 0.558, data_time: 0.304, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9506, loss_cls: 1.2001, loss: 1.2001 2023-12-28 09:57:18,574 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 1 day, 7:46:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 1.1759, loss: 1.1759 2023-12-28 09:57:44,173 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 1 day, 7:46:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9537, loss_cls: 1.3052, loss: 1.3052 2023-12-28 09:58:09,961 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 1 day, 7:45:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 1.2032, loss: 1.2032 2023-12-28 09:58:35,353 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 1 day, 7:45:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9619, loss_cls: 1.1807, loss: 1.1807 2023-12-28 09:59:01,259 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 1 day, 7:45:03, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9487, loss_cls: 1.1951, loss: 1.1951 2023-12-28 09:59:26,916 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 1 day, 7:44:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 1.2527, loss: 1.2527 2023-12-28 09:59:52,372 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 1 day, 7:44:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 1.2323, loss: 1.2323 2023-12-28 10:00:17,965 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 1 day, 7:43:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 1.2671, loss: 1.2671 2023-12-28 10:00:43,307 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 1 day, 7:43:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 1.1771, loss: 1.1771 2023-12-28 10:01:08,982 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 1 day, 7:42:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 1.1298, loss: 1.1298 2023-12-28 10:01:34,289 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 1 day, 7:42:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 1.3168, loss: 1.3168 2023-12-28 10:01:59,685 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 1 day, 7:41:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 1.2583, loss: 1.2583 2023-12-28 10:02:24,963 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 1 day, 7:41:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9425, loss_cls: 1.2737, loss: 1.2737 2023-12-28 10:02:50,440 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 1 day, 7:40:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 1.2118, loss: 1.2118 2023-12-28 10:03:15,979 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 1 day, 7:40:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 1.2105, loss: 1.2105 2023-12-28 10:03:41,320 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 1 day, 7:40:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 1.1675, loss: 1.1675 2023-12-28 10:04:06,727 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 1 day, 7:39:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 1.2780, loss: 1.2780 2023-12-28 10:04:32,400 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 1 day, 7:39:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 1.1863, loss: 1.1863 2023-12-28 10:04:58,155 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 1 day, 7:38:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.2227, loss: 1.2227 2023-12-28 10:05:23,862 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 1 day, 7:38:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 1.1590, loss: 1.1590 2023-12-28 10:05:49,405 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 1 day, 7:37:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 1.1875, loss: 1.1875 2023-12-28 10:06:14,876 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 1 day, 7:37:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 1.2832, loss: 1.2832 2023-12-28 10:06:40,245 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 1 day, 7:36:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 1.2332, loss: 1.2332 2023-12-28 10:07:05,577 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 1 day, 7:36:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 1.2201, loss: 1.2201 2023-12-28 10:07:30,619 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 1 day, 7:35:57, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 1.2484, loss: 1.2484 2023-12-28 10:07:55,967 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 1 day, 7:35:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9444, loss_cls: 1.2656, loss: 1.2656 2023-12-28 10:08:21,380 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 1 day, 7:35:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 1.1893, loss: 1.1893 2023-12-28 10:08:46,807 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 1 day, 7:34:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 1.1910, loss: 1.1910 2023-12-28 10:09:12,285 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 1 day, 7:34:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9450, loss_cls: 1.2555, loss: 1.2555 2023-12-28 10:09:37,317 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 1 day, 7:33:39, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9394, loss_cls: 1.3005, loss: 1.3005 2023-12-28 10:10:02,355 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 1 day, 7:33:10, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 1.2581, loss: 1.2581 2023-12-28 10:10:27,404 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 1 day, 7:32:42, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 1.2474, loss: 1.2474 2023-12-28 10:10:52,457 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 1 day, 7:32:13, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 1.3184, loss: 1.3184 2023-12-28 10:11:17,501 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 1 day, 7:31:45, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9400, loss_cls: 1.3130, loss: 1.3130 2023-12-28 10:11:43,074 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 1 day, 7:31:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9456, loss_cls: 1.2324, loss: 1.2324 2023-12-28 10:12:08,586 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 1 day, 7:30:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 1.2193, loss: 1.2193 2023-12-28 10:12:34,143 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 1 day, 7:30:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 1.1905, loss: 1.1905 2023-12-28 10:12:59,602 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 1 day, 7:29:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9581, loss_cls: 1.2538, loss: 1.2538 2023-12-28 10:13:10,860 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-28 10:17:01,126 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 10:17:01,671 - pyskl - INFO - top1_acc 0.6997 top5_acc 0.9277 2023-12-28 10:17:01,677 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_37.pth was removed 2023-12-28 10:17:01,900 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. 2023-12-28 10:17:01,902 - pyskl - INFO - Best top1_acc is 0.6997 at 39 epoch. 2023-12-28 10:17:01,924 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.6997, top5_acc: 0.9277 2023-12-28 10:17:56,954 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 1 day, 7:30:14, time: 0.550, data_time: 0.296, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 1.1151, loss: 1.1151 2023-12-28 10:18:22,496 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 1 day, 7:29:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9481, loss_cls: 1.1437, loss: 1.1437 2023-12-28 10:18:47,950 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 1 day, 7:29:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 1.1581, loss: 1.1581 2023-12-28 10:19:13,710 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 1 day, 7:28:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 1.2462, loss: 1.2462 2023-12-28 10:19:39,307 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 1 day, 7:28:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 1.2377, loss: 1.2377 2023-12-28 10:20:04,719 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 1 day, 7:27:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 1.2416, loss: 1.2416 2023-12-28 10:20:30,449 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 1 day, 7:27:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 1.2499, loss: 1.2499 2023-12-28 10:20:56,190 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 1 day, 7:27:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9487, loss_cls: 1.2827, loss: 1.2827 2023-12-28 10:21:21,615 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 1 day, 7:26:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 1.3427, loss: 1.3427 2023-12-28 10:21:47,100 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 1 day, 7:26:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9406, loss_cls: 1.2773, loss: 1.2773 2023-12-28 10:22:12,517 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 1 day, 7:25:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 1.2426, loss: 1.2426 2023-12-28 10:22:38,056 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 1 day, 7:25:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 1.1749, loss: 1.1749 2023-12-28 10:23:03,284 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 1 day, 7:24:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 1.1881, loss: 1.1881 2023-12-28 10:23:28,616 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 1 day, 7:24:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9450, loss_cls: 1.2403, loss: 1.2403 2023-12-28 10:23:54,072 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 1 day, 7:23:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9356, loss_cls: 1.3315, loss: 1.3315 2023-12-28 10:24:19,494 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 1 day, 7:23:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 1.2645, loss: 1.2645 2023-12-28 10:24:44,775 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 1 day, 7:22:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 1.2594, loss: 1.2594 2023-12-28 10:25:09,822 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 1 day, 7:22:30, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 1.2209, loss: 1.2209 2023-12-28 10:25:34,828 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 1 day, 7:22:01, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 1.2070, loss: 1.2070 2023-12-28 10:25:59,973 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 1 day, 7:21:33, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 1.2255, loss: 1.2255 2023-12-28 10:26:25,385 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 1 day, 7:21:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 1.2391, loss: 1.2391 2023-12-28 10:26:50,767 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 1 day, 7:20:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 1.2343, loss: 1.2343 2023-12-28 10:27:16,056 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 1 day, 7:20:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 1.2296, loss: 1.2296 2023-12-28 10:27:41,508 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 1 day, 7:19:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 1.2346, loss: 1.2346 2023-12-28 10:28:07,150 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 1 day, 7:19:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 1.2084, loss: 1.2084 2023-12-28 10:28:32,466 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 1 day, 7:18:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 1.1989, loss: 1.1989 2023-12-28 10:28:57,815 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 1 day, 7:18:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 1.2213, loss: 1.2213 2023-12-28 10:29:23,341 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 1 day, 7:17:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 1.1968, loss: 1.1968 2023-12-28 10:29:48,950 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 1 day, 7:17:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 1.2465, loss: 1.2465 2023-12-28 10:30:14,375 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 1 day, 7:17:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 1.2216, loss: 1.2216 2023-12-28 10:30:39,648 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 1 day, 7:16:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 1.2017, loss: 1.2017 2023-12-28 10:31:04,655 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 1 day, 7:16:04, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 1.1607, loss: 1.1607 2023-12-28 10:31:29,721 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 1 day, 7:15:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 1.2355, loss: 1.2355 2023-12-28 10:31:55,216 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 1 day, 7:15:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 1.2024, loss: 1.2024 2023-12-28 10:32:20,624 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 1 day, 7:14:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9456, loss_cls: 1.2772, loss: 1.2772 2023-12-28 10:32:46,296 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 1 day, 7:14:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9456, loss_cls: 1.2446, loss: 1.2446 2023-12-28 10:33:11,979 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 1 day, 7:13:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9419, loss_cls: 1.2787, loss: 1.2787 2023-12-28 10:33:37,364 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 1 day, 7:13:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 1.2553, loss: 1.2553 2023-12-28 10:34:02,670 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 1 day, 7:12:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 1.3021, loss: 1.3021 2023-12-28 10:34:14,093 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-28 10:38:04,384 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 10:38:04,903 - pyskl - INFO - top1_acc 0.6716 top5_acc 0.9134 2023-12-28 10:38:04,926 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.6716, top5_acc: 0.9134 2023-12-28 10:39:00,939 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 1 day, 7:13:11, time: 0.560, data_time: 0.306, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9437, loss_cls: 1.2621, loss: 1.2621 2023-12-28 10:39:26,479 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 1 day, 7:12:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 1.1489, loss: 1.1489 2023-12-28 10:39:51,994 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 1 day, 7:12:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 1.2006, loss: 1.2006 2023-12-28 10:40:17,686 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 1 day, 7:11:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 1.1521, loss: 1.1521 2023-12-28 10:40:43,259 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 1 day, 7:11:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 1.1884, loss: 1.1884 2023-12-28 10:41:08,886 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 1 day, 7:10:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 1.2210, loss: 1.2210 2023-12-28 10:41:34,478 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 1 day, 7:10:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 1.2690, loss: 1.2690 2023-12-28 10:41:59,896 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 1 day, 7:10:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9506, loss_cls: 1.2244, loss: 1.2244 2023-12-28 10:42:25,650 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 1 day, 7:09:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 1.1550, loss: 1.1550 2023-12-28 10:42:51,310 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 1 day, 7:09:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9487, loss_cls: 1.2731, loss: 1.2731 2023-12-28 10:43:16,946 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 1 day, 7:08:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 1.1808, loss: 1.1808 2023-12-28 10:43:42,076 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 1 day, 7:08:14, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 1.1870, loss: 1.1870 2023-12-28 10:44:07,167 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 1 day, 7:07:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9456, loss_cls: 1.1884, loss: 1.1884 2023-12-28 10:44:32,258 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 1 day, 7:07:18, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 1.2622, loss: 1.2622 2023-12-28 10:44:57,821 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 1 day, 7:06:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 1.2454, loss: 1.2454 2023-12-28 10:45:23,081 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 1 day, 7:06:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 1.2262, loss: 1.2262 2023-12-28 10:45:48,582 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 1 day, 7:05:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 1.2325, loss: 1.2325 2023-12-28 10:46:13,710 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 1 day, 7:05:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 1.1396, loss: 1.1396 2023-12-28 10:46:39,054 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 1 day, 7:05:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9456, loss_cls: 1.2117, loss: 1.2117 2023-12-28 10:47:04,273 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 1 day, 7:04:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 1.1907, loss: 1.1907 2023-12-28 10:47:29,681 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 1 day, 7:04:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 1.2263, loss: 1.2263 2023-12-28 10:47:55,138 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 1 day, 7:03:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 1.2530, loss: 1.2530 2023-12-28 10:48:20,575 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 1 day, 7:03:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 1.2826, loss: 1.2826 2023-12-28 10:48:46,091 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 1 day, 7:02:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9500, loss_cls: 1.1528, loss: 1.1528 2023-12-28 10:49:11,648 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 1 day, 7:02:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 1.2130, loss: 1.2130 2023-12-28 10:49:37,083 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 1 day, 7:01:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 1.1837, loss: 1.1837 2023-12-28 10:50:02,373 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 1 day, 7:01:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9431, loss_cls: 1.2395, loss: 1.2395 2023-12-28 10:50:27,910 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 1 day, 7:00:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 1.2379, loss: 1.2379 2023-12-28 10:50:53,640 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 1 day, 7:00:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9525, loss_cls: 1.3194, loss: 1.3194 2023-12-28 10:51:19,000 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 1 day, 7:00:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9381, loss_cls: 1.2857, loss: 1.2857 2023-12-28 10:51:44,184 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 1 day, 6:59:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9506, loss_cls: 1.2031, loss: 1.2031 2023-12-28 10:52:09,214 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 1 day, 6:59:04, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9456, loss_cls: 1.2176, loss: 1.2176 2023-12-28 10:52:34,227 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 1 day, 6:58:36, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 1.1741, loss: 1.1741 2023-12-28 10:52:59,237 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 1 day, 6:58:07, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 1.2709, loss: 1.2709 2023-12-28 10:53:24,295 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 1 day, 6:57:39, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 1.2533, loss: 1.2533 2023-12-28 10:53:49,352 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 1 day, 6:57:11, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 1.2954, loss: 1.2954 2023-12-28 10:54:14,725 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 1 day, 6:56:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9575, loss_cls: 1.2590, loss: 1.2590 2023-12-28 10:54:40,319 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 1 day, 6:56:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9431, loss_cls: 1.2481, loss: 1.2481 2023-12-28 10:55:05,753 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 1 day, 6:55:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 1.1590, loss: 1.1590 2023-12-28 10:55:16,728 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-28 10:59:06,203 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 10:59:06,724 - pyskl - INFO - top1_acc 0.7064 top5_acc 0.9338 2023-12-28 10:59:06,730 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_39.pth was removed 2023-12-28 10:59:06,951 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2023-12-28 10:59:06,953 - pyskl - INFO - Best top1_acc is 0.7064 at 41 epoch. 2023-12-28 10:59:06,976 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.7064, top5_acc: 0.9338 2023-12-28 11:00:02,746 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 1 day, 6:56:05, time: 0.558, data_time: 0.304, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 1.3024, loss: 1.3024 2023-12-28 11:00:28,259 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 1 day, 6:55:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9494, loss_cls: 1.1928, loss: 1.1928 2023-12-28 11:00:53,819 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 1 day, 6:55:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 1.2476, loss: 1.2476 2023-12-28 11:01:19,485 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 1 day, 6:54:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 1.1978, loss: 1.1978 2023-12-28 11:01:45,030 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 1 day, 6:54:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 1.1521, loss: 1.1521 2023-12-28 11:02:10,204 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 1 day, 6:53:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 1.2551, loss: 1.2551 2023-12-28 11:02:35,229 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 1 day, 6:53:21, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 1.0841, loss: 1.0841 2023-12-28 11:03:00,293 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 1 day, 6:52:53, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 1.2373, loss: 1.2373 2023-12-28 11:03:25,354 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 1 day, 6:52:25, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 1.1060, loss: 1.1060 2023-12-28 11:03:50,437 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 1 day, 6:51:56, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 1.1908, loss: 1.1908 2023-12-28 11:04:15,803 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 1 day, 6:51:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 1.2094, loss: 1.2094 2023-12-28 11:04:41,581 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 1 day, 6:51:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 1.1714, loss: 1.1714 2023-12-28 11:05:06,747 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 1 day, 6:50:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 1.1494, loss: 1.1494 2023-12-28 11:05:31,783 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 1 day, 6:50:06, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 1.0942, loss: 1.0942 2023-12-28 11:05:56,826 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 1 day, 6:49:38, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 1.2614, loss: 1.2614 2023-12-28 11:06:22,300 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 1 day, 6:49:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 1.1792, loss: 1.1792 2023-12-28 11:06:47,967 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 1 day, 6:48:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 1.1511, loss: 1.1511 2023-12-28 11:07:13,410 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 1 day, 6:48:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 1.2313, loss: 1.2313 2023-12-28 11:07:38,707 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 1 day, 6:47:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9563, loss_cls: 1.1876, loss: 1.1876 2023-12-28 11:08:03,860 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 1 day, 6:47:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 1.1843, loss: 1.1843 2023-12-28 11:08:29,248 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 1 day, 6:46:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9544, loss_cls: 1.2330, loss: 1.2330 2023-12-28 11:08:54,816 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 1 day, 6:46:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 1.2662, loss: 1.2662 2023-12-28 11:09:20,363 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 1 day, 6:46:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9481, loss_cls: 1.1902, loss: 1.1902 2023-12-28 11:09:46,012 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 1 day, 6:45:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 1.1444, loss: 1.1444 2023-12-28 11:10:11,657 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 1 day, 6:45:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 1.1802, loss: 1.1802 2023-12-28 11:10:37,145 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 1 day, 6:44:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 1.2817, loss: 1.2817 2023-12-28 11:11:02,593 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 1 day, 6:44:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 1.2074, loss: 1.2074 2023-12-28 11:11:28,089 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 1 day, 6:43:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9444, loss_cls: 1.2253, loss: 1.2253 2023-12-28 11:11:53,787 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 1 day, 6:43:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 1.2159, loss: 1.2159 2023-12-28 11:12:19,233 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 1 day, 6:42:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9463, loss_cls: 1.3096, loss: 1.3096 2023-12-28 11:12:44,632 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 1 day, 6:42:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9431, loss_cls: 1.2450, loss: 1.2450 2023-12-28 11:13:10,213 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 1 day, 6:41:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 1.1740, loss: 1.1740 2023-12-28 11:13:35,646 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 1 day, 6:41:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 1.1869, loss: 1.1869 2023-12-28 11:14:00,738 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 1 day, 6:41:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9581, loss_cls: 1.2204, loss: 1.2204 2023-12-28 11:14:25,850 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 1 day, 6:40:35, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 1.1948, loss: 1.1948 2023-12-28 11:14:50,930 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 1 day, 6:40:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9437, loss_cls: 1.2952, loss: 1.2952 2023-12-28 11:15:16,394 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 1 day, 6:39:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 1.1903, loss: 1.1903 2023-12-28 11:15:42,151 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 1 day, 6:39:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 1.1747, loss: 1.1747 2023-12-28 11:16:07,901 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 1 day, 6:38:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 1.2465, loss: 1.2465 2023-12-28 11:16:18,976 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-28 11:20:08,746 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 11:20:09,267 - pyskl - INFO - top1_acc 0.6858 top5_acc 0.9102 2023-12-28 11:20:09,291 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.6858, top5_acc: 0.9102 2023-12-28 11:21:05,010 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 1 day, 6:39:00, time: 0.557, data_time: 0.304, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 1.2075, loss: 1.2075 2023-12-28 11:21:30,225 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 1 day, 6:38:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 1.1492, loss: 1.1492 2023-12-28 11:21:55,823 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 1 day, 6:38:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 1.2098, loss: 1.2098 2023-12-28 11:22:21,419 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 1 day, 6:37:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9519, loss_cls: 1.1501, loss: 1.1501 2023-12-28 11:22:46,914 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 1 day, 6:37:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 1.1353, loss: 1.1353 2023-12-28 11:23:12,334 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 1 day, 6:36:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 1.0683, loss: 1.0683 2023-12-28 11:23:38,079 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 1 day, 6:36:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 1.2068, loss: 1.2068 2023-12-28 11:24:03,940 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 1 day, 6:35:52, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9487, loss_cls: 1.1705, loss: 1.1705 2023-12-28 11:24:29,564 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 1 day, 6:35:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 1.2225, loss: 1.2225 2023-12-28 11:24:55,062 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 1 day, 6:34:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 1.2350, loss: 1.2350 2023-12-28 11:25:20,727 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 1 day, 6:34:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 1.1196, loss: 1.1196 2023-12-28 11:25:46,349 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 1 day, 6:34:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 1.2131, loss: 1.2131 2023-12-28 11:26:11,831 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 1 day, 6:33:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9481, loss_cls: 1.1671, loss: 1.1671 2023-12-28 11:26:37,408 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 1 day, 6:33:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 1.1297, loss: 1.1297 2023-12-28 11:27:02,862 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 1 day, 6:32:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 1.1767, loss: 1.1767 2023-12-28 11:27:28,394 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 1 day, 6:32:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 1.1944, loss: 1.1944 2023-12-28 11:27:53,915 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 1 day, 6:31:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 1.1734, loss: 1.1734 2023-12-28 11:28:19,550 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 1 day, 6:31:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9437, loss_cls: 1.2583, loss: 1.2583 2023-12-28 11:28:45,050 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 1 day, 6:30:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 1.1946, loss: 1.1946 2023-12-28 11:29:10,437 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 1 day, 6:30:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 1.2390, loss: 1.2390 2023-12-28 11:29:35,872 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 1 day, 6:30:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 1.2378, loss: 1.2378 2023-12-28 11:30:01,167 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 1 day, 6:29:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9406, loss_cls: 1.2405, loss: 1.2405 2023-12-28 11:30:26,608 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 1 day, 6:29:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 1.1225, loss: 1.1225 2023-12-28 11:30:52,242 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 1 day, 6:28:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 1.1677, loss: 1.1677 2023-12-28 11:31:17,616 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 1 day, 6:28:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 1.2444, loss: 1.2444 2023-12-28 11:31:43,148 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 1 day, 6:27:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9450, loss_cls: 1.1580, loss: 1.1580 2023-12-28 11:32:08,305 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 1 day, 6:27:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9475, loss_cls: 1.2033, loss: 1.2033 2023-12-28 11:32:33,640 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 1 day, 6:26:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 1.1837, loss: 1.1837 2023-12-28 11:32:59,189 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 1 day, 6:26:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 1.1827, loss: 1.1827 2023-12-28 11:33:24,672 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 1 day, 6:25:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 1.2794, loss: 1.2794 2023-12-28 11:33:50,225 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 1 day, 6:25:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9450, loss_cls: 1.2319, loss: 1.2319 2023-12-28 11:34:15,431 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 1 day, 6:25:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 1.2678, loss: 1.2678 2023-12-28 11:34:40,874 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 1 day, 6:24:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9425, loss_cls: 1.2291, loss: 1.2291 2023-12-28 11:35:06,491 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 1 day, 6:24:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 1.1947, loss: 1.1947 2023-12-28 11:35:31,873 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 1 day, 6:23:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 1.1961, loss: 1.1961 2023-12-28 11:35:57,334 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 1 day, 6:23:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9500, loss_cls: 1.1506, loss: 1.1506 2023-12-28 11:36:23,003 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 1 day, 6:22:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9700, loss_cls: 1.0957, loss: 1.0957 2023-12-28 11:36:48,745 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 1 day, 6:22:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 1.1767, loss: 1.1767 2023-12-28 11:37:14,458 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 1 day, 6:21:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 1.1759, loss: 1.1759 2023-12-28 11:37:25,396 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-28 11:41:15,218 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 11:41:15,744 - pyskl - INFO - top1_acc 0.6657 top5_acc 0.9065 2023-12-28 11:41:15,767 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.6657, top5_acc: 0.9065 2023-12-28 11:42:11,365 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 1 day, 6:22:06, time: 0.556, data_time: 0.304, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9500, loss_cls: 1.1222, loss: 1.1222 2023-12-28 11:42:36,760 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 1 day, 6:21:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9494, loss_cls: 1.1635, loss: 1.1635 2023-12-28 11:43:02,530 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 1 day, 6:21:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 1.2130, loss: 1.2130 2023-12-28 11:43:28,336 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 1 day, 6:20:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9531, loss_cls: 1.1373, loss: 1.1373 2023-12-28 11:43:53,973 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 1 day, 6:20:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 1.1000, loss: 1.1000 2023-12-28 11:44:19,465 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 1 day, 6:19:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 1.2666, loss: 1.2666 2023-12-28 11:44:44,556 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 1 day, 6:19:24, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 1.1888, loss: 1.1888 2023-12-28 11:45:09,596 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 1 day, 6:18:56, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 1.2147, loss: 1.2147 2023-12-28 11:45:34,673 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 1 day, 6:18:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 1.0948, loss: 1.0948 2023-12-28 11:45:59,733 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 1 day, 6:18:00, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 1.2218, loss: 1.2218 2023-12-28 11:46:24,913 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 1 day, 6:17:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9475, loss_cls: 1.2293, loss: 1.2293 2023-12-28 11:46:50,433 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 1 day, 6:17:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 1.1615, loss: 1.1615 2023-12-28 11:47:15,928 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 1 day, 6:16:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 1.1533, loss: 1.1533 2023-12-28 11:47:41,388 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 1 day, 6:16:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 1.1975, loss: 1.1975 2023-12-28 11:48:06,923 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 1 day, 6:15:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 1.1549, loss: 1.1549 2023-12-28 11:48:32,346 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 1 day, 6:15:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 1.2603, loss: 1.2603 2023-12-28 11:48:57,835 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 1 day, 6:14:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 1.2398, loss: 1.2398 2023-12-28 11:49:23,514 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 1 day, 6:14:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9506, loss_cls: 1.2140, loss: 1.2140 2023-12-28 11:49:48,654 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 1 day, 6:13:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 1.1926, loss: 1.1926 2023-12-28 11:50:14,092 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 1 day, 6:13:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9450, loss_cls: 1.2338, loss: 1.2338 2023-12-28 11:50:39,458 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 1 day, 6:13:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 1.1584, loss: 1.1584 2023-12-28 11:51:04,836 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 1 day, 6:12:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 1.2177, loss: 1.2177 2023-12-28 11:51:30,415 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 1 day, 6:12:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9519, loss_cls: 1.1298, loss: 1.1298 2023-12-28 11:51:56,024 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 1 day, 6:11:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 1.1968, loss: 1.1968 2023-12-28 11:52:21,498 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 1 day, 6:11:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 1.1585, loss: 1.1585 2023-12-28 11:52:46,931 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 1 day, 6:10:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 1.1346, loss: 1.1346 2023-12-28 11:53:12,556 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 1 day, 6:10:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 1.2416, loss: 1.2416 2023-12-28 11:53:38,020 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 1 day, 6:09:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9519, loss_cls: 1.1942, loss: 1.1942 2023-12-28 11:54:03,301 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 1 day, 6:09:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 1.2047, loss: 1.2047 2023-12-28 11:54:28,631 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 1 day, 6:08:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9481, loss_cls: 1.1773, loss: 1.1773 2023-12-28 11:54:54,214 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 1 day, 6:08:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9463, loss_cls: 1.1880, loss: 1.1880 2023-12-28 11:55:19,780 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 1 day, 6:08:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 1.2640, loss: 1.2640 2023-12-28 11:55:45,229 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 1 day, 6:07:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 1.2258, loss: 1.2258 2023-12-28 11:56:10,403 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 1 day, 6:07:09, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 1.2452, loss: 1.2452 2023-12-28 11:56:35,758 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 1 day, 6:06:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 1.2100, loss: 1.2100 2023-12-28 11:57:01,114 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 1 day, 6:06:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9550, loss_cls: 1.2371, loss: 1.2371 2023-12-28 11:57:26,641 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 1 day, 6:05:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9444, loss_cls: 1.2054, loss: 1.2054 2023-12-28 11:57:52,248 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 1 day, 6:05:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 1.2671, loss: 1.2671 2023-12-28 11:58:17,605 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 1 day, 6:04:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9431, loss_cls: 1.2607, loss: 1.2607 2023-12-28 11:58:28,635 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-28 12:02:18,284 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 12:02:18,799 - pyskl - INFO - top1_acc 0.6977 top5_acc 0.9303 2023-12-28 12:02:18,824 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.6977, top5_acc: 0.9303 2023-12-28 12:03:14,381 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 1 day, 6:05:03, time: 0.555, data_time: 0.301, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 1.1816, loss: 1.1816 2023-12-28 12:03:39,732 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 1 day, 6:04:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 1.1553, loss: 1.1553 2023-12-28 12:04:05,524 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 1 day, 6:04:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 1.1294, loss: 1.1294 2023-12-28 12:04:31,445 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 1 day, 6:03:44, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 1.1681, loss: 1.1681 2023-12-28 12:04:56,994 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 1 day, 6:03:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9500, loss_cls: 1.1981, loss: 1.1981 2023-12-28 12:05:22,552 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 1 day, 6:02:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 1.1239, loss: 1.1239 2023-12-28 12:05:47,926 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 1 day, 6:02:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 1.1886, loss: 1.1886 2023-12-28 12:06:13,383 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 1 day, 6:01:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9519, loss_cls: 1.1513, loss: 1.1513 2023-12-28 12:06:38,942 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 1 day, 6:01:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 1.1857, loss: 1.1857 2023-12-28 12:07:04,542 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 1 day, 6:01:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 1.2095, loss: 1.2095 2023-12-28 12:07:30,252 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 1 day, 6:00:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 1.1585, loss: 1.1585 2023-12-28 12:07:56,073 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 1 day, 6:00:09, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 1.1948, loss: 1.1948 2023-12-28 12:08:21,336 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 1 day, 5:59:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 1.1525, loss: 1.1525 2023-12-28 12:08:46,878 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 1 day, 5:59:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9513, loss_cls: 1.1517, loss: 1.1517 2023-12-28 12:09:12,565 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 1 day, 5:58:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9500, loss_cls: 1.1506, loss: 1.1506 2023-12-28 12:09:38,016 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 1 day, 5:58:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 1.2480, loss: 1.2480 2023-12-28 12:10:03,556 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 1 day, 5:57:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 1.2028, loss: 1.2028 2023-12-28 12:10:29,257 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 1 day, 5:57:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 1.2070, loss: 1.2070 2023-12-28 12:10:54,633 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 1 day, 5:57:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9381, loss_cls: 1.2723, loss: 1.2723 2023-12-28 12:11:19,928 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 1 day, 5:56:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9525, loss_cls: 1.1555, loss: 1.1555 2023-12-28 12:11:45,273 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 1 day, 5:56:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9519, loss_cls: 1.1929, loss: 1.1929 2023-12-28 12:12:10,693 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 1 day, 5:55:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 1.1859, loss: 1.1859 2023-12-28 12:12:36,159 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 1 day, 5:55:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 1.2144, loss: 1.2144 2023-12-28 12:13:01,648 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 1 day, 5:54:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 1.1400, loss: 1.1400 2023-12-28 12:13:27,162 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 1 day, 5:54:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9663, loss_cls: 1.1080, loss: 1.1080 2023-12-28 12:13:52,528 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 1 day, 5:53:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 1.1691, loss: 1.1691 2023-12-28 12:14:18,001 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 1 day, 5:53:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 1.2868, loss: 1.2868 2023-12-28 12:14:43,433 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 1 day, 5:52:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9494, loss_cls: 1.1631, loss: 1.1631 2023-12-28 12:15:08,933 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 1 day, 5:52:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 1.1806, loss: 1.1806 2023-12-28 12:15:34,570 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 1 day, 5:52:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9431, loss_cls: 1.2278, loss: 1.2278 2023-12-28 12:16:00,008 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 1 day, 5:51:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 1.1931, loss: 1.1931 2023-12-28 12:16:25,608 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 1 day, 5:51:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 1.2006, loss: 1.2006 2023-12-28 12:16:50,905 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 1 day, 5:50:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9400, loss_cls: 1.3045, loss: 1.3045 2023-12-28 12:17:16,256 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 1 day, 5:50:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 1.2243, loss: 1.2243 2023-12-28 12:17:41,667 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 1 day, 5:49:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9450, loss_cls: 1.2201, loss: 1.2201 2023-12-28 12:18:06,738 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 1 day, 5:49:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9519, loss_cls: 1.1378, loss: 1.1378 2023-12-28 12:18:32,409 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 1 day, 5:48:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 1.2446, loss: 1.2446 2023-12-28 12:18:57,979 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 1 day, 5:48:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 1.1791, loss: 1.1791 2023-12-28 12:19:23,220 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 1 day, 5:47:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 1.1708, loss: 1.1708 2023-12-28 12:19:34,079 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-28 12:23:23,880 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 12:23:24,398 - pyskl - INFO - top1_acc 0.6494 top5_acc 0.9116 2023-12-28 12:23:24,422 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.6494, top5_acc: 0.9116 2023-12-28 12:24:20,331 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 1 day, 5:48:08, time: 0.559, data_time: 0.306, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 1.2306, loss: 1.2306 2023-12-28 12:24:45,976 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 1 day, 5:47:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9519, loss_cls: 1.1259, loss: 1.1259 2023-12-28 12:25:11,640 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 1 day, 5:47:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 1.1007, loss: 1.1007 2023-12-28 12:25:37,761 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 1 day, 5:46:49, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 1.1666, loss: 1.1666 2023-12-28 12:26:03,244 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 1 day, 5:46:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 1.1371, loss: 1.1371 2023-12-28 12:26:28,715 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 1 day, 5:45:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 1.2355, loss: 1.2355 2023-12-28 12:26:53,817 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 1 day, 5:45:27, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 1.1706, loss: 1.1706 2023-12-28 12:27:19,341 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 1 day, 5:45:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 1.2150, loss: 1.2150 2023-12-28 12:27:44,945 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 1 day, 5:44:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 1.2271, loss: 1.2271 2023-12-28 12:28:10,680 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 1 day, 5:44:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9494, loss_cls: 1.1837, loss: 1.1837 2023-12-28 12:28:36,288 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 1 day, 5:43:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9444, loss_cls: 1.2473, loss: 1.2473 2023-12-28 12:29:01,856 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 1 day, 5:43:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 1.1791, loss: 1.1791 2023-12-28 12:29:27,349 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 1 day, 5:42:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9525, loss_cls: 1.1393, loss: 1.1393 2023-12-28 12:29:52,782 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 1 day, 5:42:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 1.2174, loss: 1.2174 2023-12-28 12:30:18,428 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 1 day, 5:41:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 1.0469, loss: 1.0469 2023-12-28 12:30:43,963 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 1 day, 5:41:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 1.1181, loss: 1.1181 2023-12-28 12:31:09,506 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 1 day, 5:40:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9475, loss_cls: 1.1894, loss: 1.1894 2023-12-28 12:31:34,956 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 1 day, 5:40:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 1.1923, loss: 1.1923 2023-12-28 12:32:00,430 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 1 day, 5:40:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 1.1457, loss: 1.1457 2023-12-28 12:32:25,833 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 1 day, 5:39:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 1.0959, loss: 1.0959 2023-12-28 12:32:51,281 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 1 day, 5:39:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 1.1850, loss: 1.1850 2023-12-28 12:33:16,709 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 1 day, 5:38:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 1.1660, loss: 1.1660 2023-12-28 12:33:42,058 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 1 day, 5:38:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 1.1386, loss: 1.1386 2023-12-28 12:34:07,251 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 1 day, 5:37:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 1.2178, loss: 1.2178 2023-12-28 12:34:32,970 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 1 day, 5:37:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 1.1860, loss: 1.1860 2023-12-28 12:34:58,215 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 1 day, 5:36:55, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 1.1720, loss: 1.1720 2023-12-28 12:35:23,725 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 1 day, 5:36:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 1.1656, loss: 1.1656 2023-12-28 12:35:49,049 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 1 day, 5:36:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9463, loss_cls: 1.1886, loss: 1.1886 2023-12-28 12:36:14,571 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 1 day, 5:35:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 1.2677, loss: 1.2677 2023-12-28 12:36:40,165 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 1 day, 5:35:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 1.1916, loss: 1.1916 2023-12-28 12:37:05,689 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 1 day, 5:34:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9569, loss_cls: 1.1000, loss: 1.1000 2023-12-28 12:37:30,913 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 1 day, 5:34:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 1.1422, loss: 1.1422 2023-12-28 12:37:56,455 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 1 day, 5:33:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 1.2132, loss: 1.2132 2023-12-28 12:38:22,071 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 1 day, 5:33:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 1.1487, loss: 1.1487 2023-12-28 12:38:47,617 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 1 day, 5:32:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9325, loss_cls: 1.3247, loss: 1.3247 2023-12-28 12:39:12,936 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 1 day, 5:32:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 1.1809, loss: 1.1809 2023-12-28 12:39:38,421 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 1 day, 5:31:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 1.2053, loss: 1.2053 2023-12-28 12:40:03,957 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 1 day, 5:31:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9587, loss_cls: 1.0771, loss: 1.0771 2023-12-28 12:40:29,632 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 1 day, 5:31:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 1.2222, loss: 1.2222 2023-12-28 12:40:40,835 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-28 12:44:30,890 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 12:44:31,403 - pyskl - INFO - top1_acc 0.6581 top5_acc 0.9018 2023-12-28 12:44:31,426 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.6581, top5_acc: 0.9018 2023-12-28 12:45:27,030 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 1 day, 5:31:12, time: 0.556, data_time: 0.304, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 1.1798, loss: 1.1798 2023-12-28 12:45:52,139 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 1 day, 5:30:44, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 1.1197, loss: 1.1197 2023-12-28 12:46:17,690 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 1 day, 5:30:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 1.1358, loss: 1.1358 2023-12-28 12:46:43,396 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 1 day, 5:29:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 1.1624, loss: 1.1624 2023-12-28 12:47:08,792 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 1 day, 5:29:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9475, loss_cls: 1.1780, loss: 1.1780 2023-12-28 12:47:34,440 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 1 day, 5:28:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 1.0825, loss: 1.0825 2023-12-28 12:47:59,764 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 1 day, 5:28:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 1.1527, loss: 1.1527 2023-12-28 12:48:25,257 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 1 day, 5:28:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 1.0970, loss: 1.0970 2023-12-28 12:48:50,838 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 1 day, 5:27:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 1.0379, loss: 1.0379 2023-12-28 12:49:16,332 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 1 day, 5:27:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 1.1242, loss: 1.1242 2023-12-28 12:49:41,631 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 1 day, 5:26:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 1.2351, loss: 1.2351 2023-12-28 12:50:07,640 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 1 day, 5:26:16, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 1.1614, loss: 1.1614 2023-12-28 12:50:33,215 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 1 day, 5:25:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 1.2447, loss: 1.2447 2023-12-28 12:50:58,706 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 1 day, 5:25:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 1.1340, loss: 1.1340 2023-12-28 12:51:23,912 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 1 day, 5:24:55, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 1.1671, loss: 1.1671 2023-12-28 12:51:48,955 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 1 day, 5:24:27, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 1.1488, loss: 1.1488 2023-12-28 12:52:14,666 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 1 day, 5:24:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 1.2023, loss: 1.2023 2023-12-28 12:52:40,080 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 1 day, 5:23:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 1.1775, loss: 1.1775 2023-12-28 12:53:05,428 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 1 day, 5:23:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 1.1522, loss: 1.1522 2023-12-28 12:53:30,954 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 1 day, 5:22:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 1.1336, loss: 1.1336 2023-12-28 12:53:56,457 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 1 day, 5:22:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 1.1081, loss: 1.1081 2023-12-28 12:54:21,829 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 1 day, 5:21:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 1.0860, loss: 1.0860 2023-12-28 12:54:47,335 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 1 day, 5:21:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 1.1296, loss: 1.1296 2023-12-28 12:55:12,840 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 1 day, 5:20:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9444, loss_cls: 1.2417, loss: 1.2417 2023-12-28 12:55:38,508 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 1 day, 5:20:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9469, loss_cls: 1.2754, loss: 1.2754 2023-12-28 12:56:04,057 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 1 day, 5:19:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 1.2507, loss: 1.2507 2023-12-28 12:56:29,693 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 1 day, 5:19:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 1.1605, loss: 1.1605 2023-12-28 12:56:55,146 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 1 day, 5:19:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 1.2709, loss: 1.2709 2023-12-28 12:57:20,337 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 1 day, 5:18:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9431, loss_cls: 1.2578, loss: 1.2578 2023-12-28 12:57:45,366 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 1 day, 5:18:09, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 1.1350, loss: 1.1350 2023-12-28 12:58:10,420 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 1 day, 5:17:41, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9594, loss_cls: 1.2088, loss: 1.2088 2023-12-28 12:58:35,453 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 1 day, 5:17:13, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 1.1727, loss: 1.1727 2023-12-28 12:59:00,466 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 1 day, 5:16:45, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 1.1478, loss: 1.1478 2023-12-28 12:59:25,696 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 1 day, 5:16:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 1.1675, loss: 1.1675 2023-12-28 12:59:51,234 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 1 day, 5:15:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 1.1583, loss: 1.1583 2023-12-28 13:00:16,661 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 1 day, 5:15:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 1.1300, loss: 1.1300 2023-12-28 13:00:42,291 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 1 day, 5:14:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 1.1272, loss: 1.1272 2023-12-28 13:01:07,948 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 1 day, 5:14:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 1.2211, loss: 1.2211 2023-12-28 13:01:33,643 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 1 day, 5:14:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 1.2406, loss: 1.2406 2023-12-28 13:01:44,430 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-28 13:05:34,400 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 13:05:34,927 - pyskl - INFO - top1_acc 0.6780 top5_acc 0.9197 2023-12-28 13:05:34,950 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.6780, top5_acc: 0.9197 2023-12-28 13:06:30,578 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 1 day, 5:14:10, time: 0.556, data_time: 0.303, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 1.1374, loss: 1.1374 2023-12-28 13:06:56,037 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 1 day, 5:13:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 1.0963, loss: 1.0963 2023-12-28 13:07:21,450 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 1 day, 5:13:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 1.1237, loss: 1.1237 2023-12-28 13:07:47,216 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 1 day, 5:12:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 1.2034, loss: 1.2034 2023-12-28 13:08:12,792 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 1 day, 5:12:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 1.1387, loss: 1.1387 2023-12-28 13:08:38,390 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 1 day, 5:11:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 1.0903, loss: 1.0903 2023-12-28 13:09:03,852 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 1 day, 5:11:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 1.1866, loss: 1.1866 2023-12-28 13:09:29,507 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 1 day, 5:11:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 1.1580, loss: 1.1580 2023-12-28 13:09:54,986 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 1 day, 5:10:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 1.0811, loss: 1.0811 2023-12-28 13:10:20,664 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 1 day, 5:10:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 1.1012, loss: 1.1012 2023-12-28 13:10:46,312 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 1 day, 5:09:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 1.1461, loss: 1.1461 2023-12-28 13:11:11,866 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 1 day, 5:09:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 1.1929, loss: 1.1929 2023-12-28 13:11:37,305 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 1 day, 5:08:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 1.1674, loss: 1.1674 2023-12-28 13:12:02,743 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 1 day, 5:08:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 1.1668, loss: 1.1668 2023-12-28 13:12:28,241 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 1 day, 5:07:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 1.1589, loss: 1.1589 2023-12-28 13:12:53,764 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 1 day, 5:07:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 1.1517, loss: 1.1517 2023-12-28 13:13:19,258 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 1 day, 5:07:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 1.2319, loss: 1.2319 2023-12-28 13:13:44,343 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 1 day, 5:06:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 1.1472, loss: 1.1472 2023-12-28 13:14:09,408 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 1 day, 5:06:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 1.1725, loss: 1.1725 2023-12-28 13:14:34,544 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 1 day, 5:05:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 1.2156, loss: 1.2156 2023-12-28 13:15:00,144 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 1 day, 5:05:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 1.2075, loss: 1.2075 2023-12-28 13:15:25,641 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 1 day, 5:04:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9481, loss_cls: 1.1933, loss: 1.1933 2023-12-28 13:15:51,075 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 1 day, 5:04:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 1.1582, loss: 1.1582 2023-12-28 13:16:16,697 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 1 day, 5:03:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 1.1324, loss: 1.1324 2023-12-28 13:16:42,189 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 1 day, 5:03:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 1.1000, loss: 1.1000 2023-12-28 13:17:07,703 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 1 day, 5:02:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 1.2697, loss: 1.2697 2023-12-28 13:17:33,288 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 1 day, 5:02:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9469, loss_cls: 1.2111, loss: 1.2111 2023-12-28 13:17:58,414 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 1 day, 5:02:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 1.1210, loss: 1.1210 2023-12-28 13:18:23,461 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 1 day, 5:01:35, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 1.1484, loss: 1.1484 2023-12-28 13:18:48,541 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 1 day, 5:01:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 1.1580, loss: 1.1580 2023-12-28 13:19:13,599 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 1 day, 5:00:39, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9563, loss_cls: 1.1959, loss: 1.1959 2023-12-28 13:19:38,677 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 1 day, 5:00:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 1.1979, loss: 1.1979 2023-12-28 13:20:03,729 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 1 day, 4:59:44, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 1.1565, loss: 1.1565 2023-12-28 13:20:28,782 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 1 day, 4:59:16, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 1.2088, loss: 1.2088 2023-12-28 13:20:54,167 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 1 day, 4:58:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 1.1321, loss: 1.1321 2023-12-28 13:21:19,812 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 1 day, 4:58:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9450, loss_cls: 1.2191, loss: 1.2191 2023-12-28 13:21:45,404 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 1 day, 4:57:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 1.1819, loss: 1.1819 2023-12-28 13:22:11,158 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 1 day, 4:57:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 1.1543, loss: 1.1543 2023-12-28 13:22:36,816 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 1 day, 4:57:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 1.1566, loss: 1.1566 2023-12-28 13:22:48,088 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-28 13:26:38,034 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 13:26:38,557 - pyskl - INFO - top1_acc 0.6903 top5_acc 0.9248 2023-12-28 13:26:38,581 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.6903, top5_acc: 0.9248 2023-12-28 13:27:34,823 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 1 day, 4:57:09, time: 0.562, data_time: 0.308, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 1.2201, loss: 1.2201 2023-12-28 13:28:00,117 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 1 day, 4:56:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 1.0716, loss: 1.0716 2023-12-28 13:28:25,744 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 1 day, 4:56:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 1.1203, loss: 1.1203 2023-12-28 13:28:51,426 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 1 day, 4:55:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 1.0331, loss: 1.0331 2023-12-28 13:29:16,750 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 1 day, 4:55:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9531, loss_cls: 1.1115, loss: 1.1115 2023-12-28 13:29:42,011 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 1 day, 4:54:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 1.0778, loss: 1.0778 2023-12-28 13:30:07,462 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 1 day, 4:54:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 1.1032, loss: 1.1032 2023-12-28 13:30:32,991 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 1 day, 4:54:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 1.0742, loss: 1.0742 2023-12-28 13:30:58,543 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 1 day, 4:53:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 1.1839, loss: 1.1839 2023-12-28 13:31:24,165 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 1 day, 4:53:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 1.1541, loss: 1.1541 2023-12-28 13:31:49,979 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 1 day, 4:52:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 1.1561, loss: 1.1561 2023-12-28 13:32:15,747 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 1 day, 4:52:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 1.1921, loss: 1.1921 2023-12-28 13:32:41,415 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 1 day, 4:51:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9575, loss_cls: 1.1588, loss: 1.1588 2023-12-28 13:33:07,046 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 1 day, 4:51:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 1.1686, loss: 1.1686 2023-12-28 13:33:32,601 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 1 day, 4:50:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 1.1636, loss: 1.1636 2023-12-28 13:33:58,142 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 1 day, 4:50:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 1.1595, loss: 1.1595 2023-12-28 13:34:23,537 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 1 day, 4:50:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 1.1812, loss: 1.1812 2023-12-28 13:34:48,744 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 1 day, 4:49:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 1.1021, loss: 1.1021 2023-12-28 13:35:14,137 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 1 day, 4:49:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 1.1717, loss: 1.1717 2023-12-28 13:35:39,610 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 1 day, 4:48:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 1.0967, loss: 1.0967 2023-12-28 13:36:05,027 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 1 day, 4:48:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9456, loss_cls: 1.1950, loss: 1.1950 2023-12-28 13:36:30,462 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 1 day, 4:47:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 1.0307, loss: 1.0307 2023-12-28 13:36:56,044 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 1 day, 4:47:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 1.1911, loss: 1.1911 2023-12-28 13:37:21,513 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 1 day, 4:46:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9513, loss_cls: 1.1082, loss: 1.1082 2023-12-28 13:37:47,111 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 1 day, 4:46:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9494, loss_cls: 1.2083, loss: 1.2083 2023-12-28 13:38:12,481 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 1 day, 4:45:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9469, loss_cls: 1.1986, loss: 1.1986 2023-12-28 13:38:37,831 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 1 day, 4:45:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 1.2283, loss: 1.2283 2023-12-28 13:39:03,308 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 1 day, 4:45:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9487, loss_cls: 1.1789, loss: 1.1789 2023-12-28 13:39:28,551 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 1 day, 4:44:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 1.2224, loss: 1.2224 2023-12-28 13:39:53,969 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 1 day, 4:44:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 1.1659, loss: 1.1659 2023-12-28 13:40:19,752 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 1 day, 4:43:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9381, loss_cls: 1.2344, loss: 1.2344 2023-12-28 13:40:45,249 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 1 day, 4:43:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9519, loss_cls: 1.1136, loss: 1.1136 2023-12-28 13:41:10,656 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 1 day, 4:42:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 1.1040, loss: 1.1040 2023-12-28 13:41:35,884 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 1 day, 4:42:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 1.2252, loss: 1.2252 2023-12-28 13:42:01,060 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 1 day, 4:41:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 1.2170, loss: 1.2170 2023-12-28 13:42:26,631 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 1 day, 4:41:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9537, loss_cls: 1.2821, loss: 1.2821 2023-12-28 13:42:52,269 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 1 day, 4:41:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9475, loss_cls: 1.1917, loss: 1.1917 2023-12-28 13:43:18,078 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 1 day, 4:40:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 1.1249, loss: 1.1249 2023-12-28 13:43:43,831 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 1 day, 4:40:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 1.2189, loss: 1.2189 2023-12-28 13:43:54,838 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-28 13:47:45,449 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 13:47:45,972 - pyskl - INFO - top1_acc 0.6724 top5_acc 0.9201 2023-12-28 13:47:45,995 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.6724, top5_acc: 0.9201 2023-12-28 13:48:41,705 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 1 day, 4:40:12, time: 0.557, data_time: 0.303, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 1.1043, loss: 1.1043 2023-12-28 13:49:07,116 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 1 day, 4:39:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 1.2103, loss: 1.2103 2023-12-28 13:49:32,789 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 1 day, 4:39:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 1.1456, loss: 1.1456 2023-12-28 13:49:58,520 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 1 day, 4:38:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 1.1594, loss: 1.1594 2023-12-28 13:50:24,237 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 1 day, 4:38:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 1.1274, loss: 1.1274 2023-12-28 13:50:50,010 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 1 day, 4:37:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 1.2004, loss: 1.2004 2023-12-28 13:51:15,407 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 1 day, 4:37:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 1.1990, loss: 1.1990 2023-12-28 13:51:41,180 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 1 day, 4:37:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 1.1594, loss: 1.1594 2023-12-28 13:52:06,770 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 1 day, 4:36:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 1.1247, loss: 1.1247 2023-12-28 13:52:32,461 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 1 day, 4:36:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 1.0678, loss: 1.0678 2023-12-28 13:52:58,006 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 1 day, 4:35:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 1.0515, loss: 1.0515 2023-12-28 13:53:23,589 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 1 day, 4:35:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 1.1673, loss: 1.1673 2023-12-28 13:53:49,117 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 1 day, 4:34:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.1035, loss: 1.1035 2023-12-28 13:54:14,846 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 1 day, 4:34:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9506, loss_cls: 1.1142, loss: 1.1142 2023-12-28 13:54:40,419 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 1 day, 4:34:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 1.1833, loss: 1.1833 2023-12-28 13:55:05,943 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 1 day, 4:33:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9606, loss_cls: 1.0488, loss: 1.0488 2023-12-28 13:55:31,508 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 1 day, 4:33:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 1.1543, loss: 1.1543 2023-12-28 13:55:56,784 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 1 day, 4:32:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 1.1826, loss: 1.1826 2023-12-28 13:56:22,301 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 1 day, 4:32:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 1.1742, loss: 1.1742 2023-12-28 13:56:47,681 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 1 day, 4:31:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9500, loss_cls: 1.1491, loss: 1.1491 2023-12-28 13:57:13,222 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 1 day, 4:31:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 1.1563, loss: 1.1563 2023-12-28 13:57:38,791 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 1 day, 4:30:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 1.1337, loss: 1.1337 2023-12-28 13:58:04,277 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 1 day, 4:30:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9481, loss_cls: 1.0910, loss: 1.0910 2023-12-28 13:58:29,718 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 1 day, 4:29:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 1.1315, loss: 1.1315 2023-12-28 13:58:55,100 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 1 day, 4:29:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 1.1433, loss: 1.1433 2023-12-28 13:59:20,537 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 1 day, 4:29:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 1.2264, loss: 1.2264 2023-12-28 13:59:46,044 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 1 day, 4:28:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 1.1041, loss: 1.1041 2023-12-28 14:00:11,530 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 1 day, 4:28:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 1.1609, loss: 1.1609 2023-12-28 14:00:37,095 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 1 day, 4:27:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 1.1193, loss: 1.1193 2023-12-28 14:01:02,721 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 1 day, 4:27:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 1.1523, loss: 1.1523 2023-12-28 14:01:28,487 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 1 day, 4:26:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 1.1845, loss: 1.1845 2023-12-28 14:01:53,924 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 1 day, 4:26:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 1.1417, loss: 1.1417 2023-12-28 14:02:19,476 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 1 day, 4:25:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.1491, loss: 1.1491 2023-12-28 14:02:45,115 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 1 day, 4:25:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 1.2312, loss: 1.2312 2023-12-28 14:03:10,664 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 1 day, 4:25:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 1.1290, loss: 1.1290 2023-12-28 14:03:36,210 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 1 day, 4:24:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9494, loss_cls: 1.1733, loss: 1.1733 2023-12-28 14:04:01,919 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 1 day, 4:24:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 1.1523, loss: 1.1523 2023-12-28 14:04:27,642 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 1 day, 4:23:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 1.0978, loss: 1.0978 2023-12-28 14:04:53,317 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 1 day, 4:23:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 1.1241, loss: 1.1241 2023-12-28 14:05:04,481 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-28 14:08:54,756 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 14:08:55,280 - pyskl - INFO - top1_acc 0.7060 top5_acc 0.9274 2023-12-28 14:08:55,304 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.7060, top5_acc: 0.9274 2023-12-28 14:09:51,414 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 1 day, 4:23:21, time: 0.561, data_time: 0.307, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 1.1638, loss: 1.1638 2023-12-28 14:10:16,753 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 1 day, 4:22:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 1.0764, loss: 1.0764 2023-12-28 14:10:42,279 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 1 day, 4:22:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 1.1362, loss: 1.1362 2023-12-28 14:11:07,903 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 1 day, 4:22:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 1.1162, loss: 1.1162 2023-12-28 14:11:33,713 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 1 day, 4:21:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 1.1185, loss: 1.1185 2023-12-28 14:11:59,405 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 1 day, 4:21:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 1.0799, loss: 1.0799 2023-12-28 14:12:25,032 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 1 day, 4:20:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 1.1209, loss: 1.1209 2023-12-28 14:12:50,518 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 1 day, 4:20:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9525, loss_cls: 1.1304, loss: 1.1304 2023-12-28 14:13:16,126 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 1 day, 4:19:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 1.0777, loss: 1.0777 2023-12-28 14:13:41,701 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 1 day, 4:19:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 1.1160, loss: 1.1160 2023-12-28 14:14:07,356 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 1 day, 4:18:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9475, loss_cls: 1.2261, loss: 1.2261 2023-12-28 14:14:32,596 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 1 day, 4:18:27, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9531, loss_cls: 1.0820, loss: 1.0820 2023-12-28 14:14:57,992 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 1 day, 4:18:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 1.1337, loss: 1.1337 2023-12-28 14:15:23,823 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 1 day, 4:17:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 1.2086, loss: 1.2086 2023-12-28 14:15:49,506 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 1 day, 4:17:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 1.1954, loss: 1.1954 2023-12-28 14:16:14,990 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 1 day, 4:16:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 1.1499, loss: 1.1499 2023-12-28 14:16:40,724 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 1 day, 4:16:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9531, loss_cls: 1.0857, loss: 1.0857 2023-12-28 14:17:06,149 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 1 day, 4:15:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9469, loss_cls: 1.1711, loss: 1.1711 2023-12-28 14:17:31,681 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 1 day, 4:15:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 1.1630, loss: 1.1630 2023-12-28 14:17:56,985 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 1 day, 4:14:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 1.1403, loss: 1.1403 2023-12-28 14:18:22,639 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 1 day, 4:14:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.0667, loss: 1.0667 2023-12-28 14:18:48,169 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 1 day, 4:14:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 1.1516, loss: 1.1516 2023-12-28 14:19:13,709 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 1 day, 4:13:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 1.0976, loss: 1.0976 2023-12-28 14:19:39,210 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 1 day, 4:13:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 1.1480, loss: 1.1480 2023-12-28 14:20:04,818 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 1 day, 4:12:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 1.1478, loss: 1.1478 2023-12-28 14:20:30,333 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 1 day, 4:12:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 1.1802, loss: 1.1802 2023-12-28 14:20:55,424 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 1 day, 4:11:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9519, loss_cls: 1.1277, loss: 1.1277 2023-12-28 14:21:21,024 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 1 day, 4:11:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 1.1679, loss: 1.1679 2023-12-28 14:21:46,579 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 1 day, 4:10:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 1.1069, loss: 1.1069 2023-12-28 14:22:12,244 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 1 day, 4:10:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 1.2145, loss: 1.2145 2023-12-28 14:22:37,574 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 1 day, 4:09:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 1.1144, loss: 1.1144 2023-12-28 14:23:03,033 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 1 day, 4:09:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 1.1377, loss: 1.1377 2023-12-28 14:23:28,649 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 1 day, 4:09:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 1.2034, loss: 1.2034 2023-12-28 14:23:54,044 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 1 day, 4:08:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9550, loss_cls: 1.1428, loss: 1.1428 2023-12-28 14:24:19,205 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 1 day, 4:08:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 1.1360, loss: 1.1360 2023-12-28 14:24:44,467 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 1 day, 4:07:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 1.1763, loss: 1.1763 2023-12-28 14:25:10,254 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 1 day, 4:07:17, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 1.0718, loss: 1.0718 2023-12-28 14:25:35,898 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 1 day, 4:06:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 1.1563, loss: 1.1563 2023-12-28 14:26:01,148 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 1 day, 4:06:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9563, loss_cls: 1.1745, loss: 1.1745 2023-12-28 14:26:12,247 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-28 14:30:01,942 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 14:30:02,463 - pyskl - INFO - top1_acc 0.7194 top5_acc 0.9348 2023-12-28 14:30:02,469 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_41.pth was removed 2023-12-28 14:30:02,688 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. 2023-12-28 14:30:02,690 - pyskl - INFO - Best top1_acc is 0.7194 at 51 epoch. 2023-12-28 14:30:02,712 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.7194, top5_acc: 0.9348 2023-12-28 14:30:58,110 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 1 day, 4:06:24, time: 0.554, data_time: 0.299, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 1.0770, loss: 1.0770 2023-12-28 14:31:23,580 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 1 day, 4:05:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9563, loss_cls: 1.0926, loss: 1.0926 2023-12-28 14:31:49,301 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 1 day, 4:05:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 1.1117, loss: 1.1117 2023-12-28 14:32:14,969 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 1 day, 4:05:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 1.0891, loss: 1.0891 2023-12-28 14:32:40,575 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 1 day, 4:04:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 1.0930, loss: 1.0930 2023-12-28 14:33:05,952 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 1 day, 4:04:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 1.0820, loss: 1.0820 2023-12-28 14:33:31,544 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 1 day, 4:03:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 1.1439, loss: 1.1439 2023-12-28 14:33:57,124 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 1 day, 4:03:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 1.1517, loss: 1.1517 2023-12-28 14:34:22,906 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 1 day, 4:02:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 1.1081, loss: 1.1081 2023-12-28 14:34:48,147 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 1 day, 4:02:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 1.0481, loss: 1.0481 2023-12-28 14:35:13,552 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 1 day, 4:01:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 1.1267, loss: 1.1267 2023-12-28 14:35:39,523 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 1 day, 4:01:31, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 1.1574, loss: 1.1574 2023-12-28 14:36:05,116 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 1 day, 4:01:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9500, loss_cls: 1.1628, loss: 1.1628 2023-12-28 14:36:30,672 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 1 day, 4:00:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 1.2161, loss: 1.2161 2023-12-28 14:36:56,202 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 1 day, 4:00:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 1.1194, loss: 1.1194 2023-12-28 14:37:21,759 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 1 day, 3:59:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 1.2067, loss: 1.2067 2023-12-28 14:37:47,316 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 1 day, 3:59:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9531, loss_cls: 1.1046, loss: 1.1046 2023-12-28 14:38:12,749 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 1 day, 3:58:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 1.2103, loss: 1.2103 2023-12-28 14:38:38,220 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 1 day, 3:58:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 1.2447, loss: 1.2447 2023-12-28 14:39:03,707 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 1 day, 3:57:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 1.1438, loss: 1.1438 2023-12-28 14:39:29,222 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 1 day, 3:57:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 1.0788, loss: 1.0788 2023-12-28 14:39:54,505 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 1 day, 3:57:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9475, loss_cls: 1.2176, loss: 1.2176 2023-12-28 14:40:20,093 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 1 day, 3:56:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9469, loss_cls: 1.2234, loss: 1.2234 2023-12-28 14:40:45,700 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 1 day, 3:56:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 1.0795, loss: 1.0795 2023-12-28 14:41:11,433 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 1 day, 3:55:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 1.1536, loss: 1.1536 2023-12-28 14:41:36,925 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 1 day, 3:55:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9519, loss_cls: 1.1390, loss: 1.1390 2023-12-28 14:42:02,426 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 1 day, 3:54:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 1.1156, loss: 1.1156 2023-12-28 14:42:27,799 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 1 day, 3:54:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9444, loss_cls: 1.2232, loss: 1.2232 2023-12-28 14:42:53,275 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 1 day, 3:53:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9475, loss_cls: 1.1377, loss: 1.1377 2023-12-28 14:43:18,798 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 1 day, 3:53:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 1.1389, loss: 1.1389 2023-12-28 14:43:44,138 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 1 day, 3:53:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 1.1720, loss: 1.1720 2023-12-28 14:44:09,739 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 1 day, 3:52:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 1.1291, loss: 1.1291 2023-12-28 14:44:35,264 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 1 day, 3:52:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 1.1242, loss: 1.1242 2023-12-28 14:45:00,840 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 1 day, 3:51:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9506, loss_cls: 1.1728, loss: 1.1728 2023-12-28 14:45:26,320 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 1 day, 3:51:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 1.0462, loss: 1.0462 2023-12-28 14:45:51,869 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 1 day, 3:50:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 1.1194, loss: 1.1194 2023-12-28 14:46:17,754 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 1 day, 3:50:23, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 1.0967, loss: 1.0967 2023-12-28 14:46:43,120 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 1 day, 3:49:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 1.1354, loss: 1.1354 2023-12-28 14:47:08,317 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 3:49:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.1249, loss: 1.1249 2023-12-28 14:47:19,247 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-28 14:51:09,009 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 14:51:09,530 - pyskl - INFO - top1_acc 0.6869 top5_acc 0.9166 2023-12-28 14:51:09,554 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.6869, top5_acc: 0.9166 2023-12-28 14:52:04,912 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 3:49:28, time: 0.554, data_time: 0.300, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 1.1131, loss: 1.1131 2023-12-28 14:52:30,324 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 3:49:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 1.0473, loss: 1.0473 2023-12-28 14:52:55,838 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 3:48:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 1.1214, loss: 1.1214 2023-12-28 14:53:21,520 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 3:48:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 1.1702, loss: 1.1702 2023-12-28 14:53:47,259 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 3:47:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9644, loss_cls: 1.1395, loss: 1.1395 2023-12-28 14:54:12,840 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 3:47:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 1.1346, loss: 1.1346 2023-12-28 14:54:38,647 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 3:46:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9563, loss_cls: 1.1102, loss: 1.1102 2023-12-28 14:55:04,035 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 3:46:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 1.1150, loss: 1.1150 2023-12-28 14:55:29,697 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 3:45:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 1.1458, loss: 1.1458 2023-12-28 14:55:55,168 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 3:45:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 1.1654, loss: 1.1654 2023-12-28 14:56:20,658 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 3:45:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 1.1940, loss: 1.1940 2023-12-28 14:56:46,264 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 3:44:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 1.1044, loss: 1.1044 2023-12-28 14:57:11,846 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 3:44:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 1.0948, loss: 1.0948 2023-12-28 14:57:37,389 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 3:43:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9556, loss_cls: 1.0879, loss: 1.0879 2023-12-28 14:58:02,863 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 3:43:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 1.0566, loss: 1.0566 2023-12-28 14:58:28,188 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 3:42:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 1.0673, loss: 1.0673 2023-12-28 14:58:53,637 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 3:42:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9556, loss_cls: 1.0391, loss: 1.0391 2023-12-28 14:59:19,034 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 3:41:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 1.0990, loss: 1.0990 2023-12-28 14:59:44,497 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 3:41:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 1.0999, loss: 1.0999 2023-12-28 15:00:09,926 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 3:41:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 1.0866, loss: 1.0866 2023-12-28 15:00:35,337 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 3:40:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 1.1151, loss: 1.1151 2023-12-28 15:01:00,712 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 3:40:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 1.2071, loss: 1.2071 2023-12-28 15:01:26,081 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 3:39:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 1.1319, loss: 1.1319 2023-12-28 15:01:51,457 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 3:39:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 1.0874, loss: 1.0874 2023-12-28 15:02:16,898 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 3:38:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9437, loss_cls: 1.1794, loss: 1.1794 2023-12-28 15:02:42,352 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 3:38:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 1.2058, loss: 1.2058 2023-12-28 15:03:07,720 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 3:37:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 1.1233, loss: 1.1233 2023-12-28 15:03:33,375 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 3:37:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 1.1644, loss: 1.1644 2023-12-28 15:03:58,989 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 3:36:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9463, loss_cls: 1.1561, loss: 1.1561 2023-12-28 15:04:24,734 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 3:36:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9469, loss_cls: 1.1721, loss: 1.1721 2023-12-28 15:04:50,371 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 3:36:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9494, loss_cls: 1.1223, loss: 1.1223 2023-12-28 15:05:15,632 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 3:35:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 1.1539, loss: 1.1539 2023-12-28 15:05:40,809 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 3:35:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 1.1354, loss: 1.1354 2023-12-28 15:06:05,857 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 3:34:43, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 1.0950, loss: 1.0950 2023-12-28 15:06:30,928 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 3:34:16, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 1.1513, loss: 1.1513 2023-12-28 15:06:56,424 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 3:33:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 1.1394, loss: 1.1394 2023-12-28 15:07:22,152 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 3:33:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 1.0572, loss: 1.0572 2023-12-28 15:07:47,968 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 3:32:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9469, loss_cls: 1.1884, loss: 1.1884 2023-12-28 15:08:13,542 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 3:32:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 1.0799, loss: 1.0799 2023-12-28 15:08:24,297 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-28 15:12:14,256 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 15:12:14,778 - pyskl - INFO - top1_acc 0.6945 top5_acc 0.9328 2023-12-28 15:12:14,802 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.6945, top5_acc: 0.9328 2023-12-28 15:13:09,950 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 3:32:28, time: 0.551, data_time: 0.297, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 1.1005, loss: 1.1005 2023-12-28 15:13:35,305 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 3:32:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 1.0459, loss: 1.0459 2023-12-28 15:14:00,965 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 3:31:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 1.1156, loss: 1.1156 2023-12-28 15:14:26,374 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 3:31:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 1.1167, loss: 1.1167 2023-12-28 15:14:51,908 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 3:30:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 1.1140, loss: 1.1140 2023-12-28 15:15:17,559 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 3:30:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 1.0660, loss: 1.0660 2023-12-28 15:15:43,098 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 3:29:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 1.2528, loss: 1.2528 2023-12-28 15:16:08,728 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 3:29:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 1.1476, loss: 1.1476 2023-12-28 15:16:34,598 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 3:28:55, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 1.1454, loss: 1.1454 2023-12-28 15:17:00,199 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 3:28:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 1.0202, loss: 1.0202 2023-12-28 15:17:25,615 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 3:28:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9463, loss_cls: 1.1265, loss: 1.1265 2023-12-28 15:17:51,242 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 3:27:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9494, loss_cls: 1.1123, loss: 1.1123 2023-12-28 15:18:16,741 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 3:27:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 1.1672, loss: 1.1672 2023-12-28 15:18:42,380 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 3:26:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 1.1188, loss: 1.1188 2023-12-28 15:19:07,960 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 3:26:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 1.0792, loss: 1.0792 2023-12-28 15:19:33,503 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 3:25:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 1.0880, loss: 1.0880 2023-12-28 15:19:59,188 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 3:25:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 1.0794, loss: 1.0794 2023-12-28 15:20:24,420 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 3:24:55, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 1.1025, loss: 1.1025 2023-12-28 15:20:49,836 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 3:24:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9606, loss_cls: 1.0570, loss: 1.0570 2023-12-28 15:21:15,265 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 3:24:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 1.0893, loss: 1.0893 2023-12-28 15:21:40,655 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 3:23:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 1.1323, loss: 1.1323 2023-12-28 15:22:06,208 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 3:23:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 1.0869, loss: 1.0869 2023-12-28 15:22:31,621 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 3:22:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 1.0159, loss: 1.0159 2023-12-28 15:22:57,141 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 3:22:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 1.1684, loss: 1.1684 2023-12-28 15:23:22,637 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 3:21:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 1.0802, loss: 1.0802 2023-12-28 15:23:47,973 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 3:21:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 1.1079, loss: 1.1079 2023-12-28 15:24:13,376 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 3:20:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 1.1275, loss: 1.1275 2023-12-28 15:24:38,793 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 3:20:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 1.0959, loss: 1.0959 2023-12-28 15:25:04,182 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 3:19:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 1.1597, loss: 1.1597 2023-12-28 15:25:29,841 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 3:19:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 1.1799, loss: 1.1799 2023-12-28 15:25:55,665 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 3:19:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 1.1361, loss: 1.1361 2023-12-28 15:26:21,298 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 3:18:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 1.1489, loss: 1.1489 2023-12-28 15:26:46,862 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 3:18:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 1.1218, loss: 1.1218 2023-12-28 15:27:12,239 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 3:17:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9519, loss_cls: 1.1410, loss: 1.1410 2023-12-28 15:27:37,400 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 3:17:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 1.1562, loss: 1.1562 2023-12-28 15:28:02,737 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 3:16:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 1.1586, loss: 1.1586 2023-12-28 15:28:28,478 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 1 day, 3:16:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 1.2020, loss: 1.2020 2023-12-28 15:28:54,255 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 3:15:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9494, loss_cls: 1.1818, loss: 1.1818 2023-12-28 15:29:20,121 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 3:15:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 1.0322, loss: 1.0322 2023-12-28 15:29:31,129 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-28 15:33:21,243 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 15:33:21,764 - pyskl - INFO - top1_acc 0.7207 top5_acc 0.9374 2023-12-28 15:33:21,770 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_51.pth was removed 2023-12-28 15:33:21,997 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. 2023-12-28 15:33:21,999 - pyskl - INFO - Best top1_acc is 0.7207 at 54 epoch. 2023-12-28 15:33:22,022 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7207, top5_acc: 0.9374 2023-12-28 15:34:17,648 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 3:15:31, time: 0.556, data_time: 0.301, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 1.0574, loss: 1.0574 2023-12-28 15:34:43,140 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 3:15:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9563, loss_cls: 1.0251, loss: 1.0251 2023-12-28 15:35:08,493 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 3:14:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 1.0454, loss: 1.0454 2023-12-28 15:35:33,979 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 3:14:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 1.1106, loss: 1.1106 2023-12-28 15:35:59,323 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 3:13:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 1.0860, loss: 1.0860 2023-12-28 15:36:25,153 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 3:13:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 1.0481, loss: 1.0481 2023-12-28 15:36:50,747 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 3:12:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 1.1225, loss: 1.1225 2023-12-28 15:37:16,524 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 3:12:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 1.0750, loss: 1.0750 2023-12-28 15:37:41,972 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 3:11:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 1.0787, loss: 1.0787 2023-12-28 15:38:07,426 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 3:11:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9537, loss_cls: 1.1724, loss: 1.1724 2023-12-28 15:38:33,037 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 3:11:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 1.0572, loss: 1.0572 2023-12-28 15:38:58,287 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 3:10:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 1.0081, loss: 1.0081 2023-12-28 15:39:23,658 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 3:10:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 1.0473, loss: 1.0473 2023-12-28 15:39:49,252 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 3:09:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9506, loss_cls: 1.1169, loss: 1.1169 2023-12-28 15:40:15,134 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 3:09:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 1.0838, loss: 1.0838 2023-12-28 15:40:40,728 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 3:08:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 1.0723, loss: 1.0723 2023-12-28 15:41:06,423 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 3:08:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 1.0638, loss: 1.0638 2023-12-28 15:41:31,947 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 3:07:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 1.0760, loss: 1.0760 2023-12-28 15:41:57,470 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 3:07:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 1.0833, loss: 1.0833 2023-12-28 15:42:23,023 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 3:07:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 1.0887, loss: 1.0887 2023-12-28 15:42:48,557 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 3:06:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 1.0634, loss: 1.0634 2023-12-28 15:43:14,498 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 3:06:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 1.1003, loss: 1.1003 2023-12-28 15:43:39,901 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 1 day, 3:05:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 1.2352, loss: 1.2352 2023-12-28 15:44:05,455 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 1 day, 3:05:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 1.0831, loss: 1.0831 2023-12-28 15:44:30,868 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 1 day, 3:04:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 1.0415, loss: 1.0415 2023-12-28 15:44:56,426 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 1 day, 3:04:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 1.0236, loss: 1.0236 2023-12-28 15:45:22,156 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 1 day, 3:03:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 1.2020, loss: 1.2020 2023-12-28 15:45:47,754 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 1 day, 3:03:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9463, loss_cls: 1.1438, loss: 1.1438 2023-12-28 15:46:13,226 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 1 day, 3:03:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 1.0733, loss: 1.0733 2023-12-28 15:46:38,948 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 1 day, 3:02:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 1.1769, loss: 1.1769 2023-12-28 15:47:04,976 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 1 day, 3:02:13, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 1.1947, loss: 1.1947 2023-12-28 15:47:30,755 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 1 day, 3:01:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 1.1273, loss: 1.1273 2023-12-28 15:47:56,688 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 1 day, 3:01:21, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 1.1303, loss: 1.1303 2023-12-28 15:48:22,337 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 1 day, 3:00:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 1.1620, loss: 1.1620 2023-12-28 15:48:48,018 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 1 day, 3:00:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9581, loss_cls: 1.2135, loss: 1.2135 2023-12-28 15:49:13,578 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 1 day, 3:00:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9575, loss_cls: 1.0229, loss: 1.0229 2023-12-28 15:49:39,249 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 1 day, 2:59:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 0.9959, loss: 0.9959 2023-12-28 15:50:04,764 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 1 day, 2:59:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 1.0237, loss: 1.0237 2023-12-28 15:50:30,393 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 1 day, 2:58:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 1.1498, loss: 1.1498 2023-12-28 15:50:41,643 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-28 15:54:30,973 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 15:54:31,495 - pyskl - INFO - top1_acc 0.7213 top5_acc 0.9344 2023-12-28 15:54:31,501 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_54.pth was removed 2023-12-28 15:54:31,725 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. 2023-12-28 15:54:31,728 - pyskl - INFO - Best top1_acc is 0.7213 at 55 epoch. 2023-12-28 15:54:31,752 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.7213, top5_acc: 0.9344 2023-12-28 15:55:27,181 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 1 day, 2:58:39, time: 0.554, data_time: 0.301, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 1.2134, loss: 1.2134 2023-12-28 15:55:52,653 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 1 day, 2:58:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9537, loss_cls: 1.0751, loss: 1.0751 2023-12-28 15:56:17,881 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 1 day, 2:57:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 1.1346, loss: 1.1346 2023-12-28 15:56:43,269 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 1 day, 2:57:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 1.0717, loss: 1.0717 2023-12-28 15:57:08,830 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 1 day, 2:56:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 1.1273, loss: 1.1273 2023-12-28 15:57:34,317 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 1 day, 2:56:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 1.0844, loss: 1.0844 2023-12-28 15:57:59,787 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 1 day, 2:55:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 1.0625, loss: 1.0625 2023-12-28 15:58:25,283 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 1 day, 2:55:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 1.0000, loss: 1.0000 2023-12-28 15:58:50,808 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 1 day, 2:55:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 1.1168, loss: 1.1168 2023-12-28 15:59:16,315 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 1 day, 2:54:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 1.0792, loss: 1.0792 2023-12-28 15:59:42,048 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 1 day, 2:54:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9519, loss_cls: 1.1606, loss: 1.1606 2023-12-28 16:00:07,351 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 1 day, 2:53:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 1.0310, loss: 1.0310 2023-12-28 16:00:32,418 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 1 day, 2:53:17, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9525, loss_cls: 1.1031, loss: 1.1031 2023-12-28 16:00:57,583 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 1 day, 2:52:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 1.0527, loss: 1.0527 2023-12-28 16:01:23,063 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 1 day, 2:52:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 1.1119, loss: 1.1119 2023-12-28 16:01:48,621 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 1 day, 2:51:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 1.0237, loss: 1.0237 2023-12-28 16:02:14,129 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 1 day, 2:51:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 1.1845, loss: 1.1845 2023-12-28 16:02:39,569 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 1 day, 2:51:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 1.0976, loss: 1.0976 2023-12-28 16:03:04,967 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 1 day, 2:50:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 1.1111, loss: 1.1111 2023-12-28 16:03:30,154 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 1 day, 2:50:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 1.0957, loss: 1.0957 2023-12-28 16:03:56,289 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 1 day, 2:49:43, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 1.0245, loss: 1.0245 2023-12-28 16:04:22,020 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 1 day, 2:49:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9487, loss_cls: 1.1355, loss: 1.1355 2023-12-28 16:04:47,548 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 1 day, 2:48:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 1.0835, loss: 1.0835 2023-12-28 16:05:13,117 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 1 day, 2:48:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 1.1220, loss: 1.1220 2023-12-28 16:05:38,896 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 1 day, 2:47:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9544, loss_cls: 1.0657, loss: 1.0657 2023-12-28 16:06:04,143 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 1 day, 2:47:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9537, loss_cls: 1.1140, loss: 1.1140 2023-12-28 16:06:29,719 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 1 day, 2:47:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 1.1261, loss: 1.1261 2023-12-28 16:06:55,256 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 1 day, 2:46:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 1.1131, loss: 1.1131 2023-12-28 16:07:20,922 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 1 day, 2:46:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 1.1212, loss: 1.1212 2023-12-28 16:07:46,747 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 1 day, 2:45:44, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 1.0446, loss: 1.0446 2023-12-28 16:08:12,352 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 1 day, 2:45:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 1.0622, loss: 1.0622 2023-12-28 16:08:37,656 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 1 day, 2:44:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9531, loss_cls: 1.0987, loss: 1.0987 2023-12-28 16:09:02,920 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 1 day, 2:44:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9487, loss_cls: 1.1611, loss: 1.1611 2023-12-28 16:09:28,214 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 1 day, 2:43:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 1.0729, loss: 1.0729 2023-12-28 16:09:53,878 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 1 day, 2:43:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 1.1596, loss: 1.1596 2023-12-28 16:10:19,666 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 1 day, 2:43:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 1.0335, loss: 1.0335 2023-12-28 16:10:45,375 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 1 day, 2:42:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 1.1553, loss: 1.1553 2023-12-28 16:11:10,535 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 1 day, 2:42:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9519, loss_cls: 1.0568, loss: 1.0568 2023-12-28 16:11:36,480 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 1 day, 2:41:44, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 1.0551, loss: 1.0551 2023-12-28 16:11:47,606 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-28 16:15:37,730 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 16:15:38,254 - pyskl - INFO - top1_acc 0.6812 top5_acc 0.9206 2023-12-28 16:15:38,278 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.6812, top5_acc: 0.9206 2023-12-28 16:16:33,762 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 1 day, 2:41:40, time: 0.555, data_time: 0.300, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 1.0065, loss: 1.0065 2023-12-28 16:16:59,056 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 1 day, 2:41:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 1.0646, loss: 1.0646 2023-12-28 16:17:24,507 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 1 day, 2:40:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 1.0044, loss: 1.0044 2023-12-28 16:17:49,995 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 1 day, 2:40:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 1.0129, loss: 1.0129 2023-12-28 16:18:15,578 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 1 day, 2:39:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 1.1530, loss: 1.1530 2023-12-28 16:18:40,935 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 1 day, 2:39:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 1.0317, loss: 1.0317 2023-12-28 16:19:06,367 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 1 day, 2:38:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 1.0838, loss: 1.0838 2023-12-28 16:19:31,772 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 1 day, 2:38:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 1.1140, loss: 1.1140 2023-12-28 16:19:57,367 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 1 day, 2:38:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.1230, loss: 1.1230 2023-12-28 16:20:22,993 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 1 day, 2:37:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 1.0341, loss: 1.0341 2023-12-28 16:20:48,358 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 1 day, 2:37:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9419, loss_cls: 1.2055, loss: 1.2055 2023-12-28 16:21:13,871 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 1 day, 2:36:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 1.0347, loss: 1.0347 2023-12-28 16:21:39,473 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 1 day, 2:36:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 1.0594, loss: 1.0594 2023-12-28 16:22:05,020 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 1 day, 2:35:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 1.0854, loss: 1.0854 2023-12-28 16:22:30,628 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 1 day, 2:35:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 1.0773, loss: 1.0773 2023-12-28 16:22:55,913 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 1 day, 2:34:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 1.1192, loss: 1.1192 2023-12-28 16:23:21,000 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 1 day, 2:34:31, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 1.0896, loss: 1.0896 2023-12-28 16:23:46,280 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 1 day, 2:34:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 1.1421, loss: 1.1421 2023-12-28 16:24:11,713 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 1 day, 2:33:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 1.0812, loss: 1.0812 2023-12-28 16:24:37,174 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 1 day, 2:33:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 1.0373, loss: 1.0373 2023-12-28 16:25:02,816 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 1 day, 2:32:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 1.0196, loss: 1.0196 2023-12-28 16:25:28,170 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 1 day, 2:32:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 1.1780, loss: 1.1780 2023-12-28 16:25:53,583 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 1 day, 2:31:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 1.1099, loss: 1.1099 2023-12-28 16:26:19,022 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 1 day, 2:31:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 1.0519, loss: 1.0519 2023-12-28 16:26:44,789 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 1 day, 2:30:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 1.0521, loss: 1.0521 2023-12-28 16:27:10,016 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 1 day, 2:30:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9525, loss_cls: 1.1345, loss: 1.1345 2023-12-28 16:27:35,329 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 1 day, 2:30:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 1.0754, loss: 1.0754 2023-12-28 16:28:00,493 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 1 day, 2:29:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 1.1251, loss: 1.1251 2023-12-28 16:28:25,843 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 1 day, 2:29:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 1.0989, loss: 1.0989 2023-12-28 16:28:51,386 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 1 day, 2:28:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 1.0564, loss: 1.0564 2023-12-28 16:29:16,845 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 1 day, 2:28:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 1.0998, loss: 1.0998 2023-12-28 16:29:42,205 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 1 day, 2:27:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 1.1218, loss: 1.1218 2023-12-28 16:30:07,642 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 1 day, 2:27:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 1.0347, loss: 1.0347 2023-12-28 16:30:33,237 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 1 day, 2:26:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 1.1488, loss: 1.1488 2023-12-28 16:30:58,711 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 1 day, 2:26:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 1.0776, loss: 1.0776 2023-12-28 16:31:24,296 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 1 day, 2:26:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 1.0620, loss: 1.0620 2023-12-28 16:31:49,963 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 1 day, 2:25:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 1.0762, loss: 1.0762 2023-12-28 16:32:15,655 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 1 day, 2:25:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9494, loss_cls: 1.1341, loss: 1.1341 2023-12-28 16:32:41,228 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 1 day, 2:24:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 1.1047, loss: 1.1047 2023-12-28 16:32:52,377 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-28 16:36:42,153 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 16:36:42,677 - pyskl - INFO - top1_acc 0.6681 top5_acc 0.9219 2023-12-28 16:36:42,701 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.6681, top5_acc: 0.9219 2023-12-28 16:37:38,322 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 1 day, 2:24:38, time: 0.556, data_time: 0.301, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 1.1096, loss: 1.1096 2023-12-28 16:38:03,611 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 1 day, 2:24:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9600, loss_cls: 1.0302, loss: 1.0302 2023-12-28 16:38:29,229 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 1 day, 2:23:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 1.0236, loss: 1.0236 2023-12-28 16:38:55,354 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 1 day, 2:23:19, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9550, loss_cls: 1.1046, loss: 1.1046 2023-12-28 16:39:20,769 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 1 day, 2:22:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 1.0872, loss: 1.0872 2023-12-28 16:39:46,396 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 1 day, 2:22:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 1.0043, loss: 1.0043 2023-12-28 16:40:12,103 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 1 day, 2:21:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 1.0431, loss: 1.0431 2023-12-28 16:40:37,750 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 1 day, 2:21:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 1.0428, loss: 1.0428 2023-12-28 16:41:03,181 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 1 day, 2:21:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 1.0387, loss: 1.0387 2023-12-28 16:41:28,780 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 1 day, 2:20:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 1.0703, loss: 1.0703 2023-12-28 16:41:54,185 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 1 day, 2:20:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 1.1205, loss: 1.1205 2023-12-28 16:42:19,818 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 1 day, 2:19:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 0.9823, loss: 0.9823 2023-12-28 16:42:45,437 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 1 day, 2:19:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 1.0308, loss: 1.0308 2023-12-28 16:43:11,138 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 1 day, 2:18:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 1.0169, loss: 1.0169 2023-12-28 16:43:36,704 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 1 day, 2:18:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 1.0348, loss: 1.0348 2023-12-28 16:44:02,160 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 1 day, 2:18:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9469, loss_cls: 1.1736, loss: 1.1736 2023-12-28 16:44:27,538 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 1 day, 2:17:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 1.1670, loss: 1.1670 2023-12-28 16:44:53,096 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 1 day, 2:17:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 1.0273, loss: 1.0273 2023-12-28 16:45:18,662 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 1 day, 2:16:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 1.0815, loss: 1.0815 2023-12-28 16:45:44,022 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 1 day, 2:16:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 1.1515, loss: 1.1515 2023-12-28 16:46:09,575 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 1 day, 2:15:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 1.1053, loss: 1.1053 2023-12-28 16:46:35,273 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 1 day, 2:15:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9550, loss_cls: 1.0944, loss: 1.0944 2023-12-28 16:47:00,835 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 1 day, 2:14:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 1.0267, loss: 1.0267 2023-12-28 16:47:26,348 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 1 day, 2:14:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 1.0521, loss: 1.0521 2023-12-28 16:47:51,758 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 1 day, 2:14:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 1.1337, loss: 1.1337 2023-12-28 16:48:17,144 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 1 day, 2:13:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 1.1534, loss: 1.1534 2023-12-28 16:48:42,759 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 1 day, 2:13:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9513, loss_cls: 1.1456, loss: 1.1456 2023-12-28 16:49:08,393 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 1 day, 2:12:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 1.1088, loss: 1.1088 2023-12-28 16:49:34,248 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 1 day, 2:12:14, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 1.1173, loss: 1.1173 2023-12-28 16:49:59,374 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 1 day, 2:11:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 1.1294, loss: 1.1294 2023-12-28 16:50:24,475 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 1 day, 2:11:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 1.0052, loss: 1.0052 2023-12-28 16:50:49,772 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 1 day, 2:10:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9556, loss_cls: 1.0743, loss: 1.0743 2023-12-28 16:51:15,325 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 1 day, 2:10:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 1.0207, loss: 1.0207 2023-12-28 16:51:41,164 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 1 day, 2:09:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 1.1206, loss: 1.1206 2023-12-28 16:52:06,683 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 1 day, 2:09:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9544, loss_cls: 1.0644, loss: 1.0644 2023-12-28 16:52:32,331 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 1 day, 2:09:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9481, loss_cls: 1.1434, loss: 1.1434 2023-12-28 16:52:58,136 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 1 day, 2:08:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 1.1808, loss: 1.1808 2023-12-28 16:53:23,987 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 1 day, 2:08:14, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 1.1053, loss: 1.1053 2023-12-28 16:53:49,875 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 1 day, 2:07:48, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 1.0150, loss: 1.0150 2023-12-28 16:54:01,046 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-28 16:57:50,953 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 16:57:51,478 - pyskl - INFO - top1_acc 0.7337 top5_acc 0.9388 2023-12-28 16:57:51,483 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_55.pth was removed 2023-12-28 16:57:51,710 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. 2023-12-28 16:57:51,712 - pyskl - INFO - Best top1_acc is 0.7337 at 58 epoch. 2023-12-28 16:57:51,735 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7337, top5_acc: 0.9388 2023-12-28 16:58:46,645 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 1 day, 2:07:41, time: 0.549, data_time: 0.295, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 1.0581, loss: 1.0581 2023-12-28 16:59:11,827 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 1 day, 2:07:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 0.9843, loss: 0.9843 2023-12-28 16:59:36,893 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 1 day, 2:06:47, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 1.0106, loss: 1.0106 2023-12-28 17:00:02,181 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 1 day, 2:06:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 1.0619, loss: 1.0619 2023-12-28 17:00:27,283 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 1 day, 2:05:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 1.0874, loss: 1.0874 2023-12-28 17:00:52,504 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 1 day, 2:05:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 1.0787, loss: 1.0787 2023-12-28 17:01:18,066 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 1 day, 2:04:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 1.0639, loss: 1.0639 2023-12-28 17:01:43,885 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 1 day, 2:04:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 1.0530, loss: 1.0530 2023-12-28 17:02:09,451 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 1 day, 2:04:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 1.0690, loss: 1.0690 2023-12-28 17:02:35,043 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 1 day, 2:03:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 1.0947, loss: 1.0947 2023-12-28 17:03:00,429 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 1 day, 2:03:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 1.0483, loss: 1.0483 2023-12-28 17:03:25,563 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 1 day, 2:02:45, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 1.0463, loss: 1.0463 2023-12-28 17:03:51,073 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 1 day, 2:02:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 1.0179, loss: 1.0179 2023-12-28 17:04:16,393 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 1 day, 2:01:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 1.0547, loss: 1.0547 2023-12-28 17:04:41,974 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 1 day, 2:01:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 1.0381, loss: 1.0381 2023-12-28 17:05:07,507 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 1 day, 2:00:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9556, loss_cls: 1.0642, loss: 1.0642 2023-12-28 17:05:33,097 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 1 day, 2:00:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 0.9763, loss: 0.9763 2023-12-28 17:05:58,614 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 1 day, 2:00:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 1.0997, loss: 1.0997 2023-12-28 17:06:24,125 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 1 day, 1:59:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 1.1119, loss: 1.1119 2023-12-28 17:06:49,445 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 1 day, 1:59:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.0618, loss: 1.0618 2023-12-28 17:07:14,964 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 1 day, 1:58:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9550, loss_cls: 1.0754, loss: 1.0754 2023-12-28 17:07:40,528 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 1 day, 1:58:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 1.1163, loss: 1.1163 2023-12-28 17:08:06,303 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 1 day, 1:57:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 1.0116, loss: 1.0116 2023-12-28 17:08:31,851 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 1 day, 1:57:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 1.1325, loss: 1.1325 2023-12-28 17:08:57,264 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 1 day, 1:56:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 1.1414, loss: 1.1414 2023-12-28 17:09:22,887 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 1 day, 1:56:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 1.1666, loss: 1.1666 2023-12-28 17:09:48,346 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 1 day, 1:56:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 1.0676, loss: 1.0676 2023-12-28 17:10:13,598 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 1 day, 1:55:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 1.0384, loss: 1.0384 2023-12-28 17:10:38,730 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 1 day, 1:55:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 1.1284, loss: 1.1284 2023-12-28 17:11:04,040 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 1 day, 1:54:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 0.9826, loss: 0.9826 2023-12-28 17:11:29,355 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 1 day, 1:54:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 1.0805, loss: 1.0805 2023-12-28 17:11:54,848 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 1 day, 1:53:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9719, loss_cls: 1.0484, loss: 1.0484 2023-12-28 17:12:20,513 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 1 day, 1:53:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 1.0965, loss: 1.0965 2023-12-28 17:12:45,902 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 1 day, 1:52:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9537, loss_cls: 1.1162, loss: 1.1162 2023-12-28 17:13:11,373 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 1 day, 1:52:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 1.0556, loss: 1.0556 2023-12-28 17:13:37,012 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 1 day, 1:52:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 1.0116, loss: 1.0116 2023-12-28 17:14:02,725 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 1 day, 1:51:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 1.1066, loss: 1.1066 2023-12-28 17:14:28,085 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 1 day, 1:51:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 1.1053, loss: 1.1053 2023-12-28 17:14:53,661 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 1 day, 1:50:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 1.0662, loss: 1.0662 2023-12-28 17:15:04,684 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-28 17:18:54,143 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 17:18:54,671 - pyskl - INFO - top1_acc 0.7445 top5_acc 0.9451 2023-12-28 17:18:54,676 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_58.pth was removed 2023-12-28 17:18:54,901 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. 2023-12-28 17:18:54,904 - pyskl - INFO - Best top1_acc is 0.7445 at 59 epoch. 2023-12-28 17:18:54,926 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.7445, top5_acc: 0.9451 2023-12-28 17:19:50,520 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 1 day, 1:50:38, time: 0.556, data_time: 0.303, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 1.0555, loss: 1.0555 2023-12-28 17:20:15,764 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 1 day, 1:50:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 1.0425, loss: 1.0425 2023-12-28 17:20:41,177 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 1 day, 1:49:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 1.0341, loss: 1.0341 2023-12-28 17:21:06,596 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 1 day, 1:49:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 0.9974, loss: 0.9974 2023-12-28 17:21:31,681 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 1 day, 1:48:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 1.0108, loss: 1.0108 2023-12-28 17:21:56,974 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 1 day, 1:48:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 0.9850, loss: 0.9850 2023-12-28 17:22:22,511 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 1 day, 1:47:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9556, loss_cls: 1.0374, loss: 1.0374 2023-12-28 17:22:48,227 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 1 day, 1:47:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 1.0316, loss: 1.0316 2023-12-28 17:23:13,774 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 1 day, 1:47:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 1.0165, loss: 1.0165 2023-12-28 17:23:39,260 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 1 day, 1:46:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 1.0885, loss: 1.0885 2023-12-28 17:24:04,847 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 1 day, 1:46:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 1.0840, loss: 1.0840 2023-12-28 17:24:30,288 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 1 day, 1:45:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 1.0929, loss: 1.0929 2023-12-28 17:24:55,792 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 1 day, 1:45:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 0.9895, loss: 0.9895 2023-12-28 17:25:21,385 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 1 day, 1:44:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 1.0213, loss: 1.0213 2023-12-28 17:25:47,093 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 1 day, 1:44:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 1.0628, loss: 1.0628 2023-12-28 17:26:12,700 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 1 day, 1:43:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 1.0712, loss: 1.0712 2023-12-28 17:26:38,171 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 1 day, 1:43:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 1.0222, loss: 1.0222 2023-12-28 17:27:03,590 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 1 day, 1:43:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 1.0664, loss: 1.0664 2023-12-28 17:27:29,199 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 1 day, 1:42:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 1.1197, loss: 1.1197 2023-12-28 17:27:54,711 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 1 day, 1:42:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 1.0523, loss: 1.0523 2023-12-28 17:28:20,243 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 1 day, 1:41:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 1.0710, loss: 1.0710 2023-12-28 17:28:45,619 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 1 day, 1:41:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 1.0832, loss: 1.0832 2023-12-28 17:29:11,146 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 1 day, 1:40:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9487, loss_cls: 1.1511, loss: 1.1511 2023-12-28 17:29:36,751 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 1 day, 1:40:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9519, loss_cls: 1.0848, loss: 1.0848 2023-12-28 17:30:02,280 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 1 day, 1:39:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 1.1094, loss: 1.1094 2023-12-28 17:30:27,636 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 1 day, 1:39:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 1.0686, loss: 1.0686 2023-12-28 17:30:52,705 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 1 day, 1:39:04, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 1.0744, loss: 1.0744 2023-12-28 17:31:17,791 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 1 day, 1:38:37, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 1.0342, loss: 1.0342 2023-12-28 17:31:42,997 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 1 day, 1:38:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 1.0970, loss: 1.0970 2023-12-28 17:32:08,363 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 1 day, 1:37:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9531, loss_cls: 1.0709, loss: 1.0709 2023-12-28 17:32:33,758 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 1 day, 1:37:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 1.0500, loss: 1.0500 2023-12-28 17:32:59,308 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 1 day, 1:36:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 1.0661, loss: 1.0661 2023-12-28 17:33:24,784 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 1 day, 1:36:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9444, loss_cls: 1.1674, loss: 1.1674 2023-12-28 17:33:50,378 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 1 day, 1:35:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 1.1148, loss: 1.1148 2023-12-28 17:34:16,037 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 1 day, 1:35:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 1.1446, loss: 1.1446 2023-12-28 17:34:41,726 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 1 day, 1:35:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9581, loss_cls: 1.0980, loss: 1.0980 2023-12-28 17:35:07,593 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 1 day, 1:34:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 1.1161, loss: 1.1161 2023-12-28 17:35:33,349 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 1 day, 1:34:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 1.0878, loss: 1.0878 2023-12-28 17:35:59,040 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 1 day, 1:33:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 1.0688, loss: 1.0688 2023-12-28 17:36:09,954 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-28 17:39:59,762 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 17:40:00,301 - pyskl - INFO - top1_acc 0.7344 top5_acc 0.9376 2023-12-28 17:40:00,324 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7344, top5_acc: 0.9376 2023-12-28 17:40:55,076 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 1 day, 1:33:36, time: 0.547, data_time: 0.298, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 1.0103, loss: 1.0103 2023-12-28 17:41:20,367 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 1 day, 1:33:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.9019, loss: 0.9019 2023-12-28 17:41:45,774 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 1 day, 1:32:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 1.0308, loss: 1.0308 2023-12-28 17:42:11,474 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 1 day, 1:32:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 1.1071, loss: 1.1071 2023-12-28 17:42:37,001 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 1 day, 1:31:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 1.0239, loss: 1.0239 2023-12-28 17:43:02,397 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 1 day, 1:31:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 1.0470, loss: 1.0470 2023-12-28 17:43:27,914 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 1 day, 1:30:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 0.9977, loss: 0.9977 2023-12-28 17:43:53,570 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 1 day, 1:30:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 1.0417, loss: 1.0417 2023-12-28 17:44:18,825 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 1 day, 1:30:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 1.0024, loss: 1.0024 2023-12-28 17:44:44,401 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 1 day, 1:29:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 1.0955, loss: 1.0955 2023-12-28 17:45:09,821 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 1 day, 1:29:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9544, loss_cls: 1.0417, loss: 1.0417 2023-12-28 17:45:35,456 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 1 day, 1:28:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 1.0359, loss: 1.0359 2023-12-28 17:46:01,145 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 1 day, 1:28:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 0.9906, loss: 0.9906 2023-12-28 17:46:26,759 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 1 day, 1:27:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 1.0237, loss: 1.0237 2023-12-28 17:46:52,219 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 1 day, 1:27:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 0.9902, loss: 0.9902 2023-12-28 17:47:17,729 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 1 day, 1:26:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 1.0445, loss: 1.0445 2023-12-28 17:47:43,107 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 1 day, 1:26:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 1.0382, loss: 1.0382 2023-12-28 17:48:08,214 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 1 day, 1:26:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9563, loss_cls: 1.0485, loss: 1.0485 2023-12-28 17:48:33,543 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 1 day, 1:25:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 1.1463, loss: 1.1463 2023-12-28 17:48:59,136 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 1 day, 1:25:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 1.1435, loss: 1.1435 2023-12-28 17:49:24,661 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 1 day, 1:24:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 1.0149, loss: 1.0149 2023-12-28 17:49:50,037 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 1 day, 1:24:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 1.0826, loss: 1.0826 2023-12-28 17:50:15,602 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 1 day, 1:23:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 1.0377, loss: 1.0377 2023-12-28 17:50:41,085 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 1 day, 1:23:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9556, loss_cls: 1.1075, loss: 1.1075 2023-12-28 17:51:06,436 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 1 day, 1:22:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 1.1079, loss: 1.1079 2023-12-28 17:51:31,994 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 1 day, 1:22:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 1.0310, loss: 1.0310 2023-12-28 17:51:57,279 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 1 day, 1:22:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 1.0414, loss: 1.0414 2023-12-28 17:52:22,546 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 1 day, 1:21:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 1.0770, loss: 1.0770 2023-12-28 17:52:47,878 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 1 day, 1:21:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 1.0778, loss: 1.0778 2023-12-28 17:53:13,531 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 1 day, 1:20:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 1.0264, loss: 1.0264 2023-12-28 17:53:39,010 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 1 day, 1:20:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 1.0297, loss: 1.0297 2023-12-28 17:54:04,488 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 1 day, 1:19:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 1.0266, loss: 1.0266 2023-12-28 17:54:29,866 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 1 day, 1:19:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 1.0628, loss: 1.0628 2023-12-28 17:54:55,323 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 1 day, 1:18:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 1.0777, loss: 1.0777 2023-12-28 17:55:20,941 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 1 day, 1:18:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 1.0366, loss: 1.0366 2023-12-28 17:55:46,820 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 1 day, 1:18:03, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 1.0829, loss: 1.0829 2023-12-28 17:56:12,686 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 1 day, 1:17:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 1.0446, loss: 1.0446 2023-12-28 17:56:38,248 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 1 day, 1:17:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 1.0060, loss: 1.0060 2023-12-28 17:57:03,817 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 1 day, 1:16:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 1.0701, loss: 1.0701 2023-12-28 17:57:14,849 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-28 18:01:04,100 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 18:01:04,625 - pyskl - INFO - top1_acc 0.7112 top5_acc 0.9224 2023-12-28 18:01:04,649 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7112, top5_acc: 0.9224 2023-12-28 18:01:59,709 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 1 day, 1:16:35, time: 0.551, data_time: 0.296, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 1.0367, loss: 1.0367 2023-12-28 18:02:25,239 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 1 day, 1:16:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 1.0058, loss: 1.0058 2023-12-28 18:02:50,946 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 1 day, 1:15:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 1.0787, loss: 1.0787 2023-12-28 18:03:16,703 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 1 day, 1:15:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 0.9103, loss: 0.9103 2023-12-28 18:03:42,199 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 1 day, 1:14:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 0.9729, loss: 0.9729 2023-12-28 18:04:07,709 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 1 day, 1:14:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 1.0478, loss: 1.0478 2023-12-28 18:04:33,039 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 1 day, 1:13:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 1.0727, loss: 1.0727 2023-12-28 18:04:58,672 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 1 day, 1:13:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 0.9421, loss: 0.9421 2023-12-28 18:05:24,188 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 1 day, 1:13:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 1.1231, loss: 1.1231 2023-12-28 18:05:49,601 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 1 day, 1:12:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 0.9698, loss: 0.9698 2023-12-28 18:06:15,308 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 1 day, 1:12:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 1.0403, loss: 1.0403 2023-12-28 18:06:40,850 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 1 day, 1:11:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 1.0616, loss: 1.0616 2023-12-28 18:07:06,419 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 1 day, 1:11:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 0.9739, loss: 0.9739 2023-12-28 18:07:32,086 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 1 day, 1:10:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9506, loss_cls: 1.1362, loss: 1.1362 2023-12-28 18:07:57,381 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 1 day, 1:10:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 1.0585, loss: 1.0585 2023-12-28 18:08:22,737 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 1 day, 1:09:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 0.9808, loss: 0.9808 2023-12-28 18:08:48,382 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 1 day, 1:09:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 0.9934, loss: 0.9934 2023-12-28 18:09:14,085 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 1 day, 1:09:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 1.0191, loss: 1.0191 2023-12-28 18:09:39,835 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 1 day, 1:08:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 0.9438, loss: 0.9438 2023-12-28 18:10:05,407 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 1 day, 1:08:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 1.0952, loss: 1.0952 2023-12-28 18:10:30,797 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 1 day, 1:07:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9537, loss_cls: 1.0639, loss: 1.0639 2023-12-28 18:10:56,377 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 1 day, 1:07:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.0406, loss: 1.0406 2023-12-28 18:11:21,907 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 1 day, 1:06:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9563, loss_cls: 1.0693, loss: 1.0693 2023-12-28 18:11:46,998 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 1 day, 1:06:24, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 1.0917, loss: 1.0917 2023-12-28 18:12:12,049 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 1 day, 1:05:57, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 0.9763, loss: 0.9763 2023-12-28 18:12:37,105 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 1 day, 1:05:30, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 1.0103, loss: 1.0103 2023-12-28 18:13:02,204 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 1 day, 1:05:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 1.0058, loss: 1.0058 2023-12-28 18:13:27,720 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 1 day, 1:04:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 1.0832, loss: 1.0832 2023-12-28 18:13:52,775 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 1 day, 1:04:09, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 1.0206, loss: 1.0206 2023-12-28 18:14:17,838 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 1 day, 1:03:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 1.1068, loss: 1.1068 2023-12-28 18:14:42,887 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 1 day, 1:03:14, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9544, loss_cls: 1.0951, loss: 1.0951 2023-12-28 18:15:07,943 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 1 day, 1:02:47, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 1.0230, loss: 1.0230 2023-12-28 18:15:33,403 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 1 day, 1:02:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 1.0541, loss: 1.0541 2023-12-28 18:15:58,856 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 1 day, 1:01:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 1.0238, loss: 1.0238 2023-12-28 18:16:24,401 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 1 day, 1:01:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 1.0197, loss: 1.0197 2023-12-28 18:16:50,067 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 1 day, 1:01:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 0.9930, loss: 0.9930 2023-12-28 18:17:15,746 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 1 day, 1:00:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 1.1248, loss: 1.1248 2023-12-28 18:17:41,111 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 1 day, 1:00:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9613, loss_cls: 1.0548, loss: 1.0548 2023-12-28 18:18:06,734 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 1 day, 0:59:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9487, loss_cls: 1.1518, loss: 1.1518 2023-12-28 18:18:17,684 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-28 18:22:07,860 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 18:22:08,378 - pyskl - INFO - top1_acc 0.7405 top5_acc 0.9460 2023-12-28 18:22:08,402 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7405, top5_acc: 0.9460 2023-12-28 18:23:04,180 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 1 day, 0:59:33, time: 0.558, data_time: 0.305, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 0.9720, loss: 0.9720 2023-12-28 18:23:29,320 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 1 day, 0:59:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 0.9438, loss: 0.9438 2023-12-28 18:23:54,744 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 1 day, 0:58:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 1.0483, loss: 1.0483 2023-12-28 18:24:20,340 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 1 day, 0:58:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 1.0903, loss: 1.0903 2023-12-28 18:24:45,609 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 1 day, 0:57:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9569, loss_cls: 1.0656, loss: 1.0656 2023-12-28 18:25:11,096 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 1 day, 0:57:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 1.0233, loss: 1.0233 2023-12-28 18:25:36,685 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 1 day, 0:56:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 1.0387, loss: 1.0387 2023-12-28 18:26:02,388 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 1 day, 0:56:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.9724, loss: 0.9724 2023-12-28 18:26:28,091 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 1 day, 0:56:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9619, loss_cls: 0.9711, loss: 0.9711 2023-12-28 18:26:53,729 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 1 day, 0:55:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 1.0341, loss: 1.0341 2023-12-28 18:27:18,845 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 1 day, 0:55:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9581, loss_cls: 1.0338, loss: 1.0338 2023-12-28 18:27:43,956 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 1 day, 0:54:39, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 1.0144, loss: 1.0144 2023-12-28 18:28:09,063 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 1 day, 0:54:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 1.0698, loss: 1.0698 2023-12-28 18:28:34,411 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 1 day, 0:53:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 1.0124, loss: 1.0124 2023-12-28 18:29:00,249 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 1 day, 0:53:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 1.0399, loss: 1.0399 2023-12-28 18:29:25,949 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 1 day, 0:52:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 0.9219, loss: 0.9219 2023-12-28 18:29:51,562 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 1 day, 0:52:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9625, loss_cls: 0.9901, loss: 0.9901 2023-12-28 18:30:17,433 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 1 day, 0:52:00, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 1.0785, loss: 1.0785 2023-12-28 18:30:43,020 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 1 day, 0:51:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9544, loss_cls: 1.0718, loss: 1.0718 2023-12-28 18:31:08,527 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 1 day, 0:51:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 1.0174, loss: 1.0174 2023-12-28 18:31:34,073 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 1 day, 0:50:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9531, loss_cls: 1.0607, loss: 1.0607 2023-12-28 18:31:59,585 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 1 day, 0:50:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 1.1015, loss: 1.1015 2023-12-28 18:32:25,086 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 1 day, 0:49:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 1.0316, loss: 1.0316 2023-12-28 18:32:50,391 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 1 day, 0:49:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 1.0154, loss: 1.0154 2023-12-28 18:33:15,965 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 1 day, 0:48:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 1.0496, loss: 1.0496 2023-12-28 18:33:41,512 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 1 day, 0:48:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 1.0680, loss: 1.0680 2023-12-28 18:34:07,060 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 1 day, 0:48:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 1.0538, loss: 1.0538 2023-12-28 18:34:32,482 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 1 day, 0:47:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 1.0493, loss: 1.0493 2023-12-28 18:34:57,770 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 1 day, 0:47:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 0.9627, loss: 0.9627 2023-12-28 18:35:23,044 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 1 day, 0:46:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 1.0176, loss: 1.0176 2023-12-28 18:35:48,465 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 1 day, 0:46:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 1.0238, loss: 1.0238 2023-12-28 18:36:14,078 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 1 day, 0:45:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9606, loss_cls: 1.0280, loss: 1.0280 2023-12-28 18:36:39,668 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 1 day, 0:45:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 1.0566, loss: 1.0566 2023-12-28 18:37:05,160 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 1 day, 0:44:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 0.9866, loss: 0.9866 2023-12-28 18:37:30,696 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 1 day, 0:44:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 0.9374, loss: 0.9374 2023-12-28 18:37:56,284 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 1 day, 0:44:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 1.1283, loss: 1.1283 2023-12-28 18:38:21,970 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 1 day, 0:43:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 1.0082, loss: 1.0082 2023-12-28 18:38:47,709 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 1 day, 0:43:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 1.0493, loss: 1.0493 2023-12-28 18:39:13,551 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 1 day, 0:42:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 0.9851, loss: 0.9851 2023-12-28 18:39:24,525 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-28 18:43:13,877 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 18:43:14,398 - pyskl - INFO - top1_acc 0.6768 top5_acc 0.9106 2023-12-28 18:43:14,421 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.6768, top5_acc: 0.9106 2023-12-28 18:44:09,852 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 1 day, 0:42:33, time: 0.554, data_time: 0.300, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 1.0845, loss: 1.0845 2023-12-28 18:44:35,184 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 1 day, 0:42:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 0.9807, loss: 0.9807 2023-12-28 18:45:00,572 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 1 day, 0:41:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 1.0250, loss: 1.0250 2023-12-28 18:45:26,096 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 1 day, 0:41:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 1.0196, loss: 1.0196 2023-12-28 18:45:51,630 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 1 day, 0:40:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 0.9700, loss: 0.9700 2023-12-28 18:46:17,055 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 1 day, 0:40:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 0.9597, loss: 0.9597 2023-12-28 18:46:42,591 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 1 day, 0:39:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 1.0459, loss: 1.0459 2023-12-28 18:47:08,218 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 1 day, 0:39:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 0.9515, loss: 0.9515 2023-12-28 18:47:34,022 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 1 day, 0:39:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 1.0822, loss: 1.0822 2023-12-28 18:47:59,695 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 1 day, 0:38:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 0.9592, loss: 0.9592 2023-12-28 18:48:25,512 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 1 day, 0:38:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 0.9988, loss: 0.9988 2023-12-28 18:48:51,327 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 1 day, 0:37:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 1.0516, loss: 1.0516 2023-12-28 18:49:17,045 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 1 day, 0:37:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 1.0829, loss: 1.0829 2023-12-28 18:49:43,134 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 1 day, 0:36:50, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 0.9933, loss: 0.9933 2023-12-28 18:50:08,813 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 1 day, 0:36:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 1.0321, loss: 1.0321 2023-12-28 18:50:34,218 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 1 day, 0:35:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 1.0470, loss: 1.0470 2023-12-28 18:50:59,575 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 1 day, 0:35:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 0.9991, loss: 0.9991 2023-12-28 18:51:25,165 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 1 day, 0:35:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 1.1322, loss: 1.1322 2023-12-28 18:51:50,557 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 1 day, 0:34:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 1.0505, loss: 1.0505 2023-12-28 18:52:16,193 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 1 day, 0:34:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9606, loss_cls: 1.0282, loss: 1.0282 2023-12-28 18:52:41,956 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 1 day, 0:33:44, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 1.0223, loss: 1.0223 2023-12-28 18:53:07,308 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 1 day, 0:33:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 0.9823, loss: 0.9823 2023-12-28 18:53:32,413 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 1 day, 0:32:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 1.0096, loss: 1.0096 2023-12-28 18:53:57,610 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 1 day, 0:32:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.9874, loss: 0.9874 2023-12-28 18:54:22,671 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 1 day, 0:31:56, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 1.0449, loss: 1.0449 2023-12-28 18:54:47,717 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 1 day, 0:31:29, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9563, loss_cls: 1.0656, loss: 1.0656 2023-12-28 18:55:13,370 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 1 day, 0:31:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9556, loss_cls: 1.0456, loss: 1.0456 2023-12-28 18:55:39,118 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 1 day, 0:30:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 1.1008, loss: 1.1008 2023-12-28 18:56:04,555 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 1 day, 0:30:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 1.0092, loss: 1.0092 2023-12-28 18:56:29,911 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 1 day, 0:29:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 1.0145, loss: 1.0145 2023-12-28 18:56:55,417 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 1 day, 0:29:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 1.0175, loss: 1.0175 2023-12-28 18:57:20,856 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 1 day, 0:28:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 1.0166, loss: 1.0166 2023-12-28 18:57:46,278 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 1 day, 0:28:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 0.9943, loss: 0.9943 2023-12-28 18:58:11,610 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 1 day, 0:27:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 1.0538, loss: 1.0538 2023-12-28 18:58:37,168 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 1 day, 0:27:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 1.0024, loss: 1.0024 2023-12-28 18:59:03,018 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 1 day, 0:27:03, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9513, loss_cls: 1.0773, loss: 1.0773 2023-12-28 18:59:28,856 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 1 day, 0:26:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9569, loss_cls: 1.0249, loss: 1.0249 2023-12-28 18:59:54,308 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 1 day, 0:26:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 1.0423, loss: 1.0423 2023-12-28 19:00:19,942 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 1 day, 0:25:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 1.0760, loss: 1.0760 2023-12-28 19:00:31,144 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-28 19:04:20,663 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 19:04:21,186 - pyskl - INFO - top1_acc 0.7149 top5_acc 0.9308 2023-12-28 19:04:21,209 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7149, top5_acc: 0.9308 2023-12-28 19:05:17,190 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 1 day, 0:25:34, time: 0.560, data_time: 0.305, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 1.0014, loss: 1.0014 2023-12-28 19:05:42,431 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 1 day, 0:25:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 0.9687, loss: 0.9687 2023-12-28 19:06:07,995 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 1 day, 0:24:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 0.9817, loss: 0.9817 2023-12-28 19:06:33,298 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 1 day, 0:24:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 0.9808, loss: 0.9808 2023-12-28 19:06:58,566 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 1 day, 0:23:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 0.9862, loss: 0.9862 2023-12-28 19:07:24,155 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 1 day, 0:23:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 0.9909, loss: 0.9909 2023-12-28 19:07:49,765 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 1 day, 0:22:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.9970, loss: 0.9970 2023-12-28 19:08:15,415 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 1 day, 0:22:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 0.9739, loss: 0.9739 2023-12-28 19:08:41,043 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 1 day, 0:22:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 1.0330, loss: 1.0330 2023-12-28 19:09:06,755 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 1 day, 0:21:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 0.9847, loss: 0.9847 2023-12-28 19:09:32,425 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 1 day, 0:21:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 1.0865, loss: 1.0865 2023-12-28 19:09:58,280 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 1 day, 0:20:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 0.9780, loss: 0.9780 2023-12-28 19:10:23,621 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 1 day, 0:20:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 0.9883, loss: 0.9883 2023-12-28 19:10:49,155 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 1 day, 0:19:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 1.0137, loss: 1.0137 2023-12-28 19:11:14,619 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 1 day, 0:19:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 1.0421, loss: 1.0421 2023-12-28 19:11:39,775 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 1 day, 0:18:56, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 0.9824, loss: 0.9824 2023-12-28 19:12:05,422 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 1 day, 0:18:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 1.0055, loss: 1.0055 2023-12-28 19:12:31,011 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 1 day, 0:18:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 0.9800, loss: 0.9800 2023-12-28 19:12:56,708 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 1 day, 0:17:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9594, loss_cls: 1.0091, loss: 1.0091 2023-12-28 19:13:22,357 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 1 day, 0:17:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9575, loss_cls: 1.0301, loss: 1.0301 2023-12-28 19:13:47,835 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 1 day, 0:16:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 0.9972, loss: 0.9972 2023-12-28 19:14:13,500 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 1 day, 0:16:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 1.0362, loss: 1.0362 2023-12-28 19:14:39,025 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 1 day, 0:15:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 1.0114, loss: 1.0114 2023-12-28 19:15:04,752 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 1 day, 0:15:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 0.9103, loss: 0.9103 2023-12-28 19:15:30,338 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 1 day, 0:14:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 1.0368, loss: 1.0368 2023-12-28 19:15:55,983 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 1 day, 0:14:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.0381, loss: 1.0381 2023-12-28 19:16:21,416 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 1 day, 0:14:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 1.1361, loss: 1.1361 2023-12-28 19:16:46,964 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 1 day, 0:13:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9631, loss_cls: 0.9205, loss: 0.9205 2023-12-28 19:17:12,539 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 1 day, 0:13:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 1.0218, loss: 1.0218 2023-12-28 19:17:38,193 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 1 day, 0:12:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 1.0702, loss: 1.0702 2023-12-28 19:18:03,943 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 1 day, 0:12:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 1.0155, loss: 1.0155 2023-12-28 19:18:29,406 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 1 day, 0:11:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 0.9296, loss: 0.9296 2023-12-28 19:18:55,197 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 1 day, 0:11:27, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9594, loss_cls: 1.0095, loss: 1.0095 2023-12-28 19:19:20,792 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 1 day, 0:11:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9556, loss_cls: 1.0626, loss: 1.0626 2023-12-28 19:19:46,334 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 1 day, 0:10:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9556, loss_cls: 1.0812, loss: 1.0812 2023-12-28 19:20:11,973 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 1 day, 0:10:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9581, loss_cls: 0.9862, loss: 0.9862 2023-12-28 19:20:37,678 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 1 day, 0:09:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 0.9990, loss: 0.9990 2023-12-28 19:21:03,529 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 1 day, 0:09:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 1.1275, loss: 1.1275 2023-12-28 19:21:28,884 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 1 day, 0:08:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 1.1172, loss: 1.1172 2023-12-28 19:21:39,670 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-28 19:25:28,643 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 19:25:29,159 - pyskl - INFO - top1_acc 0.7245 top5_acc 0.9374 2023-12-28 19:25:29,183 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.7245, top5_acc: 0.9374 2023-12-28 19:26:25,434 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 1 day, 0:08:38, time: 0.562, data_time: 0.307, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.9680, loss: 0.9680 2023-12-28 19:26:50,717 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 1 day, 0:08:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 0.9510, loss: 0.9510 2023-12-28 19:27:15,901 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 1 day, 0:07:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9606, loss_cls: 0.9849, loss: 0.9849 2023-12-28 19:27:41,329 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 1 day, 0:07:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 0.8750, loss: 0.8750 2023-12-28 19:28:07,106 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 1 day, 0:06:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 1.0120, loss: 1.0120 2023-12-28 19:28:32,705 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 1 day, 0:06:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 0.9966, loss: 0.9966 2023-12-28 19:28:58,064 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 1 day, 0:05:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9581, loss_cls: 0.9991, loss: 0.9991 2023-12-28 19:29:23,572 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 1 day, 0:05:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 1.0333, loss: 1.0333 2023-12-28 19:29:49,081 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 1 day, 0:05:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 1.0334, loss: 1.0334 2023-12-28 19:30:14,591 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 1 day, 0:04:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 0.9837, loss: 0.9837 2023-12-28 19:30:40,122 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 1 day, 0:04:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.9462, loss: 0.9462 2023-12-28 19:31:05,768 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 1 day, 0:03:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 1.0370, loss: 1.0370 2023-12-28 19:31:31,224 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 1 day, 0:03:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 1.0117, loss: 1.0117 2023-12-28 19:31:56,680 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 1 day, 0:02:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 1.0010, loss: 1.0010 2023-12-28 19:32:22,180 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 1 day, 0:02:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 1.0167, loss: 1.0167 2023-12-28 19:32:47,531 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 1 day, 0:01:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9544, loss_cls: 1.0746, loss: 1.0746 2023-12-28 19:33:12,829 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 1 day, 0:01:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 1.0048, loss: 1.0048 2023-12-28 19:33:38,158 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 1 day, 0:01:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 0.9987, loss: 0.9987 2023-12-28 19:34:03,696 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 1 day, 0:00:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 0.9844, loss: 0.9844 2023-12-28 19:34:28,943 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 1 day, 0:00:12, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 1.0002, loss: 1.0002 2023-12-28 19:34:54,313 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 23:59:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 1.0193, loss: 1.0193 2023-12-28 19:35:19,650 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 23:59:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 1.0003, loss: 1.0003 2023-12-28 19:35:44,945 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 23:58:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 0.9871, loss: 0.9871 2023-12-28 19:36:10,428 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 23:58:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 1.0335, loss: 1.0335 2023-12-28 19:36:35,796 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 23:57:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 1.0172, loss: 1.0172 2023-12-28 19:37:01,226 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 23:57:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 1.0113, loss: 1.0113 2023-12-28 19:37:26,670 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 23:57:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 1.0590, loss: 1.0590 2023-12-28 19:37:52,158 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 23:56:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 1.1185, loss: 1.1185 2023-12-28 19:38:17,875 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 23:56:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 1.0533, loss: 1.0533 2023-12-28 19:38:43,379 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 23:55:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 1.0657, loss: 1.0657 2023-12-28 19:39:08,851 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 23:55:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 0.9940, loss: 0.9940 2023-12-28 19:39:34,245 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 23:54:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9606, loss_cls: 1.0358, loss: 1.0358 2023-12-28 19:39:59,785 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 23:54:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 0.9350, loss: 0.9350 2023-12-28 19:40:25,325 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 23:54:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 0.9873, loss: 0.9873 2023-12-28 19:40:50,699 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 23:53:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 1.0168, loss: 1.0168 2023-12-28 19:41:16,379 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 23:53:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9581, loss_cls: 1.0100, loss: 1.0100 2023-12-28 19:41:41,921 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 23:52:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 1.0432, loss: 1.0432 2023-12-28 19:42:07,462 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 23:52:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 1.0556, loss: 1.0556 2023-12-28 19:42:33,129 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 23:51:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 1.0967, loss: 1.0967 2023-12-28 19:42:44,172 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-28 19:46:33,236 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 19:46:33,760 - pyskl - INFO - top1_acc 0.7228 top5_acc 0.9291 2023-12-28 19:46:33,784 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7228, top5_acc: 0.9291 2023-12-28 19:47:28,981 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 23:51:35, time: 0.552, data_time: 0.298, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.9365, loss: 0.9365 2023-12-28 19:47:54,504 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 23:51:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 0.9745, loss: 0.9745 2023-12-28 19:48:19,887 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 23:50:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 1.0522, loss: 1.0522 2023-12-28 19:48:45,363 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 23:50:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 0.9953, loss: 0.9953 2023-12-28 19:49:10,627 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 23:49:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.0602, loss: 1.0602 2023-12-28 19:49:35,964 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 23:49:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 1.0210, loss: 1.0210 2023-12-28 19:50:01,088 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 23:48:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 0.9654, loss: 0.9654 2023-12-28 19:50:26,115 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 23:48:28, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 1.0130, loss: 1.0130 2023-12-28 19:50:51,227 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 23:48:01, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 1.0513, loss: 1.0513 2023-12-28 19:51:16,876 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 23:47:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.9058, loss: 0.9058 2023-12-28 19:51:42,361 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 23:47:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 0.9383, loss: 0.9383 2023-12-28 19:52:08,056 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 23:46:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 0.9572, loss: 0.9572 2023-12-28 19:52:33,384 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 23:46:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 0.9360, loss: 0.9360 2023-12-28 19:52:58,710 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 23:45:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 0.9960, loss: 0.9960 2023-12-28 19:53:24,193 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 23:45:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 0.9740, loss: 0.9740 2023-12-28 19:53:49,656 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 23:44:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9563, loss_cls: 1.0660, loss: 1.0660 2023-12-28 19:54:15,236 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 23:44:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 0.9661, loss: 0.9661 2023-12-28 19:54:40,756 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 23:44:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9569, loss_cls: 0.9866, loss: 0.9866 2023-12-28 19:55:06,259 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 23:43:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9594, loss_cls: 1.0109, loss: 1.0109 2023-12-28 19:55:31,623 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 23:43:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 1.0982, loss: 1.0982 2023-12-28 19:55:56,972 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 23:42:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 0.9360, loss: 0.9360 2023-12-28 19:56:22,419 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 23:42:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 0.9690, loss: 0.9690 2023-12-28 19:56:47,716 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 23:41:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 1.0614, loss: 1.0614 2023-12-28 19:57:13,269 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 23:41:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 1.0307, loss: 1.0307 2023-12-28 19:57:38,791 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 23:40:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.9969, loss: 0.9969 2023-12-28 19:58:04,152 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 23:40:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.9481, loss: 0.9481 2023-12-28 19:58:29,674 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 23:40:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 0.9916, loss: 0.9916 2023-12-28 19:58:54,973 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 23:39:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 1.0502, loss: 1.0502 2023-12-28 19:59:20,381 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 23:39:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 1.0168, loss: 1.0168 2023-12-28 19:59:46,148 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 23:38:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 0.9932, loss: 0.9932 2023-12-28 20:00:11,694 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 23:38:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 0.9681, loss: 0.9681 2023-12-28 20:00:37,011 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 23:37:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 0.9944, loss: 0.9944 2023-12-28 20:01:02,424 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 23:37:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 1.0141, loss: 1.0141 2023-12-28 20:01:28,056 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 23:36:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 0.9524, loss: 0.9524 2023-12-28 20:01:53,578 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 23:36:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 1.0057, loss: 1.0057 2023-12-28 20:02:19,294 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 23:36:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 0.9612, loss: 0.9612 2023-12-28 20:02:44,858 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 23:35:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 1.0339, loss: 1.0339 2023-12-28 20:03:10,388 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 23:35:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9550, loss_cls: 1.0564, loss: 1.0564 2023-12-28 20:03:35,895 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 23:34:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 0.9696, loss: 0.9696 2023-12-28 20:03:46,961 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-28 20:07:36,156 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 20:07:36,676 - pyskl - INFO - top1_acc 0.7413 top5_acc 0.9459 2023-12-28 20:07:36,699 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7413, top5_acc: 0.9459 2023-12-28 20:08:31,776 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 23:34:31, time: 0.551, data_time: 0.299, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 0.9555, loss: 0.9555 2023-12-28 20:08:57,229 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 23:34:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 0.9423, loss: 0.9423 2023-12-28 20:09:22,917 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 23:33:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.8952, loss: 0.8952 2023-12-28 20:09:48,344 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 23:33:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 0.9904, loss: 0.9904 2023-12-28 20:10:13,701 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 23:32:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9663, loss_cls: 0.8993, loss: 0.8993 2023-12-28 20:10:38,987 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 23:32:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.9296, loss: 0.9296 2023-12-28 20:11:04,138 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 23:31:51, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 0.9715, loss: 0.9715 2023-12-28 20:11:29,484 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 23:31:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9600, loss_cls: 0.9874, loss: 0.9874 2023-12-28 20:11:54,804 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 23:30:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 0.9280, loss: 0.9280 2023-12-28 20:12:20,543 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 23:30:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9600, loss_cls: 1.0084, loss: 1.0084 2023-12-28 20:12:46,334 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 23:30:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 0.9834, loss: 0.9834 2023-12-28 20:13:11,873 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 23:29:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 0.9988, loss: 0.9988 2023-12-28 20:13:37,505 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 23:29:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 0.9958, loss: 0.9958 2023-12-28 20:14:03,270 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 23:28:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 0.9846, loss: 0.9846 2023-12-28 20:14:28,653 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 23:28:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 1.0255, loss: 1.0255 2023-12-28 20:14:54,197 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 23:27:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 0.9462, loss: 0.9462 2023-12-28 20:15:19,807 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 23:27:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 0.9616, loss: 0.9616 2023-12-28 20:15:45,524 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 23:27:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 0.9638, loss: 0.9638 2023-12-28 20:16:11,082 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 23:26:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 1.0027, loss: 1.0027 2023-12-28 20:16:36,533 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 23:26:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9631, loss_cls: 0.9383, loss: 0.9383 2023-12-28 20:17:01,890 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 23:25:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 1.0055, loss: 1.0055 2023-12-28 20:17:27,235 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 23:25:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 1.0110, loss: 1.0110 2023-12-28 20:17:52,865 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 23:24:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 1.0452, loss: 1.0452 2023-12-28 20:18:18,359 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 23:24:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 0.9592, loss: 0.9592 2023-12-28 20:18:43,704 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 23:23:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 0.9706, loss: 0.9706 2023-12-28 20:19:09,301 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 23:23:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 0.9702, loss: 0.9702 2023-12-28 20:19:34,745 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 23:23:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 0.9429, loss: 0.9429 2023-12-28 20:20:00,375 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 23:22:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 0.9677, loss: 0.9677 2023-12-28 20:20:25,965 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 23:22:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 0.9781, loss: 0.9781 2023-12-28 20:20:51,500 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 23:21:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 0.9880, loss: 0.9880 2023-12-28 20:21:17,056 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 23:21:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 1.1305, loss: 1.1305 2023-12-28 20:21:42,385 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 23:20:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 1.0594, loss: 1.0594 2023-12-28 20:22:08,014 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 23:20:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 0.9618, loss: 0.9618 2023-12-28 20:22:33,415 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 23:19:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9581, loss_cls: 1.0242, loss: 1.0242 2023-12-28 20:22:58,799 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 23:19:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 1.0032, loss: 1.0032 2023-12-28 20:23:24,399 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 23:19:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 0.9928, loss: 0.9928 2023-12-28 20:23:50,267 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 23:18:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9569, loss_cls: 1.0624, loss: 1.0624 2023-12-28 20:24:16,034 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 23:18:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 1.0964, loss: 1.0964 2023-12-28 20:24:41,357 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 23:17:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 0.9740, loss: 0.9740 2023-12-28 20:24:52,079 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-28 20:28:41,507 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 20:28:42,025 - pyskl - INFO - top1_acc 0.7173 top5_acc 0.9299 2023-12-28 20:28:42,048 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7173, top5_acc: 0.9299 2023-12-28 20:29:37,892 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 23:17:31, time: 0.558, data_time: 0.305, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 0.9081, loss: 0.9081 2023-12-28 20:30:03,186 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 23:17:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 0.8396, loss: 0.8396 2023-12-28 20:30:28,443 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 23:16:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 0.9570, loss: 0.9570 2023-12-28 20:30:53,719 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 23:16:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 0.9234, loss: 0.9234 2023-12-28 20:31:18,836 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 23:15:44, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 0.9865, loss: 0.9865 2023-12-28 20:31:43,859 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 23:15:17, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 0.9837, loss: 0.9837 2023-12-28 20:32:08,905 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 23:14:50, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 0.9767, loss: 0.9767 2023-12-28 20:32:33,953 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 23:14:23, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 1.0133, loss: 1.0133 2023-12-28 20:32:59,037 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 23:13:56, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 0.9658, loss: 0.9658 2023-12-28 20:33:24,363 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 23:13:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 0.9984, loss: 0.9984 2023-12-28 20:33:50,004 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 23:13:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 0.9017, loss: 0.9017 2023-12-28 20:34:15,668 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 23:12:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9587, loss_cls: 1.0140, loss: 1.0140 2023-12-28 20:34:41,114 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 23:12:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.8874, loss: 0.8874 2023-12-28 20:35:06,552 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 23:11:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 0.9809, loss: 0.9809 2023-12-28 20:35:32,051 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 23:11:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 1.0169, loss: 1.0169 2023-12-28 20:35:57,729 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 23:10:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 0.9666, loss: 0.9666 2023-12-28 20:36:23,125 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 23:10:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 0.9669, loss: 0.9669 2023-12-28 20:36:48,787 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 23:09:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 0.9950, loss: 0.9950 2023-12-28 20:37:14,252 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 23:09:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 1.0526, loss: 1.0526 2023-12-28 20:37:39,468 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 23:09:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 1.0365, loss: 1.0365 2023-12-28 20:38:05,226 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 23:08:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 0.9802, loss: 0.9802 2023-12-28 20:38:31,191 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 23:08:12, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 1.0420, loss: 1.0420 2023-12-28 20:38:56,620 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 23:07:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 0.9881, loss: 0.9881 2023-12-28 20:39:22,110 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 23:07:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 0.9663, loss: 0.9663 2023-12-28 20:39:47,572 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 23:06:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 0.9968, loss: 0.9968 2023-12-28 20:40:12,923 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 23:06:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 0.9892, loss: 0.9892 2023-12-28 20:40:38,547 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 23:05:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 1.0154, loss: 1.0154 2023-12-28 20:41:03,993 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 23:05:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 0.9855, loss: 0.9855 2023-12-28 20:41:29,485 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 23:05:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 0.9214, loss: 0.9214 2023-12-28 20:41:54,948 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 23:04:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 1.0115, loss: 1.0115 2023-12-28 20:42:20,312 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 23:04:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 1.0296, loss: 1.0296 2023-12-28 20:42:45,622 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 23:03:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 0.9855, loss: 0.9855 2023-12-28 20:43:10,896 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 23:03:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 1.0814, loss: 1.0814 2023-12-28 20:43:36,356 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 23:02:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 0.9681, loss: 0.9681 2023-12-28 20:44:01,759 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 23:02:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9600, loss_cls: 1.0019, loss: 1.0019 2023-12-28 20:44:27,429 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 23:02:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.9597, loss: 0.9597 2023-12-28 20:44:53,053 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 23:01:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 0.9833, loss: 0.9833 2023-12-28 20:45:18,719 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 23:01:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.0223, loss: 1.0223 2023-12-28 20:45:44,454 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 23:00:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 1.0776, loss: 1.0776 2023-12-28 20:45:55,436 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-28 20:49:44,727 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 20:49:45,277 - pyskl - INFO - top1_acc 0.7132 top5_acc 0.9242 2023-12-28 20:49:45,301 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7132, top5_acc: 0.9242 2023-12-28 20:50:40,543 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 23:00:27, time: 0.552, data_time: 0.298, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9644, loss_cls: 0.9016, loss: 0.9016 2023-12-28 20:51:05,970 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 23:00:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 0.9648, loss: 0.9648 2023-12-28 20:51:31,460 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 22:59:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.8933, loss: 0.8933 2023-12-28 20:51:57,172 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 22:59:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.9795, loss: 0.9795 2023-12-28 20:52:22,286 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 22:58:41, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 0.8980, loss: 0.8980 2023-12-28 20:52:47,745 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 22:58:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 0.9122, loss: 0.9122 2023-12-28 20:53:13,325 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 22:57:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 0.9852, loss: 0.9852 2023-12-28 20:53:38,789 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 22:57:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 0.9927, loss: 0.9927 2023-12-28 20:54:04,293 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 22:56:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 0.8819, loss: 0.8819 2023-12-28 20:54:29,905 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 22:56:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 0.9256, loss: 0.9256 2023-12-28 20:54:55,514 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 22:56:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 0.9205, loss: 0.9205 2023-12-28 20:55:21,124 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 22:55:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 0.9513, loss: 0.9513 2023-12-28 20:55:46,704 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 22:55:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.9381, loss: 0.9381 2023-12-28 20:56:12,119 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 22:54:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 0.9783, loss: 0.9783 2023-12-28 20:56:37,595 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 22:54:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9650, loss_cls: 0.9215, loss: 0.9215 2023-12-28 20:57:03,004 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 22:53:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 0.9734, loss: 0.9734 2023-12-28 20:57:28,365 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 22:53:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 0.9346, loss: 0.9346 2023-12-28 20:57:54,060 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 22:52:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 1.0535, loss: 1.0535 2023-12-28 20:58:19,613 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 22:52:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.0236, loss: 1.0236 2023-12-28 20:58:45,165 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 22:52:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 1.0153, loss: 1.0153 2023-12-28 20:59:10,594 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 22:51:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 0.9778, loss: 0.9778 2023-12-28 20:59:35,934 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 22:51:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 0.9835, loss: 0.9835 2023-12-28 21:00:01,345 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 22:50:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 0.8789, loss: 0.8789 2023-12-28 21:00:26,775 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 22:50:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 0.9813, loss: 0.9813 2023-12-28 21:00:52,280 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 22:49:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 1.0292, loss: 1.0292 2023-12-28 21:01:17,813 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 22:49:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 1.0215, loss: 1.0215 2023-12-28 21:01:43,247 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 22:48:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 1.0563, loss: 1.0563 2023-12-28 21:02:09,224 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 22:48:32, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9544, loss_cls: 1.0738, loss: 1.0738 2023-12-28 21:02:34,619 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 22:48:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 0.9362, loss: 0.9362 2023-12-28 21:03:00,230 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 22:47:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 0.9875, loss: 0.9875 2023-12-28 21:03:25,713 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 22:47:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9525, loss_cls: 1.0531, loss: 1.0531 2023-12-28 21:03:51,205 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 22:46:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 1.0039, loss: 1.0039 2023-12-28 21:04:16,747 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 22:46:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 0.9284, loss: 0.9284 2023-12-28 21:04:42,213 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 22:45:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 0.9830, loss: 0.9830 2023-12-28 21:05:07,728 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 22:45:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 0.9994, loss: 0.9994 2023-12-28 21:05:33,523 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 22:45:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 1.1037, loss: 1.1037 2023-12-28 21:05:59,124 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 22:44:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 0.9671, loss: 0.9671 2023-12-28 21:06:24,669 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 22:44:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9556, loss_cls: 1.0670, loss: 1.0670 2023-12-28 21:06:50,308 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 22:43:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 0.9558, loss: 0.9558 2023-12-28 21:07:01,319 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-28 21:10:50,520 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 21:10:51,039 - pyskl - INFO - top1_acc 0.7474 top5_acc 0.9489 2023-12-28 21:10:51,044 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_59.pth was removed 2023-12-28 21:10:51,394 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. 2023-12-28 21:10:51,396 - pyskl - INFO - Best top1_acc is 0.7474 at 70 epoch. 2023-12-28 21:10:51,420 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7474, top5_acc: 0.9489 2023-12-28 21:11:47,081 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 22:43:27, time: 0.557, data_time: 0.304, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9613, loss_cls: 0.9582, loss: 0.9582 2023-12-28 21:12:12,482 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 22:43:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9613, loss_cls: 0.9385, loss: 0.9385 2023-12-28 21:12:38,015 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 22:42:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 0.9748, loss: 0.9748 2023-12-28 21:13:03,578 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 22:42:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 0.9267, loss: 0.9267 2023-12-28 21:13:29,008 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 22:41:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 0.8925, loss: 0.8925 2023-12-28 21:13:54,376 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 22:41:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 0.9674, loss: 0.9674 2023-12-28 21:14:19,757 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 22:40:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.9885, loss: 0.9885 2023-12-28 21:14:45,168 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 22:40:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 0.9491, loss: 0.9491 2023-12-28 21:15:10,649 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 22:39:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 0.9894, loss: 0.9894 2023-12-28 21:15:36,267 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 22:39:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 0.9327, loss: 0.9327 2023-12-28 21:16:01,997 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 22:39:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 0.9943, loss: 0.9943 2023-12-28 21:16:27,679 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 22:38:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 0.9644, loss: 0.9644 2023-12-28 21:16:53,139 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 22:38:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 0.9094, loss: 0.9094 2023-12-28 21:17:18,757 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 22:37:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 0.9232, loss: 0.9232 2023-12-28 21:17:44,302 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 22:37:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 0.9183, loss: 0.9183 2023-12-28 21:18:09,876 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 22:36:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 0.9885, loss: 0.9885 2023-12-28 21:18:35,465 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 22:36:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9587, loss_cls: 0.9570, loss: 0.9570 2023-12-28 21:19:01,046 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 22:35:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 0.9596, loss: 0.9596 2023-12-28 21:19:26,830 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 22:35:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 0.9063, loss: 0.9063 2023-12-28 21:19:52,492 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 22:35:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 0.9923, loss: 0.9923 2023-12-28 21:20:17,942 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 22:34:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 0.9198, loss: 0.9198 2023-12-28 21:20:43,353 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 22:34:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 0.9595, loss: 0.9595 2023-12-28 21:21:08,779 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 22:33:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 0.9960, loss: 0.9960 2023-12-28 21:21:34,487 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 22:33:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.9105, loss: 0.9105 2023-12-28 21:21:59,928 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 22:32:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 0.9432, loss: 0.9432 2023-12-28 21:22:24,966 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 22:32:26, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 1.0343, loss: 1.0343 2023-12-28 21:22:50,018 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 22:31:59, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 0.9526, loss: 0.9526 2023-12-28 21:23:15,229 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 22:31:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 0.9501, loss: 0.9501 2023-12-28 21:23:40,585 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 22:31:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 0.9453, loss: 0.9453 2023-12-28 21:24:05,624 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 22:30:38, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 0.9666, loss: 0.9666 2023-12-28 21:24:31,119 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 22:30:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 1.0241, loss: 1.0241 2023-12-28 21:24:56,291 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 22:29:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 0.9750, loss: 0.9750 2023-12-28 21:25:22,045 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 22:29:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 1.0215, loss: 1.0215 2023-12-28 21:25:47,420 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 22:28:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 0.9884, loss: 0.9884 2023-12-28 21:26:13,036 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 22:28:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 0.9693, loss: 0.9693 2023-12-28 21:26:38,593 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 22:27:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 1.0318, loss: 1.0318 2023-12-28 21:27:03,739 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 22:27:32, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 1.0198, loss: 1.0198 2023-12-28 21:27:29,125 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 22:27:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 1.0521, loss: 1.0521 2023-12-28 21:27:54,933 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 22:26:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 0.9799, loss: 0.9799 2023-12-28 21:28:05,971 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-28 21:31:55,581 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 21:31:56,104 - pyskl - INFO - top1_acc 0.7033 top5_acc 0.9268 2023-12-28 21:31:56,128 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7033, top5_acc: 0.9268 2023-12-28 21:32:51,385 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 22:26:24, time: 0.552, data_time: 0.301, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 0.9208, loss: 0.9208 2023-12-28 21:33:16,755 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 22:25:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 0.8405, loss: 0.8405 2023-12-28 21:33:42,313 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 22:25:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 0.9178, loss: 0.9178 2023-12-28 21:34:07,861 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 22:25:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 0.8909, loss: 0.8909 2023-12-28 21:34:33,891 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 22:24:39, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.9361, loss: 0.9361 2023-12-28 21:34:59,260 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 22:24:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 0.9810, loss: 0.9810 2023-12-28 21:35:24,702 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 22:23:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 0.9451, loss: 0.9451 2023-12-28 21:35:50,182 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 22:23:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 0.9386, loss: 0.9386 2023-12-28 21:36:15,515 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 22:22:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 0.9680, loss: 0.9680 2023-12-28 21:36:40,811 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 22:22:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 0.9029, loss: 0.9029 2023-12-28 21:37:06,531 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 22:22:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 0.9539, loss: 0.9539 2023-12-28 21:37:31,886 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 22:21:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 0.9441, loss: 0.9441 2023-12-28 21:37:57,346 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 22:21:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.9106, loss: 0.9106 2023-12-28 21:38:22,835 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 22:20:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 0.9808, loss: 0.9808 2023-12-28 21:38:48,460 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 22:20:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9613, loss_cls: 0.9861, loss: 0.9861 2023-12-28 21:39:13,926 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 22:19:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 1.0312, loss: 1.0312 2023-12-28 21:39:39,377 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 22:19:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.9388, loss: 0.9388 2023-12-28 21:40:05,079 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 22:18:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 0.9773, loss: 0.9773 2023-12-28 21:40:30,589 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 22:18:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 0.9755, loss: 0.9755 2023-12-28 21:40:56,421 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 22:18:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.9564, loss: 0.9564 2023-12-28 21:41:22,132 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 22:17:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 0.9920, loss: 0.9920 2023-12-28 21:41:47,573 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 22:17:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 0.9403, loss: 0.9403 2023-12-28 21:42:13,102 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 22:16:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 0.9137, loss: 0.9137 2023-12-28 21:42:38,713 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 22:16:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 0.9795, loss: 0.9795 2023-12-28 21:43:04,233 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 22:15:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9563, loss_cls: 0.9886, loss: 0.9886 2023-12-28 21:43:29,355 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 22:15:23, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.8445, loss: 0.8445 2023-12-28 21:43:54,937 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 22:14:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 0.9354, loss: 0.9354 2023-12-28 21:44:20,258 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 22:14:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 0.9659, loss: 0.9659 2023-12-28 21:44:45,766 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 22:14:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 0.9942, loss: 0.9942 2023-12-28 21:45:11,281 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 22:13:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 0.9427, loss: 0.9427 2023-12-28 21:45:36,646 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 22:13:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 0.9036, loss: 0.9036 2023-12-28 21:46:01,846 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 22:12:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 1.0306, loss: 1.0306 2023-12-28 21:46:27,453 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 22:12:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9537, loss_cls: 1.0275, loss: 1.0275 2023-12-28 21:46:53,053 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 22:11:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 1.0039, loss: 1.0039 2023-12-28 21:47:18,598 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 22:11:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9656, loss_cls: 0.9557, loss: 0.9557 2023-12-28 21:47:43,799 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 22:10:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 0.9938, loss: 0.9938 2023-12-28 21:48:08,910 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 22:10:31, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 0.9719, loss: 0.9719 2023-12-28 21:48:34,301 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 22:10:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 1.0810, loss: 1.0810 2023-12-28 21:48:59,772 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 22:09:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.9368, loss: 0.9368 2023-12-28 21:49:10,696 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-28 21:53:00,197 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 21:53:00,719 - pyskl - INFO - top1_acc 0.6937 top5_acc 0.9220 2023-12-28 21:53:00,742 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.6937, top5_acc: 0.9220 2023-12-28 21:53:56,409 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 22:09:23, time: 0.557, data_time: 0.302, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 0.9729, loss: 0.9729 2023-12-28 21:54:21,749 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 22:08:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9663, loss_cls: 0.8858, loss: 0.8858 2023-12-28 21:54:46,993 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 22:08:29, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 1.0412, loss: 1.0412 2023-12-28 21:55:12,473 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 22:08:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 0.8553, loss: 0.8553 2023-12-28 21:55:38,079 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 22:07:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 0.9361, loss: 0.9361 2023-12-28 21:56:03,345 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 22:07:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 0.9256, loss: 0.9256 2023-12-28 21:56:28,391 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 22:06:43, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 0.8755, loss: 0.8755 2023-12-28 21:56:53,815 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 22:06:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9681, loss_cls: 0.9031, loss: 0.9031 2023-12-28 21:57:19,085 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 22:05:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.8616, loss: 0.8616 2023-12-28 21:57:44,524 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 22:05:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 0.9002, loss: 0.9002 2023-12-28 21:58:10,074 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 22:04:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9631, loss_cls: 0.9267, loss: 0.9267 2023-12-28 21:58:35,691 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 22:04:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 0.9584, loss: 0.9584 2023-12-28 21:59:00,933 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 22:04:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 0.9630, loss: 0.9630 2023-12-28 21:59:26,553 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 22:03:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 0.9078, loss: 0.9078 2023-12-28 21:59:52,096 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 22:03:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 0.9833, loss: 0.9833 2023-12-28 22:00:17,203 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 22:02:44, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 0.9185, loss: 0.9185 2023-12-28 22:00:42,409 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 22:02:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 0.9181, loss: 0.9181 2023-12-28 22:01:07,716 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 22:01:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 0.9913, loss: 0.9913 2023-12-28 22:01:33,313 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 22:01:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 0.9359, loss: 0.9359 2023-12-28 22:01:58,906 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 22:00:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.9159, loss: 0.9159 2023-12-28 22:02:24,679 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 22:00:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 0.9866, loss: 0.9866 2023-12-28 22:02:50,231 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 22:00:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 1.0346, loss: 1.0346 2023-12-28 22:03:15,917 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 21:59:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 0.9542, loss: 0.9542 2023-12-28 22:03:41,451 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 21:59:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.8753, loss: 0.8753 2023-12-28 22:04:06,985 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 21:58:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 1.0007, loss: 1.0007 2023-12-28 22:04:32,293 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 21:58:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 0.9880, loss: 0.9880 2023-12-28 22:04:57,664 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 21:57:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 1.0319, loss: 1.0319 2023-12-28 22:05:23,256 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 21:57:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 0.9418, loss: 0.9418 2023-12-28 22:05:48,380 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 21:57:00, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 0.9425, loss: 0.9425 2023-12-28 22:06:13,689 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 21:56:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.8849, loss: 0.8849 2023-12-28 22:06:38,938 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 21:56:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 1.0063, loss: 1.0063 2023-12-28 22:07:04,243 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 21:55:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 0.9469, loss: 0.9469 2023-12-28 22:07:29,690 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 21:55:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 0.9300, loss: 0.9300 2023-12-28 22:07:55,247 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 21:54:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9575, loss_cls: 1.0251, loss: 1.0251 2023-12-28 22:08:20,756 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 21:54:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 0.9734, loss: 0.9734 2023-12-28 22:08:46,341 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 21:53:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 0.9473, loss: 0.9473 2023-12-28 22:09:12,005 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 21:53:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9575, loss_cls: 0.9759, loss: 0.9759 2023-12-28 22:09:37,656 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 21:53:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 0.9111, loss: 0.9111 2023-12-28 22:10:03,448 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 21:52:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 0.9979, loss: 0.9979 2023-12-28 22:10:14,300 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-28 22:14:03,538 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 22:14:04,058 - pyskl - INFO - top1_acc 0.7380 top5_acc 0.9441 2023-12-28 22:14:04,081 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7380, top5_acc: 0.9441 2023-12-28 22:14:59,202 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 21:52:19, time: 0.551, data_time: 0.297, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 0.9419, loss: 0.9419 2023-12-28 22:15:24,658 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 21:51:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.8743, loss: 0.8743 2023-12-28 22:15:50,151 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 21:51:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 0.9174, loss: 0.9174 2023-12-28 22:16:15,673 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 21:51:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 0.8592, loss: 0.8592 2023-12-28 22:16:41,119 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 21:50:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.9300, loss: 0.9300 2023-12-28 22:17:06,333 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 21:50:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9587, loss_cls: 0.9423, loss: 0.9423 2023-12-28 22:17:31,332 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 21:49:39, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 0.9116, loss: 0.9116 2023-12-28 22:17:56,314 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 21:49:12, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 0.9206, loss: 0.9206 2023-12-28 22:18:21,319 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 21:48:45, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 0.8701, loss: 0.8701 2023-12-28 22:18:46,337 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 21:48:18, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9600, loss_cls: 0.9351, loss: 0.9351 2023-12-28 22:19:11,426 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 21:47:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 0.9254, loss: 0.9254 2023-12-28 22:19:36,859 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 21:47:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.9160, loss: 0.9160 2023-12-28 22:20:02,387 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 21:46:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 0.9453, loss: 0.9453 2023-12-28 22:20:27,833 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 21:46:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 0.8931, loss: 0.8931 2023-12-28 22:20:53,432 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 21:46:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 0.9850, loss: 0.9850 2023-12-28 22:21:19,026 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 21:45:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.9342, loss: 0.9342 2023-12-28 22:21:44,615 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 21:45:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.9421, loss: 0.9421 2023-12-28 22:22:10,132 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 21:44:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 0.8765, loss: 0.8765 2023-12-28 22:22:35,716 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 21:44:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 0.9588, loss: 0.9588 2023-12-28 22:23:01,041 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 21:43:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 0.9036, loss: 0.9036 2023-12-28 22:23:26,567 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 21:43:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9637, loss_cls: 0.9345, loss: 0.9345 2023-12-28 22:23:51,942 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 21:43:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 0.8980, loss: 0.8980 2023-12-28 22:24:17,303 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 21:42:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 0.9524, loss: 0.9524 2023-12-28 22:24:42,623 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 21:42:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 0.9916, loss: 0.9916 2023-12-28 22:25:08,014 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 21:41:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 0.9140, loss: 0.9140 2023-12-28 22:25:33,568 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 21:41:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 0.9269, loss: 0.9269 2023-12-28 22:25:59,233 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 21:40:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 0.9384, loss: 0.9384 2023-12-28 22:26:24,725 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 21:40:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 0.9624, loss: 0.9624 2023-12-28 22:26:50,331 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 21:39:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9663, loss_cls: 0.9291, loss: 0.9291 2023-12-28 22:27:15,872 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 21:39:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 0.9520, loss: 0.9520 2023-12-28 22:27:41,248 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 21:39:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 1.0393, loss: 1.0393 2023-12-28 22:28:06,664 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 21:38:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.9490, loss: 0.9490 2023-12-28 22:28:32,070 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 21:38:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 0.9245, loss: 0.9245 2023-12-28 22:28:57,269 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 21:37:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 0.9155, loss: 0.9155 2023-12-28 22:29:22,783 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 21:37:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 0.9924, loss: 0.9924 2023-12-28 22:29:48,245 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 21:36:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 0.9459, loss: 0.9459 2023-12-28 22:30:13,726 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 21:36:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 0.9227, loss: 0.9227 2023-12-28 22:30:39,032 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 21:35:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 0.9541, loss: 0.9541 2023-12-28 22:31:04,638 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 21:35:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 1.0113, loss: 1.0113 2023-12-28 22:31:15,494 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-28 22:35:04,875 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 22:35:05,394 - pyskl - INFO - top1_acc 0.7222 top5_acc 0.9307 2023-12-28 22:35:05,417 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7222, top5_acc: 0.9307 2023-12-28 22:36:01,234 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 21:35:14, time: 0.558, data_time: 0.304, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.8541, loss: 0.8541 2023-12-28 22:36:26,660 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 21:34:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8774, loss: 0.8774 2023-12-28 22:36:52,272 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 21:34:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.8344, loss: 0.8344 2023-12-28 22:37:17,821 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 21:33:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9631, loss_cls: 0.8925, loss: 0.8925 2023-12-28 22:37:43,311 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 21:33:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 0.9323, loss: 0.9323 2023-12-28 22:38:08,863 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 21:33:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 0.9251, loss: 0.9251 2023-12-28 22:38:34,365 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 21:32:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.8962, loss: 0.8962 2023-12-28 22:38:59,732 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 21:32:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 0.9324, loss: 0.9324 2023-12-28 22:39:24,779 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 21:31:42, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 0.9363, loss: 0.9363 2023-12-28 22:39:49,831 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 21:31:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 0.8437, loss: 0.8437 2023-12-28 22:40:14,920 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 21:30:49, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 0.9575, loss: 0.9575 2023-12-28 22:40:40,490 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 21:30:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 0.9070, loss: 0.9070 2023-12-28 22:41:06,059 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 21:29:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 0.8745, loss: 0.8745 2023-12-28 22:41:31,494 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 21:29:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 0.9343, loss: 0.9343 2023-12-28 22:41:56,987 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 21:29:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 0.8869, loss: 0.8869 2023-12-28 22:42:22,580 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 21:28:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 0.9401, loss: 0.9401 2023-12-28 22:42:48,103 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 21:28:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 0.9381, loss: 0.9381 2023-12-28 22:43:13,788 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 21:27:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 0.8615, loss: 0.8615 2023-12-28 22:43:39,310 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 21:27:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.8848, loss: 0.8848 2023-12-28 22:44:04,776 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 21:26:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 0.9263, loss: 0.9263 2023-12-28 22:44:30,636 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 21:26:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 0.9037, loss: 0.9037 2023-12-28 22:44:55,985 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 21:25:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 0.9695, loss: 0.9695 2023-12-28 22:45:21,518 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 21:25:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 0.9238, loss: 0.9238 2023-12-28 22:45:47,038 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 21:25:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9569, loss_cls: 1.0266, loss: 1.0266 2023-12-28 22:46:12,204 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 21:24:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 0.9551, loss: 0.9551 2023-12-28 22:46:37,271 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 21:24:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 0.9868, loss: 0.9868 2023-12-28 22:47:02,288 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 21:23:45, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9688, loss_cls: 0.8827, loss: 0.8827 2023-12-28 22:47:27,315 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 21:23:18, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9656, loss_cls: 0.9110, loss: 0.9110 2023-12-28 22:47:52,591 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 21:22:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 0.9194, loss: 0.9194 2023-12-28 22:48:18,145 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 21:22:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 0.9801, loss: 0.9801 2023-12-28 22:48:43,603 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 21:21:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9600, loss_cls: 0.9579, loss: 0.9579 2023-12-28 22:49:09,278 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 21:21:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 0.9842, loss: 0.9842 2023-12-28 22:49:34,791 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 21:21:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 0.9458, loss: 0.9458 2023-12-28 22:50:00,478 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 21:20:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 0.9045, loss: 0.9045 2023-12-28 22:50:26,044 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 21:20:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 0.9304, loss: 0.9304 2023-12-28 22:50:51,425 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 21:19:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 0.9201, loss: 0.9201 2023-12-28 22:51:16,601 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 21:19:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9600, loss_cls: 1.0075, loss: 1.0075 2023-12-28 22:51:42,253 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 21:18:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 0.8734, loss: 0.8734 2023-12-28 22:52:08,047 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 21:18:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 0.9212, loss: 0.9212 2023-12-28 22:52:19,312 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-28 22:56:08,658 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 22:56:09,179 - pyskl - INFO - top1_acc 0.7352 top5_acc 0.9416 2023-12-28 22:56:09,202 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7352, top5_acc: 0.9416 2023-12-28 22:57:04,229 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 21:18:10, time: 0.550, data_time: 0.298, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 0.9261, loss: 0.9261 2023-12-28 22:57:29,566 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 21:17:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.9182, loss: 0.9182 2023-12-28 22:57:55,112 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 21:17:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 0.8840, loss: 0.8840 2023-12-28 22:58:20,506 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 21:16:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 0.8350, loss: 0.8350 2023-12-28 22:58:45,746 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 21:16:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 0.9146, loss: 0.9146 2023-12-28 22:59:11,021 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 21:15:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 0.8353, loss: 0.8353 2023-12-28 22:59:36,420 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 21:15:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 0.9159, loss: 0.9159 2023-12-28 23:00:01,967 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 21:15:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 0.8796, loss: 0.8796 2023-12-28 23:00:27,284 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 21:14:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.8416, loss: 0.8416 2023-12-28 23:00:52,517 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 21:14:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 0.9130, loss: 0.9130 2023-12-28 23:01:17,944 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 21:13:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 0.9172, loss: 0.9172 2023-12-28 23:01:43,607 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 21:13:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 0.8876, loss: 0.8876 2023-12-28 23:02:09,349 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 21:12:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.8639, loss: 0.8639 2023-12-28 23:02:35,051 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 21:12:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 0.8693, loss: 0.8693 2023-12-28 23:03:00,800 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 21:12:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 0.8530, loss: 0.8530 2023-12-28 23:03:26,214 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 21:11:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 0.9588, loss: 0.9588 2023-12-28 23:03:51,776 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 21:11:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.9103, loss: 0.9103 2023-12-28 23:04:17,251 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 21:10:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 0.8729, loss: 0.8729 2023-12-28 23:04:42,656 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 21:10:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 0.9664, loss: 0.9664 2023-12-28 23:05:08,341 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 21:09:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 0.9344, loss: 0.9344 2023-12-28 23:05:34,080 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 21:09:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 0.9267, loss: 0.9267 2023-12-28 23:05:59,579 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 21:08:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 0.9683, loss: 0.9683 2023-12-28 23:06:25,221 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 21:08:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 1.0027, loss: 1.0027 2023-12-28 23:06:50,792 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 21:08:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 0.9312, loss: 0.9312 2023-12-28 23:07:16,124 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 21:07:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 0.9743, loss: 0.9743 2023-12-28 23:07:41,473 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 21:07:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.9209, loss: 0.9209 2023-12-28 23:08:06,944 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 21:06:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 0.8779, loss: 0.8779 2023-12-28 23:08:32,324 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 21:06:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 0.9483, loss: 0.9483 2023-12-28 23:08:57,597 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 21:05:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 0.9743, loss: 0.9743 2023-12-28 23:09:23,118 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 21:05:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.9396, loss: 0.9396 2023-12-28 23:09:48,488 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 21:04:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.9692, loss: 0.9692 2023-12-28 23:10:13,859 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 21:04:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 0.9861, loss: 0.9861 2023-12-28 23:10:39,371 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 21:04:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 0.9543, loss: 0.9543 2023-12-28 23:11:04,908 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 21:03:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 0.9310, loss: 0.9310 2023-12-28 23:11:30,634 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 21:03:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9575, loss_cls: 1.0003, loss: 1.0003 2023-12-28 23:11:56,033 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 21:02:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 0.9374, loss: 0.9374 2023-12-28 23:12:21,292 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 21:02:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 0.9889, loss: 0.9889 2023-12-28 23:12:46,977 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 21:01:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 0.9795, loss: 0.9795 2023-12-28 23:13:12,859 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 21:01:26, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 0.9664, loss: 0.9664 2023-12-28 23:13:23,864 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-28 23:17:13,268 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 23:17:13,815 - pyskl - INFO - top1_acc 0.7444 top5_acc 0.9398 2023-12-28 23:17:13,839 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7444, top5_acc: 0.9398 2023-12-28 23:18:09,561 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 21:01:09, time: 0.557, data_time: 0.301, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9681, loss_cls: 0.8789, loss: 0.8789 2023-12-28 23:18:34,894 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 21:00:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 0.8541, loss: 0.8541 2023-12-28 23:18:59,994 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 21:00:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 0.8266, loss: 0.8266 2023-12-28 23:19:25,480 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 20:59:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 0.8722, loss: 0.8722 2023-12-28 23:19:50,627 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 20:59:22, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.8718, loss: 0.8718 2023-12-28 23:20:15,692 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 20:58:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.8618, loss: 0.8618 2023-12-28 23:20:40,703 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 20:58:28, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 0.9400, loss: 0.9400 2023-12-28 23:21:05,717 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 20:58:02, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 0.8523, loss: 0.8523 2023-12-28 23:21:31,016 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 20:57:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 0.9225, loss: 0.9225 2023-12-28 23:21:56,426 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 20:57:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 0.9564, loss: 0.9564 2023-12-28 23:22:21,754 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 20:56:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.9177, loss: 0.9177 2023-12-28 23:22:47,442 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 20:56:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 0.9020, loss: 0.9020 2023-12-28 23:23:13,064 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 20:55:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 0.9581, loss: 0.9581 2023-12-28 23:23:38,705 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 20:55:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.9417, loss: 0.9417 2023-12-28 23:24:04,095 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 20:54:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9762, loss_cls: 0.9070, loss: 0.9070 2023-12-28 23:24:29,349 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 20:54:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 0.9013, loss: 0.9013 2023-12-28 23:24:54,633 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 20:54:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 0.8737, loss: 0.8737 2023-12-28 23:25:20,229 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 20:53:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 0.9504, loss: 0.9504 2023-12-28 23:25:45,700 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 20:53:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9663, loss_cls: 0.8855, loss: 0.8855 2023-12-28 23:26:11,219 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 20:52:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 0.9425, loss: 0.9425 2023-12-28 23:26:36,696 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 20:52:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 0.9411, loss: 0.9411 2023-12-28 23:27:02,278 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 20:51:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 0.8692, loss: 0.8692 2023-12-28 23:27:27,615 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 20:51:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 0.9090, loss: 0.9090 2023-12-28 23:27:53,176 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 20:50:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 1.0031, loss: 1.0031 2023-12-28 23:28:18,542 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 20:50:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 0.9437, loss: 0.9437 2023-12-28 23:28:43,857 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 20:50:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 0.9007, loss: 0.9007 2023-12-28 23:29:09,125 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 20:49:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 0.9196, loss: 0.9196 2023-12-28 23:29:34,763 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 20:49:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9594, loss_cls: 0.9420, loss: 0.9420 2023-12-28 23:30:00,283 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 20:48:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 0.9176, loss: 0.9176 2023-12-28 23:30:25,622 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 20:48:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 0.9936, loss: 0.9936 2023-12-28 23:30:50,961 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 20:47:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9656, loss_cls: 0.8969, loss: 0.8969 2023-12-28 23:31:16,581 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 20:47:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 0.9164, loss: 0.9164 2023-12-28 23:31:42,325 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 20:47:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.9277, loss: 0.9277 2023-12-28 23:32:07,925 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 20:46:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 0.8344, loss: 0.8344 2023-12-28 23:32:33,389 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 20:46:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 0.8962, loss: 0.8962 2023-12-28 23:32:59,018 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 20:45:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 0.8754, loss: 0.8754 2023-12-28 23:33:24,722 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 20:45:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 1.0002, loss: 1.0002 2023-12-28 23:33:50,388 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 20:44:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.9724, loss: 0.9724 2023-12-28 23:34:16,027 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 20:44:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 0.9459, loss: 0.9459 2023-12-28 23:34:27,036 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-28 23:38:16,551 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 23:38:17,070 - pyskl - INFO - top1_acc 0.7489 top5_acc 0.9430 2023-12-28 23:38:17,075 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_70.pth was removed 2023-12-28 23:38:17,294 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. 2023-12-28 23:38:17,296 - pyskl - INFO - Best top1_acc is 0.7489 at 77 epoch. 2023-12-28 23:38:17,319 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7489, top5_acc: 0.9430 2023-12-28 23:39:12,168 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 20:44:04, time: 0.548, data_time: 0.295, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.8238, loss: 0.8238 2023-12-28 23:39:37,563 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 20:43:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 0.8522, loss: 0.8522 2023-12-28 23:40:02,949 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 20:43:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 0.8566, loss: 0.8566 2023-12-28 23:40:28,338 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 20:42:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 0.8169, loss: 0.8169 2023-12-28 23:40:53,746 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 20:42:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 0.8691, loss: 0.8691 2023-12-28 23:41:18,867 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 20:41:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9650, loss_cls: 0.8950, loss: 0.8950 2023-12-28 23:41:44,092 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 20:41:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 0.8728, loss: 0.8728 2023-12-28 23:42:09,558 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 20:40:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9688, loss_cls: 0.8272, loss: 0.8272 2023-12-28 23:42:35,026 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 20:40:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.9051, loss: 0.9051 2023-12-28 23:43:00,389 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 20:40:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 1.0068, loss: 1.0068 2023-12-28 23:43:26,028 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 20:39:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 0.9687, loss: 0.9687 2023-12-28 23:43:51,446 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 20:39:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9681, loss_cls: 0.8672, loss: 0.8672 2023-12-28 23:44:17,099 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 20:38:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 0.8986, loss: 0.8986 2023-12-28 23:44:42,467 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 20:38:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 0.8648, loss: 0.8648 2023-12-28 23:45:08,262 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 20:37:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 0.9190, loss: 0.9190 2023-12-28 23:45:34,028 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 20:37:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.8883, loss: 0.8883 2023-12-28 23:45:59,580 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 20:37:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 0.9469, loss: 0.9469 2023-12-28 23:46:25,269 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 20:36:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.9351, loss: 0.9351 2023-12-28 23:46:50,937 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 20:36:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 0.9372, loss: 0.9372 2023-12-28 23:47:16,432 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 20:35:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 0.9619, loss: 0.9619 2023-12-28 23:47:41,949 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 20:35:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 0.9422, loss: 0.9422 2023-12-28 23:48:07,597 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 20:34:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 0.9341, loss: 0.9341 2023-12-28 23:48:32,834 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 20:34:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 0.9184, loss: 0.9184 2023-12-28 23:48:58,195 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 20:33:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 1.0071, loss: 1.0071 2023-12-28 23:49:23,649 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 20:33:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.9269, loss: 0.9269 2023-12-28 23:49:49,238 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 20:33:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9663, loss_cls: 0.8958, loss: 0.8958 2023-12-28 23:50:14,660 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 20:32:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.8972, loss: 0.8972 2023-12-28 23:50:40,209 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 20:32:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 0.8675, loss: 0.8675 2023-12-28 23:51:05,498 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 20:31:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 0.8528, loss: 0.8528 2023-12-28 23:51:30,931 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 20:31:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.9127, loss: 0.9127 2023-12-28 23:51:56,190 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 20:30:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9606, loss_cls: 0.9516, loss: 0.9516 2023-12-28 23:52:21,317 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 20:30:25, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 0.9124, loss: 0.9124 2023-12-28 23:52:46,770 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 20:29:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 0.8910, loss: 0.8910 2023-12-28 23:53:12,179 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 20:29:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 0.8858, loss: 0.8858 2023-12-28 23:53:38,004 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 20:29:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9669, loss_cls: 0.8763, loss: 0.8763 2023-12-28 23:54:03,697 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 20:28:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 0.8772, loss: 0.8772 2023-12-28 23:54:29,022 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 20:28:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.8239, loss: 0.8239 2023-12-28 23:54:54,581 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 20:27:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.9075, loss: 0.9075 2023-12-28 23:55:20,204 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 20:27:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 0.8936, loss: 0.8936 2023-12-28 23:55:31,191 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-28 23:59:20,570 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 23:59:21,091 - pyskl - INFO - top1_acc 0.7234 top5_acc 0.9378 2023-12-28 23:59:21,114 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7234, top5_acc: 0.9378 2023-12-29 00:00:16,664 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 20:27:02, time: 0.555, data_time: 0.303, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 0.8727, loss: 0.8727 2023-12-29 00:00:41,914 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 20:26:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 0.8677, loss: 0.8677 2023-12-29 00:01:07,439 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 20:26:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.9340, loss: 0.9340 2023-12-29 00:01:33,147 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 20:25:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 0.8981, loss: 0.8981 2023-12-29 00:01:58,685 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 20:25:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 0.8958, loss: 0.8958 2023-12-29 00:02:24,196 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 20:24:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.8308, loss: 0.8308 2023-12-29 00:02:49,258 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 20:24:23, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 0.7645, loss: 0.7645 2023-12-29 00:03:14,327 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 20:23:56, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 0.9071, loss: 0.9071 2023-12-29 00:03:39,400 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 20:23:30, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.8668, loss: 0.8668 2023-12-29 00:04:04,492 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 20:23:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 0.8657, loss: 0.8657 2023-12-29 00:04:29,890 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 20:22:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 0.8860, loss: 0.8860 2023-12-29 00:04:55,385 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 20:22:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 0.8387, loss: 0.8387 2023-12-29 00:05:21,033 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 20:21:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 0.9235, loss: 0.9235 2023-12-29 00:05:46,731 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 20:21:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9613, loss_cls: 0.9423, loss: 0.9423 2023-12-29 00:06:12,191 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 20:20:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 0.8961, loss: 0.8961 2023-12-29 00:06:37,724 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 20:20:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9631, loss_cls: 0.9200, loss: 0.9200 2023-12-29 00:07:02,932 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 20:19:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 0.8975, loss: 0.8975 2023-12-29 00:07:28,536 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 20:19:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 1.0028, loss: 1.0028 2023-12-29 00:07:53,968 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 20:19:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 0.8646, loss: 0.8646 2023-12-29 00:08:19,876 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 20:18:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.8759, loss: 0.8759 2023-12-29 00:08:45,457 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 20:18:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9606, loss_cls: 0.9487, loss: 0.9487 2023-12-29 00:09:11,022 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 20:17:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 0.8978, loss: 0.8978 2023-12-29 00:09:36,482 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 20:17:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 0.8664, loss: 0.8664 2023-12-29 00:10:01,842 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 20:16:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 0.8972, loss: 0.8972 2023-12-29 00:10:27,434 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 20:16:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9694, loss_cls: 0.8762, loss: 0.8762 2023-12-29 00:10:52,505 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 20:16:01, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 0.8991, loss: 0.8991 2023-12-29 00:11:17,835 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 20:15:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 0.9076, loss: 0.9076 2023-12-29 00:11:43,249 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 20:15:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9663, loss_cls: 0.9243, loss: 0.9243 2023-12-29 00:12:08,565 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 20:14:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 0.9191, loss: 0.9191 2023-12-29 00:12:34,092 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 20:14:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 0.9292, loss: 0.9292 2023-12-29 00:12:59,549 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 20:13:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 0.9519, loss: 0.9519 2023-12-29 00:13:24,863 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 20:13:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 0.8789, loss: 0.8789 2023-12-29 00:13:50,370 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 20:12:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.9689, loss: 0.9689 2023-12-29 00:14:15,957 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 20:12:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9688, loss_cls: 0.8916, loss: 0.8916 2023-12-29 00:14:41,742 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 20:12:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9613, loss_cls: 0.9542, loss: 0.9542 2023-12-29 00:15:06,951 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 20:11:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 0.8960, loss: 0.8960 2023-12-29 00:15:32,465 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 20:11:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 0.8860, loss: 0.8860 2023-12-29 00:15:58,276 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 20:10:44, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 0.8370, loss: 0.8370 2023-12-29 00:16:24,021 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 20:10:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.8822, loss: 0.8822 2023-12-29 00:16:34,991 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-29 00:20:24,556 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 00:20:25,077 - pyskl - INFO - top1_acc 0.7762 top5_acc 0.9564 2023-12-29 00:20:25,082 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_77.pth was removed 2023-12-29 00:20:25,302 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. 2023-12-29 00:20:25,304 - pyskl - INFO - Best top1_acc is 0.7762 at 79 epoch. 2023-12-29 00:20:25,327 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7762, top5_acc: 0.9564 2023-12-29 00:21:20,141 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 20:09:58, time: 0.548, data_time: 0.293, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 0.9139, loss: 0.9139 2023-12-29 00:21:45,407 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 20:09:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 0.8026, loss: 0.8026 2023-12-29 00:22:10,996 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 20:09:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 0.8367, loss: 0.8367 2023-12-29 00:22:36,587 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 20:08:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 0.8493, loss: 0.8493 2023-12-29 00:23:01,885 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 20:08:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.8077, loss: 0.8077 2023-12-29 00:23:27,427 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 20:07:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.8672, loss: 0.8672 2023-12-29 00:23:52,862 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 20:07:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 0.8728, loss: 0.8728 2023-12-29 00:24:18,477 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 20:06:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 0.8610, loss: 0.8610 2023-12-29 00:24:43,925 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 20:06:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.8822, loss: 0.8822 2023-12-29 00:25:09,370 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 20:06:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 0.8399, loss: 0.8399 2023-12-29 00:25:34,758 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 20:05:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 0.9054, loss: 0.9054 2023-12-29 00:26:00,104 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 20:05:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9650, loss_cls: 0.8975, loss: 0.8975 2023-12-29 00:26:25,621 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 20:04:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9650, loss_cls: 0.9017, loss: 0.9017 2023-12-29 00:26:51,082 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 20:04:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 0.8614, loss: 0.8614 2023-12-29 00:27:16,562 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 20:03:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 0.8384, loss: 0.8384 2023-12-29 00:27:41,720 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 20:03:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.8669, loss: 0.8669 2023-12-29 00:28:07,289 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 20:02:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 0.8333, loss: 0.8333 2023-12-29 00:28:32,783 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 20:02:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 0.8701, loss: 0.8701 2023-12-29 00:28:58,039 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 20:02:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 0.8416, loss: 0.8416 2023-12-29 00:29:23,460 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 20:01:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 0.8657, loss: 0.8657 2023-12-29 00:29:49,177 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 20:01:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 0.9275, loss: 0.9275 2023-12-29 00:30:15,323 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 20:00:44, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 0.9263, loss: 0.9263 2023-12-29 00:30:41,054 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 20:00:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 0.9712, loss: 0.9712 2023-12-29 00:31:06,579 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 19:59:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.8690, loss: 0.8690 2023-12-29 00:31:31,893 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 19:59:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.9396, loss: 0.9396 2023-12-29 00:31:57,088 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 19:58:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9694, loss_cls: 0.8428, loss: 0.8428 2023-12-29 00:32:22,358 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 19:58:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 0.9246, loss: 0.9246 2023-12-29 00:32:48,336 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 19:58:06, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 0.9179, loss: 0.9179 2023-12-29 00:33:13,741 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 19:57:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 0.9295, loss: 0.9295 2023-12-29 00:33:39,157 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 19:57:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 0.8729, loss: 0.8729 2023-12-29 00:34:04,437 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 19:56:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 0.9165, loss: 0.9165 2023-12-29 00:34:29,930 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 19:56:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.8621, loss: 0.8621 2023-12-29 00:34:55,344 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 19:55:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 0.8842, loss: 0.8842 2023-12-29 00:35:20,998 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 19:55:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 0.8980, loss: 0.8980 2023-12-29 00:35:46,839 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 19:55:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 0.9463, loss: 0.9463 2023-12-29 00:36:12,482 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 19:54:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 0.9570, loss: 0.9570 2023-12-29 00:36:38,067 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 19:54:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 0.8805, loss: 0.8805 2023-12-29 00:37:03,659 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 19:53:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 0.9076, loss: 0.9076 2023-12-29 00:37:28,971 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 19:53:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.8616, loss: 0.8616 2023-12-29 00:37:40,074 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-29 00:41:29,492 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 00:41:30,018 - pyskl - INFO - top1_acc 0.7176 top5_acc 0.9310 2023-12-29 00:41:30,041 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7176, top5_acc: 0.9310 2023-12-29 00:42:25,647 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 19:52:57, time: 0.556, data_time: 0.301, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 0.8840, loss: 0.8840 2023-12-29 00:42:51,146 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 19:52:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 0.8273, loss: 0.8273 2023-12-29 00:43:16,803 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 19:52:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 0.8817, loss: 0.8817 2023-12-29 00:43:42,411 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 19:51:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.8885, loss: 0.8885 2023-12-29 00:44:07,877 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 19:51:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.7801, loss: 0.7801 2023-12-29 00:44:33,608 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 19:50:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 0.8961, loss: 0.8961 2023-12-29 00:44:59,118 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 19:50:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 0.8384, loss: 0.8384 2023-12-29 00:45:24,674 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 19:49:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 0.8162, loss: 0.8162 2023-12-29 00:45:50,255 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 19:49:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.8768, loss: 0.8768 2023-12-29 00:46:15,927 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 19:49:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 0.8309, loss: 0.8309 2023-12-29 00:46:41,232 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 19:48:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 0.8426, loss: 0.8426 2023-12-29 00:47:06,787 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 19:48:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 0.8419, loss: 0.8419 2023-12-29 00:47:32,359 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 19:47:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.8727, loss: 0.8727 2023-12-29 00:47:57,985 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 19:47:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 0.9102, loss: 0.9102 2023-12-29 00:48:23,667 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 19:46:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 0.8086, loss: 0.8086 2023-12-29 00:48:49,369 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 19:46:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 0.8405, loss: 0.8405 2023-12-29 00:49:14,950 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 19:45:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8582, loss: 0.8582 2023-12-29 00:49:40,250 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 19:45:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 0.9636, loss: 0.9636 2023-12-29 00:50:05,694 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 19:45:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 0.8636, loss: 0.8636 2023-12-29 00:50:31,504 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 19:44:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 0.8757, loss: 0.8757 2023-12-29 00:50:57,031 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 19:44:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 0.8492, loss: 0.8492 2023-12-29 00:51:22,530 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 19:43:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 0.9173, loss: 0.9173 2023-12-29 00:51:48,218 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 19:43:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 0.8423, loss: 0.8423 2023-12-29 00:52:13,714 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 19:42:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9675, loss_cls: 0.8830, loss: 0.8830 2023-12-29 00:52:39,254 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 19:42:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9681, loss_cls: 0.8478, loss: 0.8478 2023-12-29 00:53:04,576 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 19:41:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 0.8302, loss: 0.8302 2023-12-29 00:53:29,987 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 19:41:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 0.8907, loss: 0.8907 2023-12-29 00:53:55,421 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 19:41:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 0.9056, loss: 0.9056 2023-12-29 00:54:21,104 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 19:40:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 0.8070, loss: 0.8070 2023-12-29 00:54:46,534 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 19:40:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 0.8433, loss: 0.8433 2023-12-29 00:55:12,083 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 19:39:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9663, loss_cls: 0.8685, loss: 0.8685 2023-12-29 00:55:37,585 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 19:39:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 0.8607, loss: 0.8607 2023-12-29 00:56:03,144 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 19:38:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 0.9262, loss: 0.9262 2023-12-29 00:56:28,652 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 19:38:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 0.9419, loss: 0.9419 2023-12-29 00:56:54,435 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 19:38:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 0.9047, loss: 0.9047 2023-12-29 00:57:20,125 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 19:37:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 0.8755, loss: 0.8755 2023-12-29 00:57:45,758 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 19:37:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 0.8549, loss: 0.8549 2023-12-29 00:58:11,374 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 19:36:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 0.8862, loss: 0.8862 2023-12-29 00:58:36,631 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 19:36:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9700, loss_cls: 0.8594, loss: 0.8594 2023-12-29 00:58:47,491 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-29 01:02:36,945 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 01:02:37,467 - pyskl - INFO - top1_acc 0.7407 top5_acc 0.9433 2023-12-29 01:02:37,490 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7407, top5_acc: 0.9433 2023-12-29 01:03:32,398 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 19:35:56, time: 0.549, data_time: 0.296, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 0.8336, loss: 0.8336 2023-12-29 01:03:57,686 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 19:35:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.8083, loss: 0.8083 2023-12-29 01:04:23,241 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 19:35:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.8305, loss: 0.8305 2023-12-29 01:04:48,438 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 19:34:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 0.8365, loss: 0.8365 2023-12-29 01:05:13,442 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 19:34:10, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.8681, loss: 0.8681 2023-12-29 01:05:38,436 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 19:33:43, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 0.8776, loss: 0.8776 2023-12-29 01:06:03,568 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 19:33:17, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.8344, loss: 0.8344 2023-12-29 01:06:29,227 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 19:32:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 0.8400, loss: 0.8400 2023-12-29 01:06:54,924 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 19:32:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.8291, loss: 0.8291 2023-12-29 01:07:20,306 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 19:31:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.7939, loss: 0.7939 2023-12-29 01:07:45,770 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 19:31:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 0.8053, loss: 0.8053 2023-12-29 01:08:10,896 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 19:31:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 0.8549, loss: 0.8549 2023-12-29 01:08:36,381 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 19:30:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.8211, loss: 0.8211 2023-12-29 01:09:01,892 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 19:30:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.8583, loss: 0.8583 2023-12-29 01:09:27,407 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 19:29:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 0.8434, loss: 0.8434 2023-12-29 01:09:53,051 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 19:29:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9688, loss_cls: 0.8293, loss: 0.8293 2023-12-29 01:10:18,179 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 19:28:53, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.7902, loss: 0.7902 2023-12-29 01:10:43,592 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 19:28:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 0.8804, loss: 0.8804 2023-12-29 01:11:09,336 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 19:28:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 0.9736, loss: 0.9736 2023-12-29 01:11:34,754 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 19:27:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.8339, loss: 0.8339 2023-12-29 01:12:00,366 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 19:27:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 0.9203, loss: 0.9203 2023-12-29 01:12:26,018 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 19:26:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.7940, loss: 0.7940 2023-12-29 01:12:51,553 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 19:26:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 0.8902, loss: 0.8902 2023-12-29 01:13:17,179 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 19:25:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.8902, loss: 0.8902 2023-12-29 01:13:42,763 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 19:25:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 0.8192, loss: 0.8192 2023-12-29 01:14:08,325 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 19:24:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.8826, loss: 0.8826 2023-12-29 01:14:33,653 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 19:24:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 0.9084, loss: 0.9084 2023-12-29 01:14:59,078 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 19:24:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 0.9019, loss: 0.9019 2023-12-29 01:15:24,396 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 19:23:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 0.9256, loss: 0.9256 2023-12-29 01:15:49,631 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 19:23:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 0.9672, loss: 0.9672 2023-12-29 01:16:15,137 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 19:22:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 0.8681, loss: 0.8681 2023-12-29 01:16:40,546 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 19:22:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.8556, loss: 0.8556 2023-12-29 01:17:06,026 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 19:21:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 0.8960, loss: 0.8960 2023-12-29 01:17:31,541 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 19:21:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 0.9330, loss: 0.9330 2023-12-29 01:17:57,157 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 19:20:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 0.8398, loss: 0.8398 2023-12-29 01:18:22,510 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 19:20:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.8127, loss: 0.8127 2023-12-29 01:18:47,879 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 19:20:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 0.9774, loss: 0.9774 2023-12-29 01:19:13,515 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 19:19:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 0.8884, loss: 0.8884 2023-12-29 01:19:38,980 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 19:19:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9681, loss_cls: 0.8690, loss: 0.8690 2023-12-29 01:19:50,024 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-29 01:23:40,026 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 01:23:40,544 - pyskl - INFO - top1_acc 0.7530 top5_acc 0.9432 2023-12-29 01:23:40,568 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7530, top5_acc: 0.9432 2023-12-29 01:24:35,814 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 19:18:53, time: 0.552, data_time: 0.299, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 0.8457, loss: 0.8457 2023-12-29 01:25:01,100 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 19:18:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 0.8279, loss: 0.8279 2023-12-29 01:25:26,439 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 19:18:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 0.8782, loss: 0.8782 2023-12-29 01:25:51,840 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 19:17:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.8568, loss: 0.8568 2023-12-29 01:26:16,924 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 19:17:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.7921, loss: 0.7921 2023-12-29 01:26:42,194 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 19:16:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.8275, loss: 0.8275 2023-12-29 01:27:07,531 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 19:16:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 0.8537, loss: 0.8537 2023-12-29 01:27:32,812 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 19:15:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9675, loss_cls: 0.8974, loss: 0.8974 2023-12-29 01:27:58,276 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 19:15:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 0.8262, loss: 0.8262 2023-12-29 01:28:23,413 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 19:14:54, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 0.8565, loss: 0.8565 2023-12-29 01:28:48,607 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 19:14:27, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.8130, loss: 0.8130 2023-12-29 01:29:14,207 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 19:14:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 0.8569, loss: 0.8569 2023-12-29 01:29:39,739 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 19:13:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9681, loss_cls: 0.8696, loss: 0.8696 2023-12-29 01:30:05,328 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 19:13:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.8705, loss: 0.8705 2023-12-29 01:30:31,072 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 19:12:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.8422, loss: 0.8422 2023-12-29 01:30:56,408 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 19:12:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 0.8396, loss: 0.8396 2023-12-29 01:31:21,775 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 19:11:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.8054, loss: 0.8054 2023-12-29 01:31:47,453 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 19:11:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 0.8338, loss: 0.8338 2023-12-29 01:32:13,022 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 19:10:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 0.8795, loss: 0.8795 2023-12-29 01:32:38,515 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 19:10:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 0.8629, loss: 0.8629 2023-12-29 01:33:03,755 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 19:10:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9675, loss_cls: 0.8840, loss: 0.8840 2023-12-29 01:33:29,096 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 19:09:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 0.9041, loss: 0.9041 2023-12-29 01:33:54,678 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 19:09:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 0.8477, loss: 0.8477 2023-12-29 01:34:20,111 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 19:08:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.7905, loss: 0.7905 2023-12-29 01:34:45,150 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 19:08:18, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 0.8612, loss: 0.8612 2023-12-29 01:35:10,163 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 19:07:51, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 0.8162, loss: 0.8162 2023-12-29 01:35:35,286 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 19:07:25, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 0.8771, loss: 0.8771 2023-12-29 01:36:00,682 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 19:06:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 0.8400, loss: 0.8400 2023-12-29 01:36:26,228 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 19:06:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 0.8461, loss: 0.8461 2023-12-29 01:36:51,474 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 19:06:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 0.8396, loss: 0.8396 2023-12-29 01:37:16,956 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 19:05:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.7751, loss: 0.7751 2023-12-29 01:37:42,452 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 19:05:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 0.7927, loss: 0.7927 2023-12-29 01:38:07,746 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 19:04:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.8485, loss: 0.8485 2023-12-29 01:38:33,206 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 19:04:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9738, loss_cls: 0.7983, loss: 0.7983 2023-12-29 01:38:58,702 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 19:03:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.8064, loss: 0.8064 2023-12-29 01:39:24,373 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 19:03:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 0.7871, loss: 0.7871 2023-12-29 01:39:50,089 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 19:03:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 0.8883, loss: 0.8883 2023-12-29 01:40:15,850 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 19:02:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 0.8463, loss: 0.8463 2023-12-29 01:40:41,321 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 19:02:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.8497, loss: 0.8497 2023-12-29 01:40:52,299 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-29 01:44:42,028 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 01:44:42,547 - pyskl - INFO - top1_acc 0.7459 top5_acc 0.9385 2023-12-29 01:44:42,570 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7459, top5_acc: 0.9385 2023-12-29 01:45:38,490 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 19:01:48, time: 0.559, data_time: 0.305, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 0.8477, loss: 0.8477 2023-12-29 01:46:03,978 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 19:01:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.8626, loss: 0.8626 2023-12-29 01:46:29,563 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 19:00:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 0.7867, loss: 0.7867 2023-12-29 01:46:55,340 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 19:00:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.7821, loss: 0.7821 2023-12-29 01:47:20,718 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 19:00:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 0.8072, loss: 0.8072 2023-12-29 01:47:46,389 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 18:59:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.8138, loss: 0.8138 2023-12-29 01:48:11,827 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 18:59:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7582, loss: 0.7582 2023-12-29 01:48:37,294 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 18:58:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9663, loss_cls: 0.8558, loss: 0.8558 2023-12-29 01:49:02,726 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 18:58:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.8347, loss: 0.8347 2023-12-29 01:49:28,078 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 18:57:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.7758, loss: 0.7758 2023-12-29 01:49:53,500 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 18:57:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 0.8491, loss: 0.8491 2023-12-29 01:50:19,001 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 18:56:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8622, loss: 0.8622 2023-12-29 01:50:44,419 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 18:56:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9644, loss_cls: 0.9013, loss: 0.9013 2023-12-29 01:51:09,769 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 18:56:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 0.8768, loss: 0.8768 2023-12-29 01:51:35,512 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 18:55:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.8179, loss: 0.8179 2023-12-29 01:52:01,326 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 18:55:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.8915, loss: 0.8915 2023-12-29 01:52:26,996 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 18:54:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.8501, loss: 0.8501 2023-12-29 01:52:52,540 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 18:54:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.8242, loss: 0.8242 2023-12-29 01:53:18,118 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 18:53:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8378, loss: 0.8378 2023-12-29 01:53:43,756 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 18:53:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 0.8724, loss: 0.8724 2023-12-29 01:54:09,218 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 18:53:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 0.9259, loss: 0.9259 2023-12-29 01:54:34,624 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 18:52:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 0.8941, loss: 0.8941 2023-12-29 01:55:00,318 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 18:52:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9650, loss_cls: 0.8963, loss: 0.8963 2023-12-29 01:55:25,937 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 18:51:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 0.8219, loss: 0.8219 2023-12-29 01:55:51,422 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 18:51:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9706, loss_cls: 0.8164, loss: 0.8164 2023-12-29 01:56:16,898 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 18:50:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.8198, loss: 0.8198 2023-12-29 01:56:42,408 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 18:50:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 0.8505, loss: 0.8505 2023-12-29 01:57:07,666 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 18:49:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8235, loss: 0.8235 2023-12-29 01:57:33,002 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 18:49:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 0.8238, loss: 0.8238 2023-12-29 01:57:58,471 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 18:49:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9663, loss_cls: 0.9175, loss: 0.9175 2023-12-29 01:58:24,038 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 18:48:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 0.8782, loss: 0.8782 2023-12-29 01:58:49,462 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 18:48:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.8459, loss: 0.8459 2023-12-29 01:59:15,103 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 18:47:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 0.9054, loss: 0.9054 2023-12-29 01:59:40,532 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 18:47:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.8085, loss: 0.8085 2023-12-29 02:00:06,114 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 18:46:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 0.8800, loss: 0.8800 2023-12-29 02:00:31,671 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 18:46:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 0.9403, loss: 0.9403 2023-12-29 02:00:57,164 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 18:46:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 0.8779, loss: 0.8779 2023-12-29 02:01:22,744 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 18:45:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.8718, loss: 0.8718 2023-12-29 02:01:48,374 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 18:45:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.8277, loss: 0.8277 2023-12-29 02:01:59,496 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-29 02:05:49,117 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 02:05:49,639 - pyskl - INFO - top1_acc 0.7495 top5_acc 0.9427 2023-12-29 02:05:49,663 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.7495, top5_acc: 0.9427 2023-12-29 02:06:46,036 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 18:44:48, time: 0.564, data_time: 0.309, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 0.9030, loss: 0.9030 2023-12-29 02:07:11,429 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 18:44:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 0.8433, loss: 0.8433 2023-12-29 02:07:36,840 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 18:43:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 0.8354, loss: 0.8354 2023-12-29 02:08:02,322 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 18:43:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.7824, loss: 0.7824 2023-12-29 02:08:27,652 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 18:43:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9875, loss_cls: 0.7079, loss: 0.7079 2023-12-29 02:08:53,215 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 18:42:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9694, loss_cls: 0.8130, loss: 0.8130 2023-12-29 02:09:18,380 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 18:42:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.8015, loss: 0.8015 2023-12-29 02:09:43,415 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 18:41:43, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7467, loss: 0.7467 2023-12-29 02:10:08,584 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 18:41:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 0.7929, loss: 0.7929 2023-12-29 02:10:33,975 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 18:40:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.7707, loss: 0.7707 2023-12-29 02:10:59,558 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 18:40:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 0.7868, loss: 0.7868 2023-12-29 02:11:24,734 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 18:39:57, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.8319, loss: 0.8319 2023-12-29 02:11:50,394 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 18:39:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 0.9033, loss: 0.9033 2023-12-29 02:12:15,771 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 18:39:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.8459, loss: 0.8459 2023-12-29 02:12:41,282 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 18:38:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 0.8062, loss: 0.8062 2023-12-29 02:13:06,664 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 18:38:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 0.8678, loss: 0.8678 2023-12-29 02:13:32,134 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 18:37:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.8538, loss: 0.8538 2023-12-29 02:13:57,528 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 18:37:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 0.7977, loss: 0.7977 2023-12-29 02:14:23,174 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 18:36:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 0.8243, loss: 0.8243 2023-12-29 02:14:48,557 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 18:36:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9694, loss_cls: 0.8558, loss: 0.8558 2023-12-29 02:15:13,854 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 18:36:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.7561, loss: 0.7561 2023-12-29 02:15:39,337 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 18:35:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 0.8313, loss: 0.8313 2023-12-29 02:16:04,758 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 18:35:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 0.8631, loss: 0.8631 2023-12-29 02:16:30,388 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 18:34:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.7785, loss: 0.7785 2023-12-29 02:16:55,550 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 18:34:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9688, loss_cls: 0.8346, loss: 0.8346 2023-12-29 02:17:20,645 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 18:33:48, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 0.8639, loss: 0.8639 2023-12-29 02:17:45,701 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 18:33:21, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.8122, loss: 0.8122 2023-12-29 02:18:10,763 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 18:32:54, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 0.8710, loss: 0.8710 2023-12-29 02:18:36,012 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 18:32:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.8785, loss: 0.8785 2023-12-29 02:19:01,459 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 18:32:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 0.8008, loss: 0.8008 2023-12-29 02:19:26,806 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 18:31:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 0.8314, loss: 0.8314 2023-12-29 02:19:51,896 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 18:31:09, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 0.8449, loss: 0.8449 2023-12-29 02:20:17,009 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 18:30:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 0.8858, loss: 0.8858 2023-12-29 02:20:42,478 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 18:30:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 0.7557, loss: 0.7557 2023-12-29 02:21:08,132 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 18:29:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9681, loss_cls: 0.8825, loss: 0.8825 2023-12-29 02:21:33,462 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 18:29:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.8376, loss: 0.8376 2023-12-29 02:21:58,708 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 18:28:57, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9669, loss_cls: 0.8079, loss: 0.8079 2023-12-29 02:22:24,396 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 18:28:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 0.8118, loss: 0.8118 2023-12-29 02:22:50,089 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 18:28:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 0.8444, loss: 0.8444 2023-12-29 02:23:00,894 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-29 02:26:50,648 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 02:26:51,171 - pyskl - INFO - top1_acc 0.7473 top5_acc 0.9437 2023-12-29 02:26:51,195 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7473, top5_acc: 0.9437 2023-12-29 02:27:46,829 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 18:27:43, time: 0.556, data_time: 0.301, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.7843, loss: 0.7843 2023-12-29 02:28:12,380 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 18:27:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.7424, loss: 0.7424 2023-12-29 02:28:37,884 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 18:26:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 0.8068, loss: 0.8068 2023-12-29 02:29:03,108 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 18:26:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 0.8015, loss: 0.8015 2023-12-29 02:29:28,422 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 18:25:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9688, loss_cls: 0.7730, loss: 0.7730 2023-12-29 02:29:53,881 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 18:25:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9719, loss_cls: 0.8139, loss: 0.8139 2023-12-29 02:30:19,344 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 18:25:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.7737, loss: 0.7737 2023-12-29 02:30:44,641 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 18:24:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 0.8179, loss: 0.8179 2023-12-29 02:31:09,808 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 18:24:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 0.7378, loss: 0.7378 2023-12-29 02:31:35,013 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 18:23:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 0.8228, loss: 0.8228 2023-12-29 02:32:00,501 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 18:23:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 0.8470, loss: 0.8470 2023-12-29 02:32:25,711 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 18:22:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 0.7920, loss: 0.7920 2023-12-29 02:32:51,075 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 18:22:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.8187, loss: 0.8187 2023-12-29 02:33:16,527 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 18:21:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 0.8275, loss: 0.8275 2023-12-29 02:33:41,888 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 18:21:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 0.8486, loss: 0.8486 2023-12-29 02:34:07,526 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 18:21:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 0.8186, loss: 0.8186 2023-12-29 02:34:33,063 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 18:20:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 0.8522, loss: 0.8522 2023-12-29 02:34:58,509 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 18:20:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 0.8937, loss: 0.8937 2023-12-29 02:35:23,554 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 18:19:47, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 0.7968, loss: 0.7968 2023-12-29 02:35:48,622 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 18:19:21, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 0.8587, loss: 0.8587 2023-12-29 02:36:13,672 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 18:18:54, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.8773, loss: 0.8773 2023-12-29 02:36:39,004 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 18:18:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.8018, loss: 0.8018 2023-12-29 02:37:04,596 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 18:18:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 0.7987, loss: 0.7987 2023-12-29 02:37:30,207 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 18:17:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 0.8270, loss: 0.8270 2023-12-29 02:37:55,733 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 18:17:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.8334, loss: 0.8334 2023-12-29 02:38:21,077 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 18:16:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.8212, loss: 0.8212 2023-12-29 02:38:46,352 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 18:16:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 0.8326, loss: 0.8326 2023-12-29 02:39:11,840 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 18:15:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.8242, loss: 0.8242 2023-12-29 02:39:37,312 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 18:15:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 0.8590, loss: 0.8590 2023-12-29 02:40:03,042 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 18:14:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9669, loss_cls: 0.8552, loss: 0.8552 2023-12-29 02:40:28,484 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 18:14:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 0.7672, loss: 0.7672 2023-12-29 02:40:53,785 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 18:14:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 0.8785, loss: 0.8785 2023-12-29 02:41:19,145 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 18:13:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.8281, loss: 0.8281 2023-12-29 02:41:44,529 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 18:13:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 0.8850, loss: 0.8850 2023-12-29 02:42:09,874 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 18:12:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9825, loss_cls: 0.8058, loss: 0.8058 2023-12-29 02:42:35,403 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 18:12:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.8717, loss: 0.8717 2023-12-29 02:43:01,033 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 18:11:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 0.8319, loss: 0.8319 2023-12-29 02:43:26,844 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 18:11:27, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 0.8881, loss: 0.8881 2023-12-29 02:43:52,596 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 18:11:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 0.8159, loss: 0.8159 2023-12-29 02:44:03,477 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-29 02:47:52,910 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 02:47:53,424 - pyskl - INFO - top1_acc 0.7737 top5_acc 0.9521 2023-12-29 02:47:53,447 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7737, top5_acc: 0.9521 2023-12-29 02:48:48,792 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 18:10:38, time: 0.553, data_time: 0.300, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.6856, loss: 0.6856 2023-12-29 02:49:14,247 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 18:10:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.7376, loss: 0.7376 2023-12-29 02:49:39,578 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 18:09:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.7874, loss: 0.7874 2023-12-29 02:50:05,262 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 18:09:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9725, loss_cls: 0.7713, loss: 0.7713 2023-12-29 02:50:30,420 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 18:08:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.7870, loss: 0.7870 2023-12-29 02:50:56,052 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 18:08:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.8451, loss: 0.8451 2023-12-29 02:51:21,524 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 18:08:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.7793, loss: 0.7793 2023-12-29 02:51:46,853 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 18:07:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 0.7574, loss: 0.7574 2023-12-29 02:52:12,393 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 18:07:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 0.7348, loss: 0.7348 2023-12-29 02:52:37,918 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 18:06:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9712, loss_cls: 0.8242, loss: 0.8242 2023-12-29 02:53:03,430 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 18:06:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.8023, loss: 0.8023 2023-12-29 02:53:28,958 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 18:05:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.7755, loss: 0.7755 2023-12-29 02:53:54,486 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 18:05:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 0.8440, loss: 0.8440 2023-12-29 02:54:19,922 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 18:04:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 0.7556, loss: 0.7556 2023-12-29 02:54:45,393 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 18:04:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 0.8121, loss: 0.8121 2023-12-29 02:55:11,098 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 18:04:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9706, loss_cls: 0.8123, loss: 0.8123 2023-12-29 02:55:36,828 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 18:03:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 0.8530, loss: 0.8530 2023-12-29 02:56:02,206 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 18:03:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.8319, loss: 0.8319 2023-12-29 02:56:27,788 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 18:02:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9681, loss_cls: 0.8007, loss: 0.8007 2023-12-29 02:56:53,452 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 18:02:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 0.7864, loss: 0.7864 2023-12-29 02:57:19,090 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 18:01:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.8431, loss: 0.8431 2023-12-29 02:57:44,632 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 18:01:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 0.8104, loss: 0.8104 2023-12-29 02:58:10,175 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 18:01:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.8181, loss: 0.8181 2023-12-29 02:58:35,692 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 18:00:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 0.8160, loss: 0.8160 2023-12-29 02:59:01,165 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 18:00:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 0.8162, loss: 0.8162 2023-12-29 02:59:26,794 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 17:59:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.8263, loss: 0.8263 2023-12-29 02:59:52,287 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 17:59:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 0.9551, loss: 0.9551 2023-12-29 03:00:17,674 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 17:58:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 0.9205, loss: 0.9205 2023-12-29 03:00:43,107 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 17:58:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 0.8643, loss: 0.8643 2023-12-29 03:01:08,641 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 17:57:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 0.8021, loss: 0.8021 2023-12-29 03:01:34,106 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 17:57:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.8331, loss: 0.8331 2023-12-29 03:01:59,450 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 17:57:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 0.8263, loss: 0.8263 2023-12-29 03:02:24,868 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 17:56:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 0.7912, loss: 0.7912 2023-12-29 03:02:50,532 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 17:56:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 0.8623, loss: 0.8623 2023-12-29 03:03:16,427 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 17:55:45, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 0.8714, loss: 0.8714 2023-12-29 03:03:42,264 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 17:55:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.7894, loss: 0.7894 2023-12-29 03:04:07,894 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 17:54:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 0.7895, loss: 0.7895 2023-12-29 03:04:33,718 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 17:54:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.7829, loss: 0.7829 2023-12-29 03:04:59,481 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 17:54:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9625, loss_cls: 0.8965, loss: 0.8965 2023-12-29 03:05:10,507 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-29 03:09:00,085 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 03:09:00,606 - pyskl - INFO - top1_acc 0.7528 top5_acc 0.9458 2023-12-29 03:09:00,629 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7528, top5_acc: 0.9458 2023-12-29 03:09:55,907 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 17:53:38, time: 0.553, data_time: 0.300, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 0.7376, loss: 0.7376 2023-12-29 03:10:21,185 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 17:53:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 0.7443, loss: 0.7443 2023-12-29 03:10:46,736 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 17:52:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.7095, loss: 0.7095 2023-12-29 03:11:12,315 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 17:52:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.7565, loss: 0.7565 2023-12-29 03:11:37,645 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 17:51:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7451, loss: 0.7451 2023-12-29 03:12:03,184 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 17:51:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 0.7308, loss: 0.7308 2023-12-29 03:12:28,846 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 17:51:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 0.7490, loss: 0.7490 2023-12-29 03:12:54,334 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 17:50:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.7398, loss: 0.7398 2023-12-29 03:13:19,821 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 17:50:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 0.7938, loss: 0.7938 2023-12-29 03:13:45,178 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 17:49:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.8607, loss: 0.8607 2023-12-29 03:14:10,655 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 17:49:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 0.7729, loss: 0.7729 2023-12-29 03:14:36,050 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 17:48:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.7813, loss: 0.7813 2023-12-29 03:15:01,619 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 17:48:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 0.7905, loss: 0.7905 2023-12-29 03:15:26,916 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 17:47:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 0.8479, loss: 0.8479 2023-12-29 03:15:52,498 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 17:47:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.7952, loss: 0.7952 2023-12-29 03:16:17,938 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 17:47:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.8164, loss: 0.8164 2023-12-29 03:16:43,848 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 17:46:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 0.8063, loss: 0.8063 2023-12-29 03:17:09,497 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 17:46:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 0.7894, loss: 0.7894 2023-12-29 03:17:34,840 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 17:45:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.7897, loss: 0.7897 2023-12-29 03:18:00,253 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 17:45:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 0.7438, loss: 0.7438 2023-12-29 03:18:25,933 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 17:44:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7544, loss: 0.7544 2023-12-29 03:18:51,746 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 17:44:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.7986, loss: 0.7986 2023-12-29 03:19:17,355 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 17:44:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.7714, loss: 0.7714 2023-12-29 03:19:42,958 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 17:43:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.7579, loss: 0.7579 2023-12-29 03:20:08,636 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 17:43:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.8359, loss: 0.8359 2023-12-29 03:20:34,005 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 17:42:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 0.8012, loss: 0.8012 2023-12-29 03:20:59,332 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 17:42:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 0.7810, loss: 0.7810 2023-12-29 03:21:24,695 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 17:41:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9681, loss_cls: 0.8076, loss: 0.8076 2023-12-29 03:21:50,260 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 17:41:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 0.7534, loss: 0.7534 2023-12-29 03:22:15,690 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 17:40:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 0.8379, loss: 0.8379 2023-12-29 03:22:41,090 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 17:40:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 0.7889, loss: 0.7889 2023-12-29 03:23:06,330 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 17:40:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 0.7842, loss: 0.7842 2023-12-29 03:23:31,716 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 17:39:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 0.8243, loss: 0.8243 2023-12-29 03:23:57,260 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 17:39:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9719, loss_cls: 0.8193, loss: 0.8193 2023-12-29 03:24:23,055 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 17:38:44, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.8006, loss: 0.8006 2023-12-29 03:24:48,838 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 17:38:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9731, loss_cls: 0.8041, loss: 0.8041 2023-12-29 03:25:14,605 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 17:37:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 0.8168, loss: 0.8168 2023-12-29 03:25:40,166 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 17:37:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.8684, loss: 0.8684 2023-12-29 03:26:05,923 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 17:36:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 0.8784, loss: 0.8784 2023-12-29 03:26:16,778 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-29 03:30:06,368 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 03:30:06,891 - pyskl - INFO - top1_acc 0.7447 top5_acc 0.9390 2023-12-29 03:30:06,914 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.7447, top5_acc: 0.9390 2023-12-29 03:31:02,541 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 17:36:37, time: 0.556, data_time: 0.303, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 0.7384, loss: 0.7384 2023-12-29 03:31:27,867 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 17:36:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.7712, loss: 0.7712 2023-12-29 03:31:53,501 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 17:35:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 0.7429, loss: 0.7429 2023-12-29 03:32:19,194 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 17:35:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 0.7650, loss: 0.7650 2023-12-29 03:32:44,835 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 17:34:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.7681, loss: 0.7681 2023-12-29 03:33:10,182 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 17:34:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.7647, loss: 0.7647 2023-12-29 03:33:35,715 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 17:33:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 0.7438, loss: 0.7438 2023-12-29 03:34:01,114 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 17:33:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.7969, loss: 0.7969 2023-12-29 03:34:26,517 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 17:33:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7513, loss: 0.7513 2023-12-29 03:34:51,820 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 17:32:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.8242, loss: 0.8242 2023-12-29 03:35:17,142 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 17:32:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 0.7183, loss: 0.7183 2023-12-29 03:35:42,441 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 17:31:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.7785, loss: 0.7785 2023-12-29 03:36:07,825 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 17:31:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 0.7710, loss: 0.7710 2023-12-29 03:36:33,285 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 17:30:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.8046, loss: 0.8046 2023-12-29 03:36:58,789 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 17:30:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.7733, loss: 0.7733 2023-12-29 03:37:24,233 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 17:30:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 0.8732, loss: 0.8732 2023-12-29 03:37:50,160 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 17:29:36, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 0.7611, loss: 0.7611 2023-12-29 03:38:15,603 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 17:29:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 0.7508, loss: 0.7508 2023-12-29 03:38:41,107 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 17:28:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 0.7632, loss: 0.7632 2023-12-29 03:39:06,881 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 17:28:17, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 0.7503, loss: 0.7503 2023-12-29 03:39:32,201 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 17:27:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 0.7921, loss: 0.7921 2023-12-29 03:39:57,958 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 17:27:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.7276, loss: 0.7276 2023-12-29 03:40:23,498 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 17:26:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.7614, loss: 0.7614 2023-12-29 03:40:48,891 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 17:26:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.7716, loss: 0.7716 2023-12-29 03:41:14,247 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 17:26:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 0.8016, loss: 0.8016 2023-12-29 03:41:39,874 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 17:25:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.8474, loss: 0.8474 2023-12-29 03:42:05,567 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 17:25:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.8211, loss: 0.8211 2023-12-29 03:42:31,266 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 17:24:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 0.7717, loss: 0.7717 2023-12-29 03:42:56,714 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 17:24:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9756, loss_cls: 0.7425, loss: 0.7425 2023-12-29 03:43:22,289 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 17:23:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.8166, loss: 0.8166 2023-12-29 03:43:47,643 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 17:23:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 0.7827, loss: 0.7827 2023-12-29 03:44:12,935 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 17:23:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.7830, loss: 0.7830 2023-12-29 03:44:38,325 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 17:22:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.7840, loss: 0.7840 2023-12-29 03:45:03,769 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 17:22:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7714, loss: 0.7714 2023-12-29 03:45:29,394 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 17:21:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.7648, loss: 0.7648 2023-12-29 03:45:55,055 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 17:21:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 0.8065, loss: 0.8065 2023-12-29 03:46:20,756 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 17:20:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 0.7848, loss: 0.7848 2023-12-29 03:46:46,490 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 17:20:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 0.8326, loss: 0.8326 2023-12-29 03:47:12,111 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 17:19:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 0.8525, loss: 0.8525 2023-12-29 03:47:23,187 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-29 03:51:12,924 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 03:51:13,448 - pyskl - INFO - top1_acc 0.7753 top5_acc 0.9527 2023-12-29 03:51:13,471 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7753, top5_acc: 0.9527 2023-12-29 03:52:09,141 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 17:19:35, time: 0.557, data_time: 0.303, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 0.8204, loss: 0.8204 2023-12-29 03:52:34,871 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 17:19:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 0.7975, loss: 0.7975 2023-12-29 03:53:00,298 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 17:18:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9744, loss_cls: 0.6982, loss: 0.6982 2023-12-29 03:53:26,056 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 17:18:17, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.8405, loss: 0.8405 2023-12-29 03:53:51,389 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 17:17:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 0.7514, loss: 0.7514 2023-12-29 03:54:16,674 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 17:17:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.7820, loss: 0.7820 2023-12-29 03:54:42,077 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 17:16:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 0.7675, loss: 0.7675 2023-12-29 03:55:07,638 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 17:16:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.7527, loss: 0.7527 2023-12-29 03:55:33,078 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 17:16:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.7310, loss: 0.7310 2023-12-29 03:55:58,434 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 17:15:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 0.7882, loss: 0.7882 2023-12-29 03:56:23,666 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 17:15:12, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.7850, loss: 0.7850 2023-12-29 03:56:49,145 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 17:14:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.7400, loss: 0.7400 2023-12-29 03:57:14,291 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 17:14:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 0.6959, loss: 0.6959 2023-12-29 03:57:39,557 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 17:13:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.7116, loss: 0.7116 2023-12-29 03:58:04,583 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 17:13:26, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.7656, loss: 0.7656 2023-12-29 03:58:29,683 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 17:13:00, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.7676, loss: 0.7676 2023-12-29 03:58:55,070 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 17:12:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 0.7188, loss: 0.7188 2023-12-29 03:59:20,725 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 17:12:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.8312, loss: 0.8312 2023-12-29 03:59:46,212 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 17:11:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7312, loss: 0.7312 2023-12-29 04:00:11,699 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 17:11:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 0.7816, loss: 0.7816 2023-12-29 04:00:37,324 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 17:10:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.8125, loss: 0.8125 2023-12-29 04:01:02,769 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 17:10:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 0.8596, loss: 0.8596 2023-12-29 04:01:28,099 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 17:09:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9712, loss_cls: 0.7749, loss: 0.7749 2023-12-29 04:01:53,625 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 17:09:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9694, loss_cls: 0.7893, loss: 0.7893 2023-12-29 04:02:19,004 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 17:09:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 0.8135, loss: 0.8135 2023-12-29 04:02:44,356 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 17:08:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 0.7334, loss: 0.7334 2023-12-29 04:03:09,760 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 17:08:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 0.7802, loss: 0.7802 2023-12-29 04:03:35,036 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 17:07:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 0.8094, loss: 0.8094 2023-12-29 04:04:00,551 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 17:07:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 0.7823, loss: 0.7823 2023-12-29 04:04:26,120 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 17:06:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 0.7593, loss: 0.7593 2023-12-29 04:04:51,559 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 17:06:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.8442, loss: 0.8442 2023-12-29 04:05:16,808 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 17:05:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 0.8016, loss: 0.8016 2023-12-29 04:05:42,158 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 17:05:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.6623, loss: 0.6623 2023-12-29 04:06:07,868 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 17:05:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 0.7646, loss: 0.7646 2023-12-29 04:06:33,528 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 17:04:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9706, loss_cls: 0.7771, loss: 0.7771 2023-12-29 04:06:59,180 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 17:04:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 0.8591, loss: 0.8591 2023-12-29 04:07:24,890 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 17:03:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.7934, loss: 0.7934 2023-12-29 04:07:50,653 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 17:03:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 0.7370, loss: 0.7370 2023-12-29 04:08:16,366 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 17:02:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.7822, loss: 0.7822 2023-12-29 04:08:27,345 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-29 04:12:16,839 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 04:12:17,393 - pyskl - INFO - top1_acc 0.7645 top5_acc 0.9498 2023-12-29 04:12:17,418 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7645, top5_acc: 0.9498 2023-12-29 04:13:12,229 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 17:02:32, time: 0.548, data_time: 0.299, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.7600, loss: 0.7600 2023-12-29 04:13:37,596 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 17:02:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.6887, loss: 0.6887 2023-12-29 04:14:03,181 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 17:01:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.6992, loss: 0.6992 2023-12-29 04:14:29,184 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 17:01:13, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.7814, loss: 0.7814 2023-12-29 04:14:54,579 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 17:00:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.7600, loss: 0.7600 2023-12-29 04:15:19,680 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 17:00:20, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.7512, loss: 0.7512 2023-12-29 04:15:44,733 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 16:59:54, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.7469, loss: 0.7469 2023-12-29 04:16:10,066 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 16:59:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 0.8353, loss: 0.8353 2023-12-29 04:16:35,654 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 16:59:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.7535, loss: 0.7535 2023-12-29 04:17:01,093 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 16:58:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 0.7655, loss: 0.7655 2023-12-29 04:17:26,507 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 16:58:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.6815, loss: 0.6815 2023-12-29 04:17:51,945 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 16:57:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 0.7031, loss: 0.7031 2023-12-29 04:18:17,309 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 16:57:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.6875, loss: 0.6875 2023-12-29 04:18:42,680 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 16:56:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 0.8318, loss: 0.8318 2023-12-29 04:19:08,038 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 16:56:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 0.7505, loss: 0.7505 2023-12-29 04:19:33,345 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 16:55:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 0.7183, loss: 0.7183 2023-12-29 04:19:58,959 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 16:55:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.7856, loss: 0.7856 2023-12-29 04:20:24,705 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 16:55:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.7964, loss: 0.7964 2023-12-29 04:20:50,236 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 16:54:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.7710, loss: 0.7710 2023-12-29 04:21:15,914 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 16:54:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 0.7886, loss: 0.7886 2023-12-29 04:21:41,339 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 16:53:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.7845, loss: 0.7845 2023-12-29 04:22:06,758 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 16:53:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 0.6602, loss: 0.6602 2023-12-29 04:22:32,415 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 16:52:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 0.7520, loss: 0.7520 2023-12-29 04:22:58,008 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 16:52:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 0.7692, loss: 0.7692 2023-12-29 04:23:23,595 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 16:52:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 0.8069, loss: 0.8069 2023-12-29 04:23:49,275 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 16:51:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.7425, loss: 0.7425 2023-12-29 04:24:14,455 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 16:51:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9725, loss_cls: 0.7928, loss: 0.7928 2023-12-29 04:24:39,891 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 16:50:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 0.7383, loss: 0.7383 2023-12-29 04:25:05,515 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 16:50:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.7480, loss: 0.7480 2023-12-29 04:25:31,066 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 16:49:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 0.8038, loss: 0.8038 2023-12-29 04:25:56,352 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 16:49:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7490, loss: 0.7490 2023-12-29 04:26:21,671 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 16:48:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 0.8617, loss: 0.8617 2023-12-29 04:26:47,075 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 16:48:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 0.8066, loss: 0.8066 2023-12-29 04:27:12,507 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 16:48:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.7165, loss: 0.7165 2023-12-29 04:27:38,327 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 16:47:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7475, loss: 0.7475 2023-12-29 04:28:03,852 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 16:47:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 0.7744, loss: 0.7744 2023-12-29 04:28:29,435 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 16:46:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 0.7652, loss: 0.7652 2023-12-29 04:28:55,174 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 16:46:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.7218, loss: 0.7218 2023-12-29 04:29:20,638 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 16:45:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 0.7600, loss: 0.7600 2023-12-29 04:29:31,349 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-29 04:33:21,374 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 04:33:21,898 - pyskl - INFO - top1_acc 0.7541 top5_acc 0.9461 2023-12-29 04:33:21,922 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.7541, top5_acc: 0.9461 2023-12-29 04:34:17,435 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 16:45:29, time: 0.555, data_time: 0.302, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 0.7508, loss: 0.7508 2023-12-29 04:34:42,882 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 16:45:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 0.7252, loss: 0.7252 2023-12-29 04:35:08,275 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 16:44:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7708, loss: 0.7708 2023-12-29 04:35:34,094 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 16:44:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 0.7005, loss: 0.7005 2023-12-29 04:35:59,384 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 16:43:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 0.7287, loss: 0.7287 2023-12-29 04:36:24,834 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 16:43:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 0.7135, loss: 0.7135 2023-12-29 04:36:50,237 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 16:42:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.7043, loss: 0.7043 2023-12-29 04:37:15,866 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 16:42:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 0.8147, loss: 0.8147 2023-12-29 04:37:41,159 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 16:41:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7162, loss: 0.7162 2023-12-29 04:38:06,427 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 16:41:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.7115, loss: 0.7115 2023-12-29 04:38:31,785 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 16:41:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9706, loss_cls: 0.7660, loss: 0.7660 2023-12-29 04:38:57,174 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 16:40:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.7388, loss: 0.7388 2023-12-29 04:39:22,743 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 16:40:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.7802, loss: 0.7802 2023-12-29 04:39:47,980 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 16:39:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 0.6854, loss: 0.6854 2023-12-29 04:40:13,439 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 16:39:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.7369, loss: 0.7369 2023-12-29 04:40:38,753 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 16:38:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9750, loss_cls: 0.6993, loss: 0.6993 2023-12-29 04:41:04,339 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 16:38:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 0.7990, loss: 0.7990 2023-12-29 04:41:29,880 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 16:38:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.7955, loss: 0.7955 2023-12-29 04:41:55,222 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 16:37:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.7217, loss: 0.7217 2023-12-29 04:42:20,872 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 16:37:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9719, loss_cls: 0.7533, loss: 0.7533 2023-12-29 04:42:46,232 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 16:36:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 0.8277, loss: 0.8277 2023-12-29 04:43:11,733 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 16:36:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 0.7345, loss: 0.7345 2023-12-29 04:43:37,059 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 16:35:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 0.7520, loss: 0.7520 2023-12-29 04:44:02,506 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 16:35:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 0.8415, loss: 0.8415 2023-12-29 04:44:28,001 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 16:34:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.7876, loss: 0.7876 2023-12-29 04:44:53,605 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 16:34:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 0.8353, loss: 0.8353 2023-12-29 04:45:19,136 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 16:34:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.7242, loss: 0.7242 2023-12-29 04:45:44,426 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 16:33:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 0.7576, loss: 0.7576 2023-12-29 04:46:09,855 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 16:33:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 0.8285, loss: 0.8285 2023-12-29 04:46:35,146 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 16:32:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9756, loss_cls: 0.7192, loss: 0.7192 2023-12-29 04:47:00,663 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 16:32:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.6976, loss: 0.6976 2023-12-29 04:47:26,090 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 16:31:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.7325, loss: 0.7325 2023-12-29 04:47:51,825 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 16:31:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.7100, loss: 0.7100 2023-12-29 04:48:17,290 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 16:31:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.7355, loss: 0.7355 2023-12-29 04:48:42,813 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 16:30:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 0.7338, loss: 0.7338 2023-12-29 04:49:08,324 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 16:30:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 0.7859, loss: 0.7859 2023-12-29 04:49:34,221 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 16:29:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.7425, loss: 0.7425 2023-12-29 04:49:59,502 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 16:29:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9706, loss_cls: 0.7738, loss: 0.7738 2023-12-29 04:50:24,923 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 16:28:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.8275, loss: 0.8275 2023-12-29 04:50:35,880 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-29 04:54:25,733 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 04:54:26,253 - pyskl - INFO - top1_acc 0.7700 top5_acc 0.9494 2023-12-29 04:54:26,277 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.7700, top5_acc: 0.9494 2023-12-29 04:55:21,868 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 16:28:26, time: 0.556, data_time: 0.300, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9738, loss_cls: 0.7539, loss: 0.7539 2023-12-29 04:55:47,287 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 16:28:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 0.7742, loss: 0.7742 2023-12-29 04:56:13,004 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 16:27:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.7062, loss: 0.7062 2023-12-29 04:56:38,506 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 16:27:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 0.6365, loss: 0.6365 2023-12-29 04:57:04,064 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 16:26:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.7021, loss: 0.7021 2023-12-29 04:57:29,744 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 16:26:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 0.6657, loss: 0.6657 2023-12-29 04:57:55,403 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 16:25:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.7087, loss: 0.7087 2023-12-29 04:58:20,791 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 16:25:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 0.7401, loss: 0.7401 2023-12-29 04:58:46,171 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 16:24:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.8156, loss: 0.8156 2023-12-29 04:59:11,536 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 16:24:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.7341, loss: 0.7341 2023-12-29 04:59:36,737 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 16:24:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.7271, loss: 0.7271 2023-12-29 05:00:02,136 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 16:23:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.6824, loss: 0.6824 2023-12-29 05:00:27,590 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 16:23:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 0.7645, loss: 0.7645 2023-12-29 05:00:53,004 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 16:22:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.6856, loss: 0.6856 2023-12-29 05:01:18,423 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 16:22:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 0.7773, loss: 0.7773 2023-12-29 05:01:43,703 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 16:21:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9731, loss_cls: 0.7207, loss: 0.7207 2023-12-29 05:02:09,173 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 16:21:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 0.7444, loss: 0.7444 2023-12-29 05:02:34,723 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 16:21:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.6629, loss: 0.6629 2023-12-29 05:03:00,168 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 16:20:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.7116, loss: 0.7116 2023-12-29 05:03:25,767 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 16:20:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 0.7814, loss: 0.7814 2023-12-29 05:03:51,414 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 16:19:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6652, loss: 0.6652 2023-12-29 05:04:16,909 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 16:19:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9762, loss_cls: 0.7018, loss: 0.7018 2023-12-29 05:04:42,590 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 16:18:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.7289, loss: 0.7289 2023-12-29 05:05:07,969 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 16:18:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 0.7326, loss: 0.7326 2023-12-29 05:05:33,392 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 16:17:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.7821, loss: 0.7821 2023-12-29 05:05:58,928 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 16:17:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 0.7833, loss: 0.7833 2023-12-29 05:06:24,731 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 16:17:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 0.7749, loss: 0.7749 2023-12-29 05:06:50,072 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 16:16:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.7359, loss: 0.7359 2023-12-29 05:07:15,561 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 16:16:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 0.8002, loss: 0.8002 2023-12-29 05:07:40,908 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 16:15:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.7629, loss: 0.7629 2023-12-29 05:08:06,174 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 16:15:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.7673, loss: 0.7673 2023-12-29 05:08:31,562 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 16:14:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9744, loss_cls: 0.7541, loss: 0.7541 2023-12-29 05:08:57,004 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 16:14:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 0.6829, loss: 0.6829 2023-12-29 05:09:22,546 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 16:13:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 0.7549, loss: 0.7549 2023-12-29 05:09:48,224 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 16:13:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.7479, loss: 0.7479 2023-12-29 05:10:13,482 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 16:13:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 0.7700, loss: 0.7700 2023-12-29 05:10:39,083 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 16:12:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.7400, loss: 0.7400 2023-12-29 05:11:04,734 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 16:12:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 0.7571, loss: 0.7571 2023-12-29 05:11:30,305 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 16:11:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.7951, loss: 0.7951 2023-12-29 05:11:41,113 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-29 05:15:31,288 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 05:15:31,812 - pyskl - INFO - top1_acc 0.7754 top5_acc 0.9525 2023-12-29 05:15:31,836 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.7754, top5_acc: 0.9525 2023-12-29 05:16:27,924 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 16:11:24, time: 0.561, data_time: 0.307, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 0.6769, loss: 0.6769 2023-12-29 05:16:53,190 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 16:10:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.6924, loss: 0.6924 2023-12-29 05:17:18,460 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 16:10:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 0.7028, loss: 0.7028 2023-12-29 05:17:43,889 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 16:10:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.7010, loss: 0.7010 2023-12-29 05:18:09,410 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 16:09:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.6951, loss: 0.6951 2023-12-29 05:18:34,634 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 16:09:12, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 0.6740, loss: 0.6740 2023-12-29 05:19:00,189 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 16:08:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.6790, loss: 0.6790 2023-12-29 05:19:25,668 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 16:08:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6704, loss: 0.6704 2023-12-29 05:19:50,882 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 16:07:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 0.6716, loss: 0.6716 2023-12-29 05:20:16,281 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 16:07:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9750, loss_cls: 0.6853, loss: 0.6853 2023-12-29 05:20:41,761 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 16:07:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 0.7605, loss: 0.7605 2023-12-29 05:21:07,273 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 16:06:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.6600, loss: 0.6600 2023-12-29 05:21:32,538 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 16:06:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 0.7410, loss: 0.7410 2023-12-29 05:21:58,081 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 16:05:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 0.7880, loss: 0.7880 2023-12-29 05:22:23,572 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 16:05:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.7310, loss: 0.7310 2023-12-29 05:22:48,860 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 16:04:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9750, loss_cls: 0.7302, loss: 0.7302 2023-12-29 05:23:14,133 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 16:04:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.7853, loss: 0.7853 2023-12-29 05:23:39,619 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 16:03:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.7076, loss: 0.7076 2023-12-29 05:24:05,255 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 16:03:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 0.7629, loss: 0.7629 2023-12-29 05:24:30,758 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 16:03:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 0.7846, loss: 0.7846 2023-12-29 05:24:56,271 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 16:02:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 0.7453, loss: 0.7453 2023-12-29 05:25:21,753 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 16:02:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7444, loss: 0.7444 2023-12-29 05:25:47,195 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 16:01:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9744, loss_cls: 0.7289, loss: 0.7289 2023-12-29 05:26:12,407 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 16:01:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 0.7266, loss: 0.7266 2023-12-29 05:26:37,877 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 16:00:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 0.7531, loss: 0.7531 2023-12-29 05:27:03,147 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 16:00:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 0.6870, loss: 0.6870 2023-12-29 05:27:28,659 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 16:00:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.7467, loss: 0.7467 2023-12-29 05:27:54,064 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 15:59:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 0.7721, loss: 0.7721 2023-12-29 05:28:19,552 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 15:59:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.6987, loss: 0.6987 2023-12-29 05:28:44,833 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 15:58:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.7009, loss: 0.7009 2023-12-29 05:29:10,146 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 15:58:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.6908, loss: 0.6908 2023-12-29 05:29:35,312 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 15:57:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 0.6978, loss: 0.6978 2023-12-29 05:30:00,946 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 15:57:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 0.7001, loss: 0.7001 2023-12-29 05:30:26,609 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 15:56:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 0.7482, loss: 0.7482 2023-12-29 05:30:52,137 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 15:56:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 0.8135, loss: 0.8135 2023-12-29 05:31:17,644 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 15:56:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 0.7702, loss: 0.7702 2023-12-29 05:31:43,407 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 15:55:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 0.7822, loss: 0.7822 2023-12-29 05:32:08,955 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 15:55:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 0.7732, loss: 0.7732 2023-12-29 05:32:34,355 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 15:54:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.7114, loss: 0.7114 2023-12-29 05:32:45,334 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-29 05:36:35,010 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 05:36:35,529 - pyskl - INFO - top1_acc 0.7807 top5_acc 0.9568 2023-12-29 05:36:35,534 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_79.pth was removed 2023-12-29 05:36:35,758 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. 2023-12-29 05:36:35,760 - pyskl - INFO - Best top1_acc is 0.7807 at 94 epoch. 2023-12-29 05:36:35,783 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7807, top5_acc: 0.9568 2023-12-29 05:37:31,011 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 15:54:20, time: 0.552, data_time: 0.298, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.7117, loss: 0.7117 2023-12-29 05:37:56,404 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 15:53:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.6249, loss: 0.6249 2023-12-29 05:38:21,917 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 15:53:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.6163, loss: 0.6163 2023-12-29 05:38:47,399 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 15:53:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.6165, loss: 0.6165 2023-12-29 05:39:12,978 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 15:52:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.6669, loss: 0.6669 2023-12-29 05:39:38,403 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 15:52:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 0.7314, loss: 0.7314 2023-12-29 05:40:03,905 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 15:51:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.6957, loss: 0.6957 2023-12-29 05:40:29,364 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 15:51:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 0.7660, loss: 0.7660 2023-12-29 05:40:54,882 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 15:50:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 0.6916, loss: 0.6916 2023-12-29 05:41:20,560 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 15:50:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 0.7378, loss: 0.7378 2023-12-29 05:41:45,975 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 15:49:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.6436, loss: 0.6436 2023-12-29 05:42:11,264 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 15:49:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 0.6793, loss: 0.6793 2023-12-29 05:42:36,691 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 15:49:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9681, loss_cls: 0.7631, loss: 0.7631 2023-12-29 05:43:02,199 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 15:48:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.6726, loss: 0.6726 2023-12-29 05:43:27,658 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 15:48:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.7150, loss: 0.7150 2023-12-29 05:43:53,128 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 15:47:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 0.7260, loss: 0.7260 2023-12-29 05:44:18,691 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 15:47:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 0.6460, loss: 0.6460 2023-12-29 05:44:44,199 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 15:46:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 0.7251, loss: 0.7251 2023-12-29 05:45:09,756 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 15:46:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.7161, loss: 0.7161 2023-12-29 05:45:35,424 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 15:46:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 0.7440, loss: 0.7440 2023-12-29 05:46:01,089 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 15:45:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.7496, loss: 0.7496 2023-12-29 05:46:26,551 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 15:45:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.6923, loss: 0.6923 2023-12-29 05:46:52,149 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 15:44:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.7578, loss: 0.7578 2023-12-29 05:47:17,626 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 15:44:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 0.7470, loss: 0.7470 2023-12-29 05:47:43,218 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 15:43:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 0.7218, loss: 0.7218 2023-12-29 05:48:08,925 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 15:43:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.7468, loss: 0.7468 2023-12-29 05:48:34,499 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 15:42:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 0.6872, loss: 0.6872 2023-12-29 05:49:00,118 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 15:42:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.6541, loss: 0.6541 2023-12-29 05:49:25,463 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 15:42:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.6823, loss: 0.6823 2023-12-29 05:49:50,803 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 15:41:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.7127, loss: 0.7127 2023-12-29 05:50:16,162 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 15:41:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 0.7042, loss: 0.7042 2023-12-29 05:50:41,798 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 15:40:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.7292, loss: 0.7292 2023-12-29 05:51:07,395 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 15:40:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9700, loss_cls: 0.7106, loss: 0.7106 2023-12-29 05:51:33,010 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 15:39:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 0.7380, loss: 0.7380 2023-12-29 05:51:58,915 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 15:39:29, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9750, loss_cls: 0.7225, loss: 0.7225 2023-12-29 05:52:24,677 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 15:39:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 0.7050, loss: 0.7050 2023-12-29 05:52:50,137 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 15:38:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.6795, loss: 0.6795 2023-12-29 05:53:15,680 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 15:38:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.7187, loss: 0.7187 2023-12-29 05:53:40,842 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 15:37:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 0.7441, loss: 0.7441 2023-12-29 05:53:51,619 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-29 05:57:41,959 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 05:57:42,479 - pyskl - INFO - top1_acc 0.7806 top5_acc 0.9562 2023-12-29 05:57:42,502 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.7806, top5_acc: 0.9562 2023-12-29 05:58:37,165 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 15:37:18, time: 0.547, data_time: 0.296, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.7224, loss: 0.7224 2023-12-29 05:59:02,606 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 15:36:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.6270, loss: 0.6270 2023-12-29 05:59:27,754 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 15:36:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.6907, loss: 0.6907 2023-12-29 05:59:53,275 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 15:35:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.6712, loss: 0.6712 2023-12-29 06:00:18,692 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 15:35:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 0.6821, loss: 0.6821 2023-12-29 06:00:44,082 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 15:35:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 0.7042, loss: 0.7042 2023-12-29 06:01:09,433 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 15:34:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.7257, loss: 0.7257 2023-12-29 06:01:34,723 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 15:34:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.7146, loss: 0.7146 2023-12-29 06:02:00,040 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 15:33:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 0.6795, loss: 0.6795 2023-12-29 06:02:25,356 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 15:33:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 0.7503, loss: 0.7503 2023-12-29 06:02:50,953 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 15:32:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.7156, loss: 0.7156 2023-12-29 06:03:16,558 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 15:32:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.6665, loss: 0.6665 2023-12-29 06:03:42,137 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 15:32:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.6754, loss: 0.6754 2023-12-29 06:04:07,776 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 15:31:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 0.7047, loss: 0.7047 2023-12-29 06:04:33,472 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 15:31:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 0.6760, loss: 0.6760 2023-12-29 06:04:59,255 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 15:30:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 0.7274, loss: 0.7274 2023-12-29 06:05:25,054 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 15:30:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 0.6893, loss: 0.6893 2023-12-29 06:05:50,593 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 15:29:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.6556, loss: 0.6556 2023-12-29 06:06:16,200 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 15:29:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9775, loss_cls: 0.6725, loss: 0.6725 2023-12-29 06:06:41,604 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 15:29:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.7317, loss: 0.7317 2023-12-29 06:07:07,185 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 15:28:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.7281, loss: 0.7281 2023-12-29 06:07:32,692 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 15:28:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.7162, loss: 0.7162 2023-12-29 06:07:58,320 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 15:27:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 0.7403, loss: 0.7403 2023-12-29 06:08:23,879 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 15:27:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.6515, loss: 0.6515 2023-12-29 06:08:49,422 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 15:26:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 0.6718, loss: 0.6718 2023-12-29 06:09:15,002 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 15:26:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 0.7657, loss: 0.7657 2023-12-29 06:09:40,397 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 15:25:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.7140, loss: 0.7140 2023-12-29 06:10:05,888 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 15:25:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.7282, loss: 0.7282 2023-12-29 06:10:31,526 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 15:25:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.7543, loss: 0.7543 2023-12-29 06:10:56,827 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 15:24:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.7043, loss: 0.7043 2023-12-29 06:11:22,162 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 15:24:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 0.6963, loss: 0.6963 2023-12-29 06:11:47,587 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 15:23:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 0.6800, loss: 0.6800 2023-12-29 06:12:13,082 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 15:23:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 0.6587, loss: 0.6587 2023-12-29 06:12:38,601 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 15:22:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.7395, loss: 0.7395 2023-12-29 06:13:04,092 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 15:22:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 0.7273, loss: 0.7273 2023-12-29 06:13:29,752 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 15:22:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 0.7241, loss: 0.7241 2023-12-29 06:13:55,421 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 15:21:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 0.6807, loss: 0.6807 2023-12-29 06:14:20,863 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 15:21:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 0.7713, loss: 0.7713 2023-12-29 06:14:46,442 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 15:20:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.7303, loss: 0.7303 2023-12-29 06:14:57,448 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-29 06:18:48,227 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 06:18:48,748 - pyskl - INFO - top1_acc 0.7632 top5_acc 0.9478 2023-12-29 06:18:48,771 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.7632, top5_acc: 0.9478 2023-12-29 06:19:43,923 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 15:20:16, time: 0.551, data_time: 0.300, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.7055, loss: 0.7055 2023-12-29 06:20:08,922 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 15:19:50, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.6590, loss: 0.6590 2023-12-29 06:20:34,016 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 15:19:23, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.6394, loss: 0.6394 2023-12-29 06:20:59,315 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 15:18:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 0.6976, loss: 0.6976 2023-12-29 06:21:24,412 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 15:18:30, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.6525, loss: 0.6525 2023-12-29 06:21:49,426 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 15:18:04, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.6123, loss: 0.6123 2023-12-29 06:22:14,474 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 15:17:37, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.7066, loss: 0.7066 2023-12-29 06:22:39,547 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 15:17:11, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.7251, loss: 0.7251 2023-12-29 06:23:05,042 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 15:16:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.6232, loss: 0.6232 2023-12-29 06:23:30,645 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 15:16:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 0.6770, loss: 0.6770 2023-12-29 06:23:56,048 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 15:15:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.6452, loss: 0.6452 2023-12-29 06:24:21,322 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 15:15:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 0.6956, loss: 0.6956 2023-12-29 06:24:46,789 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 15:15:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 0.6776, loss: 0.6776 2023-12-29 06:25:12,190 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 15:14:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.7078, loss: 0.7078 2023-12-29 06:25:37,543 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 15:14:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 0.6593, loss: 0.6593 2023-12-29 06:26:03,054 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 15:13:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7058, loss: 0.7058 2023-12-29 06:26:28,456 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 15:13:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6581, loss: 0.6581 2023-12-29 06:26:53,913 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 15:12:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6744, loss: 0.6744 2023-12-29 06:27:19,535 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 15:12:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.7002, loss: 0.7002 2023-12-29 06:27:44,878 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 15:11:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.7213, loss: 0.7213 2023-12-29 06:28:09,942 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 15:11:29, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.6851, loss: 0.6851 2023-12-29 06:28:34,978 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 15:11:03, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 0.6435, loss: 0.6435 2023-12-29 06:29:00,104 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 15:10:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.7050, loss: 0.7050 2023-12-29 06:29:25,155 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 15:10:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.7108, loss: 0.7108 2023-12-29 06:29:50,656 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 15:09:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9694, loss_cls: 0.7498, loss: 0.7498 2023-12-29 06:30:16,175 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 15:09:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 0.6722, loss: 0.6722 2023-12-29 06:30:41,551 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 15:08:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.6829, loss: 0.6829 2023-12-29 06:31:07,184 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 15:08:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 0.7494, loss: 0.7494 2023-12-29 06:31:32,527 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 15:07:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.7147, loss: 0.7147 2023-12-29 06:31:57,947 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 15:07:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 0.6970, loss: 0.6970 2023-12-29 06:32:23,312 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 15:07:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.7267, loss: 0.7267 2023-12-29 06:32:48,767 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 15:06:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.6823, loss: 0.6823 2023-12-29 06:33:14,321 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 15:06:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 0.7391, loss: 0.7391 2023-12-29 06:33:39,827 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 15:05:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.6646, loss: 0.6646 2023-12-29 06:34:05,582 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 15:05:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9719, loss_cls: 0.7790, loss: 0.7790 2023-12-29 06:34:31,022 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 15:04:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 0.6946, loss: 0.6946 2023-12-29 06:34:56,501 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 15:04:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.7589, loss: 0.7589 2023-12-29 06:35:22,207 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 15:04:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.6712, loss: 0.6712 2023-12-29 06:35:47,918 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 15:03:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 0.7599, loss: 0.7599 2023-12-29 06:35:59,016 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-29 06:39:49,081 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 06:39:49,600 - pyskl - INFO - top1_acc 0.7817 top5_acc 0.9580 2023-12-29 06:39:49,605 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_94.pth was removed 2023-12-29 06:39:49,824 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. 2023-12-29 06:39:49,826 - pyskl - INFO - Best top1_acc is 0.7817 at 97 epoch. 2023-12-29 06:39:49,849 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.7817, top5_acc: 0.9580 2023-12-29 06:40:45,007 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 15:03:11, time: 0.552, data_time: 0.297, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 0.6572, loss: 0.6572 2023-12-29 06:41:10,240 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 15:02:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 0.6186, loss: 0.6186 2023-12-29 06:41:35,659 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 15:02:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 0.6177, loss: 0.6177 2023-12-29 06:42:01,160 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 15:01:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6521, loss: 0.6521 2023-12-29 06:42:26,495 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 15:01:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 0.6037, loss: 0.6037 2023-12-29 06:42:51,876 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 15:00:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.6240, loss: 0.6240 2023-12-29 06:43:17,332 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 15:00:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.6124, loss: 0.6124 2023-12-29 06:43:42,999 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 15:00:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 0.6126, loss: 0.6126 2023-12-29 06:44:08,443 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 14:59:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.6950, loss: 0.6950 2023-12-29 06:44:33,988 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 14:59:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.7035, loss: 0.7035 2023-12-29 06:44:59,718 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 14:58:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.6536, loss: 0.6536 2023-12-29 06:45:25,481 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 14:58:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.6512, loss: 0.6512 2023-12-29 06:45:50,832 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 14:57:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 0.6376, loss: 0.6376 2023-12-29 06:46:16,169 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 14:57:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 0.7171, loss: 0.7171 2023-12-29 06:46:41,600 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 14:57:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9788, loss_cls: 0.6544, loss: 0.6544 2023-12-29 06:47:06,950 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 14:56:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 0.6423, loss: 0.6423 2023-12-29 06:47:32,298 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 14:56:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.6780, loss: 0.6780 2023-12-29 06:47:57,667 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 14:55:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 0.7014, loss: 0.7014 2023-12-29 06:48:23,325 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 14:55:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.7019, loss: 0.7019 2023-12-29 06:48:48,612 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 14:54:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 0.6217, loss: 0.6217 2023-12-29 06:49:13,699 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 14:54:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.7697, loss: 0.7697 2023-12-29 06:49:39,310 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 14:54:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 0.6998, loss: 0.6998 2023-12-29 06:50:04,944 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 14:53:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.7231, loss: 0.7231 2023-12-29 06:50:30,450 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 14:53:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.6620, loss: 0.6620 2023-12-29 06:50:55,863 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 14:52:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 0.6411, loss: 0.6411 2023-12-29 06:51:21,401 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 14:52:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.7435, loss: 0.7435 2023-12-29 06:51:46,753 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 14:51:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 0.6580, loss: 0.6580 2023-12-29 06:52:12,195 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 14:51:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9900, loss_cls: 0.7034, loss: 0.7034 2023-12-29 06:52:37,838 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 14:50:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.6582, loss: 0.6582 2023-12-29 06:53:03,180 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 14:50:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 0.7073, loss: 0.7073 2023-12-29 06:53:28,516 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 14:50:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.7266, loss: 0.7266 2023-12-29 06:53:53,902 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 14:49:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 0.7407, loss: 0.7407 2023-12-29 06:54:19,448 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 14:49:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 0.6882, loss: 0.6882 2023-12-29 06:54:45,074 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 14:48:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.6088, loss: 0.6088 2023-12-29 06:55:10,822 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 14:48:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.6742, loss: 0.6742 2023-12-29 06:55:36,600 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 14:47:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 0.6928, loss: 0.6928 2023-12-29 06:56:02,163 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 14:47:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 0.6775, loss: 0.6775 2023-12-29 06:56:27,687 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 14:47:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 0.7660, loss: 0.7660 2023-12-29 06:56:53,521 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 14:46:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.7031, loss: 0.7031 2023-12-29 06:57:04,450 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-29 07:00:54,370 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 07:00:54,890 - pyskl - INFO - top1_acc 0.7764 top5_acc 0.9536 2023-12-29 07:00:54,914 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.7764, top5_acc: 0.9536 2023-12-29 07:01:50,795 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 14:46:09, time: 0.559, data_time: 0.303, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 0.6113, loss: 0.6113 2023-12-29 07:02:16,298 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 14:45:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 0.6066, loss: 0.6066 2023-12-29 07:02:41,801 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 14:45:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 0.6593, loss: 0.6593 2023-12-29 07:03:07,202 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 14:44:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.6352, loss: 0.6352 2023-12-29 07:03:32,499 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 14:44:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.6576, loss: 0.6576 2023-12-29 07:03:57,665 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 14:43:57, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 0.6227, loss: 0.6227 2023-12-29 07:04:22,988 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 14:43:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 0.5815, loss: 0.5815 2023-12-29 07:04:48,382 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 14:43:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.6261, loss: 0.6261 2023-12-29 07:05:13,916 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 14:42:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.6328, loss: 0.6328 2023-12-29 07:05:39,391 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 14:42:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.6861, loss: 0.6861 2023-12-29 07:06:04,813 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 14:41:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 0.6632, loss: 0.6632 2023-12-29 07:06:30,283 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 14:41:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.7024, loss: 0.7024 2023-12-29 07:06:55,629 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 14:40:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 0.6480, loss: 0.6480 2023-12-29 07:07:20,986 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 14:40:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 0.6348, loss: 0.6348 2023-12-29 07:07:46,554 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 14:40:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.6452, loss: 0.6452 2023-12-29 07:08:11,987 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 14:39:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.6332, loss: 0.6332 2023-12-29 07:08:37,502 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 14:39:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.6786, loss: 0.6786 2023-12-29 07:09:02,725 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 14:38:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 0.6429, loss: 0.6429 2023-12-29 07:09:28,023 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 14:38:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 0.6224, loss: 0.6224 2023-12-29 07:09:53,681 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 14:37:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.6381, loss: 0.6381 2023-12-29 07:10:18,986 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 14:37:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.6563, loss: 0.6563 2023-12-29 07:10:44,048 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 14:36:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.6364, loss: 0.6364 2023-12-29 07:11:09,678 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 14:36:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 0.6678, loss: 0.6678 2023-12-29 07:11:35,053 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 14:36:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.7235, loss: 0.7235 2023-12-29 07:12:00,761 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 14:35:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.6355, loss: 0.6355 2023-12-29 07:12:26,582 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 14:35:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.6738, loss: 0.6738 2023-12-29 07:12:52,141 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 14:34:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.6914, loss: 0.6914 2023-12-29 07:13:17,476 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 14:34:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.6337, loss: 0.6337 2023-12-29 07:13:42,980 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 14:33:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 0.7367, loss: 0.7367 2023-12-29 07:14:08,485 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 14:33:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.6628, loss: 0.6628 2023-12-29 07:14:34,009 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 14:33:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.7245, loss: 0.7245 2023-12-29 07:14:59,164 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 14:32:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 0.6311, loss: 0.6311 2023-12-29 07:15:24,768 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 14:32:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.6449, loss: 0.6449 2023-12-29 07:15:50,398 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 14:31:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9794, loss_cls: 0.6566, loss: 0.6566 2023-12-29 07:16:15,997 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 14:31:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.7291, loss: 0.7291 2023-12-29 07:16:41,746 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 14:30:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 0.6882, loss: 0.6882 2023-12-29 07:17:07,348 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 14:30:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.6574, loss: 0.6574 2023-12-29 07:17:32,612 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 14:29:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9725, loss_cls: 0.7193, loss: 0.7193 2023-12-29 07:17:57,686 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 14:29:32, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 0.6605, loss: 0.6605 2023-12-29 07:18:08,547 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-29 07:21:58,334 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 07:21:58,859 - pyskl - INFO - top1_acc 0.7907 top5_acc 0.9595 2023-12-29 07:21:58,864 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_97.pth was removed 2023-12-29 07:21:59,091 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. 2023-12-29 07:21:59,093 - pyskl - INFO - Best top1_acc is 0.7907 at 99 epoch. 2023-12-29 07:21:59,116 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.7907, top5_acc: 0.9595 2023-12-29 07:22:54,767 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 14:29:05, time: 0.556, data_time: 0.302, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.6200, loss: 0.6200 2023-12-29 07:23:20,099 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 14:28:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 0.6294, loss: 0.6294 2023-12-29 07:23:45,499 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 14:28:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 0.6146, loss: 0.6146 2023-12-29 07:24:11,124 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 14:27:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.6652, loss: 0.6652 2023-12-29 07:24:36,598 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 14:27:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.6220, loss: 0.6220 2023-12-29 07:25:01,877 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 14:26:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.6283, loss: 0.6283 2023-12-29 07:25:26,934 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 14:26:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 0.6611, loss: 0.6611 2023-12-29 07:25:51,971 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 14:26:01, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.6045, loss: 0.6045 2023-12-29 07:26:17,024 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 14:25:35, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.6735, loss: 0.6735 2023-12-29 07:26:42,078 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 14:25:08, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.5952, loss: 0.5952 2023-12-29 07:27:07,191 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 14:24:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9762, loss_cls: 0.6919, loss: 0.6919 2023-12-29 07:27:32,496 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 14:24:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.6128, loss: 0.6128 2023-12-29 07:27:57,548 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 14:23:49, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 0.6870, loss: 0.6870 2023-12-29 07:28:22,583 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 14:23:23, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.5725, loss: 0.5725 2023-12-29 07:28:47,629 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 14:22:57, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 0.6712, loss: 0.6712 2023-12-29 07:29:12,872 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 14:22:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9794, loss_cls: 0.6440, loss: 0.6440 2023-12-29 07:29:38,086 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 14:22:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.6968, loss: 0.6968 2023-12-29 07:30:03,556 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 14:21:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.7055, loss: 0.7055 2023-12-29 07:30:29,061 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 14:21:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 0.7179, loss: 0.7179 2023-12-29 07:30:54,812 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 14:20:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 0.6451, loss: 0.6451 2023-12-29 07:31:20,441 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 14:20:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.6429, loss: 0.6429 2023-12-29 07:31:46,064 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 14:19:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9894, loss_cls: 0.6462, loss: 0.6462 2023-12-29 07:32:11,612 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 14:19:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 0.6580, loss: 0.6580 2023-12-29 07:32:37,302 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 14:19:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.6622, loss: 0.6622 2023-12-29 07:33:03,226 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 14:18:35, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.6440, loss: 0.6440 2023-12-29 07:33:28,705 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 14:18:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.6031, loss: 0.6031 2023-12-29 07:33:54,335 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 14:17:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.6624, loss: 0.6624 2023-12-29 07:34:19,851 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 14:17:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.6462, loss: 0.6462 2023-12-29 07:34:45,370 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 14:16:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 0.6269, loss: 0.6269 2023-12-29 07:35:10,822 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 14:16:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6669, loss: 0.6669 2023-12-29 07:35:36,237 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 14:15:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.6874, loss: 0.6874 2023-12-29 07:36:01,590 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 14:15:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.6488, loss: 0.6488 2023-12-29 07:36:27,174 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 14:15:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9800, loss_cls: 0.6592, loss: 0.6592 2023-12-29 07:36:52,684 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 14:14:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 0.6442, loss: 0.6442 2023-12-29 07:37:18,404 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 14:14:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.6530, loss: 0.6530 2023-12-29 07:37:44,252 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 14:13:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 0.6383, loss: 0.6383 2023-12-29 07:38:09,905 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 14:13:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 0.6792, loss: 0.6792 2023-12-29 07:38:35,641 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 14:12:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7420, loss: 0.7420 2023-12-29 07:39:01,190 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 14:12:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6763, loss: 0.6763 2023-12-29 07:39:12,163 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-29 07:43:01,742 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 07:43:02,267 - pyskl - INFO - top1_acc 0.7851 top5_acc 0.9530 2023-12-29 07:43:02,290 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.7851, top5_acc: 0.9530 2023-12-29 07:43:57,692 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 14:12:02, time: 0.554, data_time: 0.300, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.5989, loss: 0.5989 2023-12-29 07:44:22,920 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 14:11:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.5517, loss: 0.5517 2023-12-29 07:44:48,365 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 14:11:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 0.6213, loss: 0.6213 2023-12-29 07:45:13,956 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 14:10:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.6022, loss: 0.6022 2023-12-29 07:45:39,620 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 14:10:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.6116, loss: 0.6116 2023-12-29 07:46:05,086 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 14:09:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.5430, loss: 0.5430 2023-12-29 07:46:30,265 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 14:09:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 0.6116, loss: 0.6116 2023-12-29 07:46:55,400 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 14:08:58, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 0.5981, loss: 0.5981 2023-12-29 07:47:20,797 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 14:08:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.6148, loss: 0.6148 2023-12-29 07:47:46,308 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 14:08:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.5930, loss: 0.5930 2023-12-29 07:48:11,618 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 14:07:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 0.6421, loss: 0.6421 2023-12-29 07:48:37,299 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 14:07:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 0.6332, loss: 0.6332 2023-12-29 07:49:02,922 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 14:06:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.6672, loss: 0.6672 2023-12-29 07:49:28,228 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 14:06:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.6387, loss: 0.6387 2023-12-29 07:49:53,476 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 14:05:55, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.5840, loss: 0.5840 2023-12-29 07:50:18,802 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 14:05:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 0.7143, loss: 0.7143 2023-12-29 07:50:44,030 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 14:05:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.6233, loss: 0.6233 2023-12-29 07:51:09,420 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 14:04:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.6643, loss: 0.6643 2023-12-29 07:51:35,077 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 14:04:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 0.6579, loss: 0.6579 2023-12-29 07:52:00,755 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 14:03:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.6726, loss: 0.6726 2023-12-29 07:52:26,425 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 14:03:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 0.6323, loss: 0.6323 2023-12-29 07:52:52,085 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 14:02:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 0.6826, loss: 0.6826 2023-12-29 07:53:17,322 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 14:02:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.6887, loss: 0.6887 2023-12-29 07:53:42,429 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 14:01:59, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6346, loss: 0.6346 2023-12-29 07:54:07,819 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 14:01:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.7141, loss: 0.7141 2023-12-29 07:54:33,377 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 14:01:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.6170, loss: 0.6170 2023-12-29 07:54:58,764 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 14:00:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 0.6641, loss: 0.6641 2023-12-29 07:55:24,353 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 14:00:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.7161, loss: 0.7161 2023-12-29 07:55:49,949 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 13:59:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 0.6667, loss: 0.6667 2023-12-29 07:56:15,748 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 13:59:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.6153, loss: 0.6153 2023-12-29 07:56:41,520 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 13:58:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.6463, loss: 0.6463 2023-12-29 07:57:06,904 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 13:58:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 0.6192, loss: 0.6192 2023-12-29 07:57:32,461 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 13:58:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 0.6002, loss: 0.6002 2023-12-29 07:57:58,066 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 13:57:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 0.6010, loss: 0.6010 2023-12-29 07:58:23,835 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 13:57:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 0.6483, loss: 0.6483 2023-12-29 07:58:49,332 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 13:56:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.6294, loss: 0.6294 2023-12-29 07:59:14,959 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 13:56:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 0.7359, loss: 0.7359 2023-12-29 07:59:40,726 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 13:55:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.6078, loss: 0.6078 2023-12-29 08:00:06,392 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 13:55:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.6334, loss: 0.6334 2023-12-29 08:00:17,322 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-29 08:04:06,665 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 08:04:07,189 - pyskl - INFO - top1_acc 0.7949 top5_acc 0.9597 2023-12-29 08:04:07,194 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_99.pth was removed 2023-12-29 08:04:07,414 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. 2023-12-29 08:04:07,416 - pyskl - INFO - Best top1_acc is 0.7949 at 101 epoch. 2023-12-29 08:04:07,439 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.7949, top5_acc: 0.9597 2023-12-29 08:05:02,644 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 13:54:59, time: 0.552, data_time: 0.299, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 0.5785, loss: 0.5785 2023-12-29 08:05:27,665 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 13:54:33, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.5221, loss: 0.5221 2023-12-29 08:05:52,747 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 13:54:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 0.6213, loss: 0.6213 2023-12-29 08:06:18,463 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 13:53:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.5655, loss: 0.5655 2023-12-29 08:06:43,921 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 13:53:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.5990, loss: 0.5990 2023-12-29 08:07:09,132 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 13:52:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.5830, loss: 0.5830 2023-12-29 08:07:34,172 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 13:52:21, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 0.6587, loss: 0.6587 2023-12-29 08:07:59,159 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 13:51:55, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9938, loss_cls: 0.5318, loss: 0.5318 2023-12-29 08:08:24,186 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 13:51:29, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 0.6635, loss: 0.6635 2023-12-29 08:08:49,230 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 13:51:02, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.6060, loss: 0.6060 2023-12-29 08:09:14,473 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 13:50:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5841, loss: 0.5841 2023-12-29 08:09:39,968 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 13:50:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.6511, loss: 0.6511 2023-12-29 08:10:05,483 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 13:49:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 0.5885, loss: 0.5885 2023-12-29 08:10:31,092 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 13:49:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.5950, loss: 0.5950 2023-12-29 08:10:56,531 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 13:48:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 0.5890, loss: 0.5890 2023-12-29 08:11:21,894 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 13:48:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 0.6488, loss: 0.6488 2023-12-29 08:11:47,228 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 13:47:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 0.6118, loss: 0.6118 2023-12-29 08:12:12,502 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 13:47:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.6509, loss: 0.6509 2023-12-29 08:12:37,561 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 13:47:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 0.6228, loss: 0.6228 2023-12-29 08:13:02,672 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 13:46:40, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.6039, loss: 0.6039 2023-12-29 08:13:28,335 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 13:46:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 0.6579, loss: 0.6579 2023-12-29 08:13:54,083 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 13:45:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9794, loss_cls: 0.6474, loss: 0.6474 2023-12-29 08:14:19,806 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 13:45:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.6410, loss: 0.6410 2023-12-29 08:14:45,351 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 13:44:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 0.6174, loss: 0.6174 2023-12-29 08:15:10,672 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 13:44:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 0.6376, loss: 0.6376 2023-12-29 08:15:36,197 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 13:44:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 0.6312, loss: 0.6312 2023-12-29 08:16:01,758 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 13:43:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.6836, loss: 0.6836 2023-12-29 08:16:27,167 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 13:43:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.6201, loss: 0.6201 2023-12-29 08:16:52,507 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 13:42:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.6242, loss: 0.6242 2023-12-29 08:17:18,099 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 13:42:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9781, loss_cls: 0.6324, loss: 0.6324 2023-12-29 08:17:43,546 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 13:41:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.6381, loss: 0.6381 2023-12-29 08:18:09,022 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 13:41:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.6161, loss: 0.6161 2023-12-29 08:18:34,630 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 13:41:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.6408, loss: 0.6408 2023-12-29 08:18:59,845 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 13:40:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.6679, loss: 0.6679 2023-12-29 08:19:25,532 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 13:40:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 0.7019, loss: 0.7019 2023-12-29 08:19:51,158 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 13:39:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5954, loss: 0.5954 2023-12-29 08:20:16,696 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 13:39:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.6370, loss: 0.6370 2023-12-29 08:20:42,415 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 13:38:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.6790, loss: 0.6790 2023-12-29 08:21:07,937 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 13:38:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.6252, loss: 0.6252 2023-12-29 08:21:18,868 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-29 08:25:08,644 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 08:25:09,166 - pyskl - INFO - top1_acc 0.7773 top5_acc 0.9473 2023-12-29 08:25:09,190 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.7773, top5_acc: 0.9473 2023-12-29 08:26:04,271 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 13:37:55, time: 0.551, data_time: 0.298, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.5730, loss: 0.5730 2023-12-29 08:26:29,643 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 13:37:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 0.5588, loss: 0.5588 2023-12-29 08:26:54,935 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 13:37:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 0.5918, loss: 0.5918 2023-12-29 08:27:20,603 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 13:36:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 0.5596, loss: 0.5596 2023-12-29 08:27:45,726 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 13:36:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 0.5588, loss: 0.5588 2023-12-29 08:28:10,791 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 13:35:44, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.5431, loss: 0.5431 2023-12-29 08:28:36,171 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 13:35:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.5745, loss: 0.5745 2023-12-29 08:29:01,339 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 13:34:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 0.5510, loss: 0.5510 2023-12-29 08:29:26,772 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 13:34:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5616, loss: 0.5616 2023-12-29 08:29:52,390 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 13:33:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.6017, loss: 0.6017 2023-12-29 08:30:17,637 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 13:33:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.6377, loss: 0.6377 2023-12-29 08:30:43,209 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 13:33:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.6157, loss: 0.6157 2023-12-29 08:31:08,422 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 13:32:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 0.6398, loss: 0.6398 2023-12-29 08:31:33,787 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 13:32:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 0.5760, loss: 0.5760 2023-12-29 08:31:59,204 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 13:31:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5758, loss: 0.5758 2023-12-29 08:32:24,722 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 13:31:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.6133, loss: 0.6133 2023-12-29 08:32:49,747 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 13:30:55, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.6048, loss: 0.6048 2023-12-29 08:33:14,790 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 13:30:29, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.6038, loss: 0.6038 2023-12-29 08:33:40,309 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 13:30:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.6271, loss: 0.6271 2023-12-29 08:34:05,740 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 13:29:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.6579, loss: 0.6579 2023-12-29 08:34:31,211 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 13:29:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 0.5716, loss: 0.5716 2023-12-29 08:34:56,814 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 13:28:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 0.6386, loss: 0.6386 2023-12-29 08:35:22,476 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 13:28:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.6394, loss: 0.6394 2023-12-29 08:35:48,008 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 13:27:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 0.5805, loss: 0.5805 2023-12-29 08:36:13,388 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 13:27:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.6049, loss: 0.6049 2023-12-29 08:36:38,861 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 13:26:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.6549, loss: 0.6549 2023-12-29 08:37:04,290 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 13:26:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.6306, loss: 0.6306 2023-12-29 08:37:29,703 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 13:26:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.5899, loss: 0.5899 2023-12-29 08:37:54,955 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 13:25:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.5957, loss: 0.5957 2023-12-29 08:38:20,399 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 13:25:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.6117, loss: 0.6117 2023-12-29 08:38:45,784 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 13:24:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 0.6611, loss: 0.6611 2023-12-29 08:39:11,222 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 13:24:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.6267, loss: 0.6267 2023-12-29 08:39:36,738 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 13:23:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.6743, loss: 0.6743 2023-12-29 08:40:02,100 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 13:23:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 0.6301, loss: 0.6301 2023-12-29 08:40:27,718 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 13:23:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6261, loss: 0.6261 2023-12-29 08:40:53,514 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 13:22:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.6301, loss: 0.6301 2023-12-29 08:41:19,212 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 13:22:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.6876, loss: 0.6876 2023-12-29 08:41:44,737 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 13:21:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 0.6902, loss: 0.6902 2023-12-29 08:42:10,397 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 13:21:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.6331, loss: 0.6331 2023-12-29 08:42:21,266 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-29 08:46:11,234 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 08:46:11,756 - pyskl - INFO - top1_acc 0.7932 top5_acc 0.9579 2023-12-29 08:46:11,780 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.7932, top5_acc: 0.9579 2023-12-29 08:47:07,023 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 13:20:51, time: 0.552, data_time: 0.297, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 0.5433, loss: 0.5433 2023-12-29 08:47:32,425 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 13:20:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 0.5986, loss: 0.5986 2023-12-29 08:47:57,891 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 13:19:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 0.6032, loss: 0.6032 2023-12-29 08:48:23,661 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 13:19:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.5420, loss: 0.5420 2023-12-29 08:48:48,937 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 13:19:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.5534, loss: 0.5534 2023-12-29 08:49:14,212 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 13:18:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9838, loss_cls: 0.5606, loss: 0.5606 2023-12-29 08:49:39,341 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 13:18:14, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.5633, loss: 0.5633 2023-12-29 08:50:04,533 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 13:17:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 0.5836, loss: 0.5836 2023-12-29 08:50:29,957 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 13:17:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 0.5503, loss: 0.5503 2023-12-29 08:50:55,252 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 13:16:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.5340, loss: 0.5340 2023-12-29 08:51:20,516 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 13:16:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9925, loss_cls: 0.5783, loss: 0.5783 2023-12-29 08:51:45,820 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 13:16:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5811, loss: 0.5811 2023-12-29 08:52:11,455 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 13:15:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.5709, loss: 0.5709 2023-12-29 08:52:36,951 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 13:15:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.6036, loss: 0.6036 2023-12-29 08:53:02,803 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 13:14:44, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9819, loss_cls: 0.5837, loss: 0.5837 2023-12-29 08:53:28,278 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 13:14:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 0.5688, loss: 0.5688 2023-12-29 08:53:53,624 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 13:13:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 0.6643, loss: 0.6643 2023-12-29 08:54:18,961 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 13:13:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9794, loss_cls: 0.6303, loss: 0.6303 2023-12-29 08:54:44,533 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 13:13:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 0.6238, loss: 0.6238 2023-12-29 08:55:09,886 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 13:12:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.5777, loss: 0.5777 2023-12-29 08:55:35,597 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 13:12:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 0.5931, loss: 0.5931 2023-12-29 08:56:01,026 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 13:11:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 0.5793, loss: 0.5793 2023-12-29 08:56:26,221 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 13:11:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 0.6054, loss: 0.6054 2023-12-29 08:56:51,712 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 13:10:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 0.6600, loss: 0.6600 2023-12-29 08:57:17,417 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 13:10:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.5932, loss: 0.5932 2023-12-29 08:57:42,992 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 13:09:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 0.6161, loss: 0.6161 2023-12-29 08:58:08,502 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 13:09:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.5428, loss: 0.5428 2023-12-29 08:58:33,816 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 13:09:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.5171, loss: 0.5171 2023-12-29 08:58:59,395 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 13:08:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.5649, loss: 0.5649 2023-12-29 08:59:24,887 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 13:08:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 0.5725, loss: 0.5725 2023-12-29 08:59:50,309 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 13:07:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.5998, loss: 0.5998 2023-12-29 09:00:15,597 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 13:07:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.6022, loss: 0.6022 2023-12-29 09:00:41,168 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 13:06:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.5607, loss: 0.5607 2023-12-29 09:01:06,683 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 13:06:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 0.6156, loss: 0.6156 2023-12-29 09:01:32,260 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 13:06:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.5250, loss: 0.5250 2023-12-29 09:01:57,940 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 13:05:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.6168, loss: 0.6168 2023-12-29 09:02:23,720 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 13:05:09, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.6924, loss: 0.6924 2023-12-29 09:02:49,173 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 13:04:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9819, loss_cls: 0.6105, loss: 0.6105 2023-12-29 09:03:14,544 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 13:04:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9788, loss_cls: 0.6386, loss: 0.6386 2023-12-29 09:03:25,671 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-29 09:07:15,345 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 09:07:15,866 - pyskl - INFO - top1_acc 0.7779 top5_acc 0.9575 2023-12-29 09:07:15,889 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.7779, top5_acc: 0.9575 2023-12-29 09:08:10,887 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 13:03:48, time: 0.550, data_time: 0.297, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 0.5545, loss: 0.5545 2023-12-29 09:08:36,135 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 13:03:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 0.6099, loss: 0.6099 2023-12-29 09:09:01,830 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 13:02:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 0.5336, loss: 0.5336 2023-12-29 09:09:27,195 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 13:02:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4902, loss: 0.4902 2023-12-29 09:09:52,285 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 13:02:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.5417, loss: 0.5417 2023-12-29 09:10:17,649 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 13:01:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 0.6191, loss: 0.6191 2023-12-29 09:10:43,052 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 13:01:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 0.5257, loss: 0.5257 2023-12-29 09:11:08,470 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 13:00:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 0.5709, loss: 0.5709 2023-12-29 09:11:33,652 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 13:00:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.5377, loss: 0.5377 2023-12-29 09:11:58,900 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 12:59:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.6009, loss: 0.6009 2023-12-29 09:12:24,006 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 12:59:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9838, loss_cls: 0.5124, loss: 0.5124 2023-12-29 09:12:49,051 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 12:58:59, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.5402, loss: 0.5402 2023-12-29 09:13:14,344 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 12:58:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 0.5571, loss: 0.5571 2023-12-29 09:13:39,907 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 12:58:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 0.5445, loss: 0.5445 2023-12-29 09:14:05,343 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 12:57:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.5074, loss: 0.5074 2023-12-29 09:14:30,627 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 12:57:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.5357, loss: 0.5357 2023-12-29 09:14:55,683 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 12:56:48, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9825, loss_cls: 0.5365, loss: 0.5365 2023-12-29 09:15:20,737 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 12:56:22, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 0.5775, loss: 0.5775 2023-12-29 09:15:45,787 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 12:55:56, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 0.5884, loss: 0.5884 2023-12-29 09:16:10,816 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 12:55:29, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.4870, loss: 0.4870 2023-12-29 09:16:35,966 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 12:55:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.5762, loss: 0.5762 2023-12-29 09:17:01,295 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 12:54:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.6315, loss: 0.6315 2023-12-29 09:17:26,398 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 12:54:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.6268, loss: 0.6268 2023-12-29 09:17:51,755 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 12:53:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.5396, loss: 0.5396 2023-12-29 09:18:17,530 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 12:53:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 0.6042, loss: 0.6042 2023-12-29 09:18:42,929 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 12:52:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9781, loss_cls: 0.5963, loss: 0.5963 2023-12-29 09:19:08,311 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 12:52:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 0.6136, loss: 0.6136 2023-12-29 09:19:33,915 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 12:52:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 0.6298, loss: 0.6298 2023-12-29 09:19:59,331 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 12:51:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9819, loss_cls: 0.5861, loss: 0.5861 2023-12-29 09:20:24,745 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 12:51:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.5631, loss: 0.5631 2023-12-29 09:20:50,343 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 12:50:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.5454, loss: 0.5454 2023-12-29 09:21:15,701 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 12:50:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 0.5882, loss: 0.5882 2023-12-29 09:21:41,290 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 12:49:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.5821, loss: 0.5821 2023-12-29 09:22:06,648 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 12:49:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.6345, loss: 0.6345 2023-12-29 09:22:32,424 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 12:48:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5999, loss: 0.5999 2023-12-29 09:22:57,842 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 12:48:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 0.5826, loss: 0.5826 2023-12-29 09:23:22,988 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 12:48:04, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 0.5785, loss: 0.5785 2023-12-29 09:23:48,095 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 12:47:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 0.6029, loss: 0.6029 2023-12-29 09:24:13,239 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 12:47:11, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9769, loss_cls: 0.6593, loss: 0.6593 2023-12-29 09:24:24,229 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-29 09:28:13,447 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 09:28:13,966 - pyskl - INFO - top1_acc 0.7862 top5_acc 0.9540 2023-12-29 09:28:13,989 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.7862, top5_acc: 0.9540 2023-12-29 09:29:09,669 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 12:46:43, time: 0.557, data_time: 0.303, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 0.5097, loss: 0.5097 2023-12-29 09:29:35,374 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 12:46:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.5079, loss: 0.5079 2023-12-29 09:30:00,843 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 12:45:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.5128, loss: 0.5128 2023-12-29 09:30:26,464 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 12:45:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 0.5668, loss: 0.5668 2023-12-29 09:30:51,912 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 12:44:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 0.5281, loss: 0.5281 2023-12-29 09:31:17,539 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 12:44:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 0.5455, loss: 0.5455 2023-12-29 09:31:43,025 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 12:44:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.5175, loss: 0.5175 2023-12-29 09:32:08,372 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 12:43:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.5153, loss: 0.5153 2023-12-29 09:32:33,825 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 12:43:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 0.5160, loss: 0.5160 2023-12-29 09:32:59,071 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 12:42:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.5583, loss: 0.5583 2023-12-29 09:33:24,148 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 12:42:21, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5773, loss: 0.5773 2023-12-29 09:33:49,227 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 12:41:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.5118, loss: 0.5118 2023-12-29 09:34:14,270 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 12:41:29, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 0.6344, loss: 0.6344 2023-12-29 09:34:39,296 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 12:41:02, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.6290, loss: 0.6290 2023-12-29 09:35:04,336 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 12:40:36, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 0.5911, loss: 0.5911 2023-12-29 09:35:29,536 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 12:40:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.5617, loss: 0.5617 2023-12-29 09:35:55,152 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 12:39:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 0.4937, loss: 0.4937 2023-12-29 09:36:20,545 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 12:39:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9819, loss_cls: 0.5657, loss: 0.5657 2023-12-29 09:36:46,098 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 12:38:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.5439, loss: 0.5439 2023-12-29 09:37:11,545 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 12:38:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5683, loss: 0.5683 2023-12-29 09:37:36,922 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 12:37:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.5710, loss: 0.5710 2023-12-29 09:38:02,741 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 12:37:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.5869, loss: 0.5869 2023-12-29 09:38:28,391 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 12:37:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.5299, loss: 0.5299 2023-12-29 09:38:53,991 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 12:36:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.5506, loss: 0.5506 2023-12-29 09:39:19,908 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 12:36:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.6078, loss: 0.6078 2023-12-29 09:39:45,635 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 12:35:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 0.5711, loss: 0.5711 2023-12-29 09:40:11,089 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 12:35:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.5631, loss: 0.5631 2023-12-29 09:40:36,620 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 12:34:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 0.5596, loss: 0.5596 2023-12-29 09:41:02,211 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 12:34:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 0.5905, loss: 0.5905 2023-12-29 09:41:27,317 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 12:34:04, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 0.5503, loss: 0.5503 2023-12-29 09:41:52,821 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 12:33:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5658, loss: 0.5658 2023-12-29 09:42:18,597 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 12:33:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 0.5444, loss: 0.5444 2023-12-29 09:42:44,219 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 12:32:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 0.6268, loss: 0.6268 2023-12-29 09:43:09,979 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 12:32:20, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.5810, loss: 0.5810 2023-12-29 09:43:35,799 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 12:31:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.6445, loss: 0.6445 2023-12-29 09:44:01,531 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 12:31:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 0.5865, loss: 0.5865 2023-12-29 09:44:27,015 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 12:31:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5351, loss: 0.5351 2023-12-29 09:44:52,598 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 12:30:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6015, loss: 0.6015 2023-12-29 09:45:18,135 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 12:30:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.6573, loss: 0.6573 2023-12-29 09:45:29,008 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-29 09:49:18,328 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 09:49:18,851 - pyskl - INFO - top1_acc 0.7961 top5_acc 0.9595 2023-12-29 09:49:18,856 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_101.pth was removed 2023-12-29 09:49:19,078 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. 2023-12-29 09:49:19,080 - pyskl - INFO - Best top1_acc is 0.7961 at 106 epoch. 2023-12-29 09:49:19,103 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.7961, top5_acc: 0.9595 2023-12-29 09:50:14,602 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 12:29:41, time: 0.555, data_time: 0.299, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 0.5629, loss: 0.5629 2023-12-29 09:50:39,949 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 12:29:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 0.5284, loss: 0.5284 2023-12-29 09:51:05,205 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 12:28:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9956, loss_cls: 0.5133, loss: 0.5133 2023-12-29 09:51:30,580 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 12:28:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9956, loss_cls: 0.5270, loss: 0.5270 2023-12-29 09:51:55,817 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 12:27:56, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.5091, loss: 0.5091 2023-12-29 09:52:21,519 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 12:27:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.5785, loss: 0.5785 2023-12-29 09:52:47,136 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 12:27:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.5488, loss: 0.5488 2023-12-29 09:53:12,736 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 12:26:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.5271, loss: 0.5271 2023-12-29 09:53:38,194 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 12:26:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 0.4393, loss: 0.4393 2023-12-29 09:54:03,423 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 12:25:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 0.5448, loss: 0.5448 2023-12-29 09:54:28,959 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 12:25:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 0.5494, loss: 0.5494 2023-12-29 09:54:54,519 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 12:24:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.5495, loss: 0.5495 2023-12-29 09:55:20,001 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 12:24:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.5226, loss: 0.5226 2023-12-29 09:55:45,285 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 12:24:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 0.5428, loss: 0.5428 2023-12-29 09:56:10,553 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 12:23:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 0.5843, loss: 0.5843 2023-12-29 09:56:35,988 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 12:23:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.5246, loss: 0.5246 2023-12-29 09:57:01,365 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 12:22:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.5226, loss: 0.5226 2023-12-29 09:57:26,778 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 12:22:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.6126, loss: 0.6126 2023-12-29 09:57:52,200 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 12:21:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.5561, loss: 0.5561 2023-12-29 09:58:17,758 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 12:21:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 0.5639, loss: 0.5639 2023-12-29 09:58:43,083 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 12:20:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.5858, loss: 0.5858 2023-12-29 09:59:08,701 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 12:20:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.5016, loss: 0.5016 2023-12-29 09:59:34,253 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 12:20:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 0.5957, loss: 0.5957 2023-12-29 09:59:59,389 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 12:19:39, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 0.5774, loss: 0.5774 2023-12-29 10:00:24,487 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 12:19:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 0.6297, loss: 0.6297 2023-12-29 10:00:50,035 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 12:18:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.5944, loss: 0.5944 2023-12-29 10:01:15,598 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 12:18:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.5362, loss: 0.5362 2023-12-29 10:01:41,237 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 12:17:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.5574, loss: 0.5574 2023-12-29 10:02:06,727 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 12:17:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.5752, loss: 0.5752 2023-12-29 10:02:32,066 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 12:17:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.5436, loss: 0.5436 2023-12-29 10:02:57,418 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 12:16:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.5490, loss: 0.5490 2023-12-29 10:03:23,096 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 12:16:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.5373, loss: 0.5373 2023-12-29 10:03:48,555 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 12:15:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.5697, loss: 0.5697 2023-12-29 10:04:13,934 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 12:15:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 0.5516, loss: 0.5516 2023-12-29 10:04:39,592 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 12:14:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 0.5639, loss: 0.5639 2023-12-29 10:05:05,287 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 12:14:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9856, loss_cls: 0.5320, loss: 0.5320 2023-12-29 10:05:30,796 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 12:13:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 0.5874, loss: 0.5874 2023-12-29 10:05:56,147 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 12:13:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.5440, loss: 0.5440 2023-12-29 10:06:21,701 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 12:13:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.6049, loss: 0.6049 2023-12-29 10:06:32,681 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-29 10:10:22,464 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 10:10:22,986 - pyskl - INFO - top1_acc 0.7905 top5_acc 0.9584 2023-12-29 10:10:23,009 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.7905, top5_acc: 0.9584 2023-12-29 10:11:18,309 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 12:12:38, time: 0.553, data_time: 0.299, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.5195, loss: 0.5195 2023-12-29 10:11:43,754 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 12:12:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.4823, loss: 0.4823 2023-12-29 10:12:09,246 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 12:11:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 0.4623, loss: 0.4623 2023-12-29 10:12:34,900 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 12:11:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4782, loss: 0.4782 2023-12-29 10:13:00,337 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 12:10:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 0.4835, loss: 0.4835 2023-12-29 10:13:25,644 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 12:10:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 0.4886, loss: 0.4886 2023-12-29 10:13:50,924 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 12:10:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 0.5186, loss: 0.5186 2023-12-29 10:14:16,398 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 12:09:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 0.5999, loss: 0.5999 2023-12-29 10:14:41,757 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 12:09:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.5091, loss: 0.5091 2023-12-29 10:15:07,395 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 12:08:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.4830, loss: 0.4830 2023-12-29 10:15:32,906 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 12:08:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9831, loss_cls: 0.5707, loss: 0.5707 2023-12-29 10:15:58,066 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 12:07:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.5004, loss: 0.5004 2023-12-29 10:16:23,159 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 12:07:23, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.5269, loss: 0.5269 2023-12-29 10:16:48,204 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 12:06:57, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 0.4812, loss: 0.4812 2023-12-29 10:17:13,266 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 12:06:31, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5524, loss: 0.5524 2023-12-29 10:17:38,539 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 12:06:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.5900, loss: 0.5900 2023-12-29 10:18:03,984 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 12:05:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 0.5468, loss: 0.5468 2023-12-29 10:18:29,536 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 12:05:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 0.5605, loss: 0.5605 2023-12-29 10:18:55,148 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 12:04:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 0.5596, loss: 0.5596 2023-12-29 10:19:20,698 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 12:04:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 0.5016, loss: 0.5016 2023-12-29 10:19:46,148 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 12:03:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 0.5535, loss: 0.5535 2023-12-29 10:20:11,708 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 12:03:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 0.5447, loss: 0.5447 2023-12-29 10:20:37,517 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 12:03:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 0.5448, loss: 0.5448 2023-12-29 10:21:03,109 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 12:02:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 0.5629, loss: 0.5629 2023-12-29 10:21:28,765 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 12:02:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.5129, loss: 0.5129 2023-12-29 10:21:54,384 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 12:01:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.5371, loss: 0.5371 2023-12-29 10:22:20,131 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 12:01:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 0.5538, loss: 0.5538 2023-12-29 10:22:45,354 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 12:00:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.5638, loss: 0.5638 2023-12-29 10:23:10,805 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 12:00:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 0.5468, loss: 0.5468 2023-12-29 10:23:36,608 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 11:59:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.5355, loss: 0.5355 2023-12-29 10:24:02,100 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 11:59:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5438, loss: 0.5438 2023-12-29 10:24:27,750 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 11:59:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 0.6092, loss: 0.6092 2023-12-29 10:24:53,505 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 11:58:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.5933, loss: 0.5933 2023-12-29 10:25:18,672 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 11:58:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.5517, loss: 0.5517 2023-12-29 10:25:44,360 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 11:57:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.5430, loss: 0.5430 2023-12-29 10:26:10,167 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 11:57:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.6120, loss: 0.6120 2023-12-29 10:26:35,645 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 11:56:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.5825, loss: 0.5825 2023-12-29 10:27:01,152 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 11:56:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.5211, loss: 0.5211 2023-12-29 10:27:27,170 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 11:56:04, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.5115, loss: 0.5115 2023-12-29 10:27:38,148 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-29 10:31:28,085 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 10:31:28,606 - pyskl - INFO - top1_acc 0.8025 top5_acc 0.9618 2023-12-29 10:31:28,611 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_106.pth was removed 2023-12-29 10:31:28,829 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. 2023-12-29 10:31:28,831 - pyskl - INFO - Best top1_acc is 0.8025 at 108 epoch. 2023-12-29 10:31:28,857 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8025, top5_acc: 0.9618 2023-12-29 10:32:24,247 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 11:55:35, time: 0.554, data_time: 0.301, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 0.4980, loss: 0.4980 2023-12-29 10:32:49,676 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 11:55:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 0.5081, loss: 0.5081 2023-12-29 10:33:14,981 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 11:54:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4827, loss: 0.4827 2023-12-29 10:33:40,481 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 11:54:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.5112, loss: 0.5112 2023-12-29 10:34:05,800 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 11:53:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 0.5567, loss: 0.5567 2023-12-29 10:34:31,061 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 11:53:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5191, loss: 0.5191 2023-12-29 10:34:56,385 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 11:52:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.4674, loss: 0.4674 2023-12-29 10:35:21,992 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 11:52:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.5199, loss: 0.5199 2023-12-29 10:35:47,136 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 11:52:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4946, loss: 0.4946 2023-12-29 10:36:12,534 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 11:51:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4602, loss: 0.4602 2023-12-29 10:36:38,073 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 11:51:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 0.5110, loss: 0.5110 2023-12-29 10:37:03,155 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 11:50:47, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.4890, loss: 0.4890 2023-12-29 10:37:28,187 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 11:50:21, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 0.4759, loss: 0.4759 2023-12-29 10:37:53,385 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 11:49:55, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.5015, loss: 0.5015 2023-12-29 10:38:18,803 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 11:49:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.4980, loss: 0.4980 2023-12-29 10:38:44,331 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 11:49:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.4053, loss: 0.4053 2023-12-29 10:39:09,849 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 11:48:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 0.5140, loss: 0.5140 2023-12-29 10:39:35,468 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 11:48:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 0.5351, loss: 0.5351 2023-12-29 10:40:01,009 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 11:47:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5270, loss: 0.5270 2023-12-29 10:40:26,501 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 11:47:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.5210, loss: 0.5210 2023-12-29 10:40:52,107 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 11:46:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.5904, loss: 0.5904 2023-12-29 10:41:17,802 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 11:46:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.5035, loss: 0.5035 2023-12-29 10:41:43,276 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 11:46:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.5074, loss: 0.5074 2023-12-29 10:42:08,926 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 11:45:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9888, loss_cls: 0.4540, loss: 0.4540 2023-12-29 10:42:34,376 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 11:45:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 0.5196, loss: 0.5196 2023-12-29 10:43:00,315 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 11:44:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 0.5271, loss: 0.5271 2023-12-29 10:43:25,830 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 11:44:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.5734, loss: 0.5734 2023-12-29 10:43:51,506 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 11:43:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 0.5292, loss: 0.5292 2023-12-29 10:44:16,983 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 11:43:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 0.5502, loss: 0.5502 2023-12-29 10:44:42,329 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 11:42:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 0.4959, loss: 0.4959 2023-12-29 10:45:07,969 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 11:42:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.5603, loss: 0.5603 2023-12-29 10:45:33,762 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 11:42:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.5701, loss: 0.5701 2023-12-29 10:45:59,292 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 11:41:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.5446, loss: 0.5446 2023-12-29 10:46:24,801 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 11:41:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.5573, loss: 0.5573 2023-12-29 10:46:50,487 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 11:40:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 0.5735, loss: 0.5735 2023-12-29 10:47:15,808 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 11:40:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.5713, loss: 0.5713 2023-12-29 10:47:40,908 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 11:39:54, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5382, loss: 0.5382 2023-12-29 10:48:06,012 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 11:39:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.5334, loss: 0.5334 2023-12-29 10:48:31,129 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 11:39:01, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.5471, loss: 0.5471 2023-12-29 10:48:42,049 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-29 10:52:31,431 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 10:52:31,953 - pyskl - INFO - top1_acc 0.7849 top5_acc 0.9554 2023-12-29 10:52:31,976 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.7849, top5_acc: 0.9554 2023-12-29 10:53:27,599 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 11:38:32, time: 0.556, data_time: 0.302, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9969, loss_cls: 0.4565, loss: 0.4565 2023-12-29 10:53:53,115 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 11:38:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.4370, loss: 0.4370 2023-12-29 10:54:18,665 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 11:37:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.5202, loss: 0.5202 2023-12-29 10:54:44,215 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 11:37:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.4781, loss: 0.4781 2023-12-29 10:55:09,473 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 11:36:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.4858, loss: 0.4858 2023-12-29 10:55:34,489 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 11:36:21, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.4993, loss: 0.4993 2023-12-29 10:55:59,512 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 11:35:55, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.5121, loss: 0.5121 2023-12-29 10:56:24,569 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 11:35:29, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.5364, loss: 0.5364 2023-12-29 10:56:49,639 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 11:35:02, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5095, loss: 0.5095 2023-12-29 10:57:15,233 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 11:34:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 0.4668, loss: 0.4668 2023-12-29 10:57:40,749 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 11:34:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 0.4525, loss: 0.4525 2023-12-29 10:58:06,225 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 11:33:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4706, loss: 0.4706 2023-12-29 10:58:31,931 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 11:33:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.5294, loss: 0.5294 2023-12-29 10:58:57,429 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 11:32:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.5148, loss: 0.5148 2023-12-29 10:59:23,031 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 11:32:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.4633, loss: 0.4633 2023-12-29 10:59:48,895 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 11:32:00, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 0.4630, loss: 0.4630 2023-12-29 11:00:14,996 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 11:31:34, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 0.4973, loss: 0.4973 2023-12-29 11:00:40,360 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 11:31:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.5062, loss: 0.5062 2023-12-29 11:01:05,904 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 11:30:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.5037, loss: 0.5037 2023-12-29 11:01:31,562 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 11:30:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 0.4930, loss: 0.4930 2023-12-29 11:01:56,713 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 11:29:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4386, loss: 0.4386 2023-12-29 11:02:22,208 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 11:29:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 0.5047, loss: 0.5047 2023-12-29 11:02:47,684 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 11:28:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 0.5515, loss: 0.5515 2023-12-29 11:03:13,330 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 11:28:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 0.5060, loss: 0.5060 2023-12-29 11:03:38,902 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 11:28:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.4741, loss: 0.4741 2023-12-29 11:04:04,440 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 11:27:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.5327, loss: 0.5327 2023-12-29 11:04:29,551 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 11:27:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.5256, loss: 0.5256 2023-12-29 11:04:54,743 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 11:26:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.5099, loss: 0.5099 2023-12-29 11:05:20,571 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 11:26:20, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5532, loss: 0.5532 2023-12-29 11:05:45,972 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 11:25:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5671, loss: 0.5671 2023-12-29 11:06:11,487 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 11:25:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.5509, loss: 0.5509 2023-12-29 11:06:37,205 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 11:25:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.5090, loss: 0.5090 2023-12-29 11:07:02,927 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 11:24:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.5183, loss: 0.5183 2023-12-29 11:07:28,406 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 11:24:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 0.5354, loss: 0.5354 2023-12-29 11:07:54,046 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 11:23:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5557, loss: 0.5557 2023-12-29 11:08:19,521 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 11:23:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.5097, loss: 0.5097 2023-12-29 11:08:45,057 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 11:22:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 0.5296, loss: 0.5296 2023-12-29 11:09:10,422 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 11:22:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.5157, loss: 0.5157 2023-12-29 11:09:35,573 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 11:21:59, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 0.5262, loss: 0.5262 2023-12-29 11:09:46,293 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-29 11:13:35,878 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 11:13:36,402 - pyskl - INFO - top1_acc 0.7828 top5_acc 0.9522 2023-12-29 11:13:36,425 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.7828, top5_acc: 0.9522 2023-12-29 11:14:32,239 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 11:21:30, time: 0.558, data_time: 0.304, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.5196, loss: 0.5196 2023-12-29 11:14:57,455 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 11:21:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 0.4824, loss: 0.4824 2023-12-29 11:15:22,845 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 11:20:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 0.4209, loss: 0.4209 2023-12-29 11:15:48,229 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 11:20:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 0.4659, loss: 0.4659 2023-12-29 11:16:13,480 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 11:19:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.4998, loss: 0.4998 2023-12-29 11:16:38,735 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 11:19:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.4399, loss: 0.4399 2023-12-29 11:17:04,179 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 11:18:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 0.4284, loss: 0.4284 2023-12-29 11:17:29,593 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 11:18:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 0.4450, loss: 0.4450 2023-12-29 11:17:54,905 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 11:18:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 0.5039, loss: 0.5039 2023-12-29 11:18:20,250 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 11:17:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.4902, loss: 0.4902 2023-12-29 11:18:45,447 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 11:17:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.4609, loss: 0.4609 2023-12-29 11:19:10,821 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 11:16:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.5107, loss: 0.5107 2023-12-29 11:19:36,063 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 11:16:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4388, loss: 0.4388 2023-12-29 11:20:01,490 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 11:15:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4964, loss: 0.4964 2023-12-29 11:20:26,795 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 11:15:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 0.4504, loss: 0.4504 2023-12-29 11:20:52,453 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 11:14:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.5319, loss: 0.5319 2023-12-29 11:21:18,252 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 11:14:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.4410, loss: 0.4410 2023-12-29 11:21:43,976 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 11:14:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 0.4738, loss: 0.4738 2023-12-29 11:22:09,412 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 11:13:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 0.5695, loss: 0.5695 2023-12-29 11:22:34,975 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 11:13:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.4710, loss: 0.4710 2023-12-29 11:23:00,274 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 11:12:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 0.5169, loss: 0.5169 2023-12-29 11:23:25,597 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 11:12:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.5015, loss: 0.5015 2023-12-29 11:23:51,169 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 11:11:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.5082, loss: 0.5082 2023-12-29 11:24:16,714 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 11:11:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4640, loss: 0.4640 2023-12-29 11:24:42,145 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 11:11:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 0.4770, loss: 0.4770 2023-12-29 11:25:07,731 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 11:10:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 0.5151, loss: 0.5151 2023-12-29 11:25:33,206 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 11:10:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9881, loss_cls: 0.4740, loss: 0.4740 2023-12-29 11:25:58,685 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 11:09:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.5307, loss: 0.5307 2023-12-29 11:26:24,187 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 11:09:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9950, loss_cls: 0.5151, loss: 0.5151 2023-12-29 11:26:49,656 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 11:08:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 0.5438, loss: 0.5438 2023-12-29 11:27:15,312 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 11:08:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.5054, loss: 0.5054 2023-12-29 11:27:40,949 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 11:07:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 0.4938, loss: 0.4938 2023-12-29 11:28:06,553 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 11:07:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 0.5192, loss: 0.5192 2023-12-29 11:28:31,802 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 11:07:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.4775, loss: 0.4775 2023-12-29 11:28:57,419 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 11:06:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4730, loss: 0.4730 2023-12-29 11:29:23,159 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 11:06:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 0.5299, loss: 0.5299 2023-12-29 11:29:48,787 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 11:05:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.4741, loss: 0.4741 2023-12-29 11:30:14,318 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 11:05:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.4949, loss: 0.4949 2023-12-29 11:30:39,732 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 11:04:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.5222, loss: 0.5222 2023-12-29 11:30:50,640 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-29 11:34:39,876 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 11:34:40,398 - pyskl - INFO - top1_acc 0.8049 top5_acc 0.9597 2023-12-29 11:34:40,403 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_108.pth was removed 2023-12-29 11:34:40,624 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. 2023-12-29 11:34:40,626 - pyskl - INFO - Best top1_acc is 0.8049 at 111 epoch. 2023-12-29 11:34:40,649 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8049, top5_acc: 0.9597 2023-12-29 11:35:36,209 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 11:04:27, time: 0.556, data_time: 0.303, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 0.4352, loss: 0.4352 2023-12-29 11:36:01,630 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 11:04:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.3884, loss: 0.3884 2023-12-29 11:36:27,153 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 11:03:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.4795, loss: 0.4795 2023-12-29 11:36:52,640 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 11:03:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.4531, loss: 0.4531 2023-12-29 11:37:18,225 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 11:02:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.4044, loss: 0.4044 2023-12-29 11:37:43,800 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 11:02:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4591, loss: 0.4591 2023-12-29 11:38:09,243 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 11:01:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.4946, loss: 0.4946 2023-12-29 11:38:34,596 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 11:01:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.4389, loss: 0.4389 2023-12-29 11:38:59,939 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 11:00:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 0.4848, loss: 0.4848 2023-12-29 11:39:25,489 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 11:00:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4333, loss: 0.4333 2023-12-29 11:39:50,939 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 11:00:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.4132, loss: 0.4132 2023-12-29 11:40:16,156 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 10:59:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9888, loss_cls: 0.4627, loss: 0.4627 2023-12-29 11:40:41,325 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 10:59:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4505, loss: 0.4505 2023-12-29 11:41:06,654 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 10:58:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 0.4664, loss: 0.4664 2023-12-29 11:41:32,059 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 10:58:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.5155, loss: 0.5155 2023-12-29 11:41:57,349 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 10:57:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.4523, loss: 0.4523 2023-12-29 11:42:22,773 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 10:57:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4512, loss: 0.4512 2023-12-29 11:42:48,159 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 10:57:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 0.4365, loss: 0.4365 2023-12-29 11:43:13,508 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 10:56:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 0.5131, loss: 0.5131 2023-12-29 11:43:38,999 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 10:56:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.4665, loss: 0.4665 2023-12-29 11:44:04,560 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 10:55:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 0.4987, loss: 0.4987 2023-12-29 11:44:29,725 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 10:55:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 0.4702, loss: 0.4702 2023-12-29 11:44:54,758 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 10:54:51, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4775, loss: 0.4775 2023-12-29 11:45:20,244 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 10:54:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.4807, loss: 0.4807 2023-12-29 11:45:45,721 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 10:53:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 0.4559, loss: 0.4559 2023-12-29 11:46:11,140 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 10:53:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.4927, loss: 0.4927 2023-12-29 11:46:36,674 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 10:53:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 0.4647, loss: 0.4647 2023-12-29 11:47:02,062 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 10:52:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 0.5315, loss: 0.5315 2023-12-29 11:47:27,441 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 10:52:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 0.4695, loss: 0.4695 2023-12-29 11:47:53,257 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 10:51:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.4733, loss: 0.4733 2023-12-29 11:48:18,661 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 10:51:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 0.5010, loss: 0.5010 2023-12-29 11:48:44,227 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 10:50:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.4940, loss: 0.4940 2023-12-29 11:49:09,876 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 10:50:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.4806, loss: 0.4806 2023-12-29 11:49:35,408 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 10:50:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5459, loss: 0.5459 2023-12-29 11:50:01,169 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 10:49:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4820, loss: 0.4820 2023-12-29 11:50:26,946 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 10:49:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.5135, loss: 0.5135 2023-12-29 11:50:52,785 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 10:48:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 0.4641, loss: 0.4641 2023-12-29 11:51:18,452 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 10:48:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.4755, loss: 0.4755 2023-12-29 11:51:44,289 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 10:47:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 0.5096, loss: 0.5096 2023-12-29 11:51:55,246 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-29 11:55:44,545 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 11:55:45,083 - pyskl - INFO - top1_acc 0.7995 top5_acc 0.9586 2023-12-29 11:55:45,110 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.7995, top5_acc: 0.9586 2023-12-29 11:56:40,651 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 10:47:24, time: 0.555, data_time: 0.301, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.5008, loss: 0.5008 2023-12-29 11:57:05,945 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 10:46:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.3981, loss: 0.3981 2023-12-29 11:57:31,376 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 10:46:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.3660, loss: 0.3660 2023-12-29 11:57:56,965 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 10:46:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 0.4425, loss: 0.4425 2023-12-29 11:58:22,534 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 10:45:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.4866, loss: 0.4866 2023-12-29 11:58:47,784 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 10:45:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.4079, loss: 0.4079 2023-12-29 11:59:12,817 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 10:44:47, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3995, loss: 0.3995 2023-12-29 11:59:37,844 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 10:44:21, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.4497, loss: 0.4497 2023-12-29 12:00:02,895 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 10:43:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4556, loss: 0.4556 2023-12-29 12:00:28,215 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 10:43:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4764, loss: 0.4764 2023-12-29 12:00:53,585 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 10:43:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.4503, loss: 0.4503 2023-12-29 12:01:18,964 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 10:42:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 0.4281, loss: 0.4281 2023-12-29 12:01:44,180 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 10:42:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.4368, loss: 0.4368 2023-12-29 12:02:09,599 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 10:41:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4352, loss: 0.4352 2023-12-29 12:02:35,250 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 10:41:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9869, loss_cls: 0.4559, loss: 0.4559 2023-12-29 12:03:00,525 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 10:40:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4229, loss: 0.4229 2023-12-29 12:03:25,681 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 10:40:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.4934, loss: 0.4934 2023-12-29 12:03:50,985 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 10:39:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.4542, loss: 0.4542 2023-12-29 12:04:16,447 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 10:39:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 0.4390, loss: 0.4390 2023-12-29 12:04:41,881 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 10:39:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.4586, loss: 0.4586 2023-12-29 12:05:07,496 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 10:38:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.4928, loss: 0.4928 2023-12-29 12:05:33,061 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 10:38:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 0.4459, loss: 0.4459 2023-12-29 12:05:58,576 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 10:37:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4669, loss: 0.4669 2023-12-29 12:06:24,183 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 10:37:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4518, loss: 0.4518 2023-12-29 12:06:49,682 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 10:36:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 0.4923, loss: 0.4923 2023-12-29 12:07:15,121 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 10:36:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 0.4675, loss: 0.4675 2023-12-29 12:07:41,025 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 10:36:04, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.4210, loss: 0.4210 2023-12-29 12:08:06,547 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 10:35:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 0.4450, loss: 0.4450 2023-12-29 12:08:31,972 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 10:35:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.4103, loss: 0.4103 2023-12-29 12:08:57,446 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 10:34:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4803, loss: 0.4803 2023-12-29 12:09:23,185 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 10:34:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.4607, loss: 0.4607 2023-12-29 12:09:48,594 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 10:33:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.4812, loss: 0.4812 2023-12-29 12:10:14,326 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 10:33:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.4542, loss: 0.4542 2023-12-29 12:10:39,847 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 10:33:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.5289, loss: 0.5289 2023-12-29 12:11:05,590 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 10:32:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 0.5092, loss: 0.5092 2023-12-29 12:11:31,176 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 10:32:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4442, loss: 0.4442 2023-12-29 12:11:56,753 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 10:31:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.4680, loss: 0.4680 2023-12-29 12:12:22,304 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 10:31:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 0.4616, loss: 0.4616 2023-12-29 12:12:47,993 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 10:30:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.5210, loss: 0.5210 2023-12-29 12:12:58,997 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-29 12:16:48,535 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 12:16:49,055 - pyskl - INFO - top1_acc 0.8031 top5_acc 0.9604 2023-12-29 12:16:49,078 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8031, top5_acc: 0.9604 2023-12-29 12:17:43,896 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 10:30:21, time: 0.548, data_time: 0.295, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 0.4424, loss: 0.4424 2023-12-29 12:18:09,239 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 10:29:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.4528, loss: 0.4528 2023-12-29 12:18:34,654 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 10:29:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.4634, loss: 0.4634 2023-12-29 12:19:00,215 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 10:29:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.4270, loss: 0.4270 2023-12-29 12:19:25,757 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 10:28:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.4528, loss: 0.4528 2023-12-29 12:19:50,946 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 10:28:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3993, loss: 0.3993 2023-12-29 12:20:16,395 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 10:27:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.4082, loss: 0.4082 2023-12-29 12:20:41,573 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 10:27:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 0.4129, loss: 0.4129 2023-12-29 12:21:06,827 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 10:26:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.4230, loss: 0.4230 2023-12-29 12:21:32,098 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 10:26:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 0.4197, loss: 0.4197 2023-12-29 12:21:57,508 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 10:25:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.4325, loss: 0.4325 2023-12-29 12:22:22,787 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 10:25:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 0.4195, loss: 0.4195 2023-12-29 12:22:48,139 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 10:25:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.4391, loss: 0.4391 2023-12-29 12:23:13,471 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 10:24:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.4113, loss: 0.4113 2023-12-29 12:23:38,801 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 10:24:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.4159, loss: 0.4159 2023-12-29 12:24:04,065 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 10:23:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.4479, loss: 0.4479 2023-12-29 12:24:29,168 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 10:23:22, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.4255, loss: 0.4255 2023-12-29 12:24:54,486 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 10:22:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 0.4052, loss: 0.4052 2023-12-29 12:25:19,975 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 10:22:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.4388, loss: 0.4388 2023-12-29 12:25:45,388 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 10:22:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 0.4527, loss: 0.4527 2023-12-29 12:26:10,765 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 10:21:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.4391, loss: 0.4391 2023-12-29 12:26:36,244 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 10:21:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.4112, loss: 0.4112 2023-12-29 12:27:01,872 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 10:20:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4420, loss: 0.4420 2023-12-29 12:27:27,583 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 10:20:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9894, loss_cls: 0.4251, loss: 0.4251 2023-12-29 12:27:53,092 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 10:19:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 0.4695, loss: 0.4695 2023-12-29 12:28:19,043 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 10:19:27, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.4748, loss: 0.4748 2023-12-29 12:28:44,715 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 10:19:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4639, loss: 0.4639 2023-12-29 12:29:10,101 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 10:18:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.4215, loss: 0.4215 2023-12-29 12:29:35,635 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 10:18:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.4605, loss: 0.4605 2023-12-29 12:30:01,118 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 10:17:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.4284, loss: 0.4284 2023-12-29 12:30:26,863 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 10:17:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.4634, loss: 0.4634 2023-12-29 12:30:52,563 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 10:16:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 0.4645, loss: 0.4645 2023-12-29 12:31:18,242 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 10:16:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.4575, loss: 0.4575 2023-12-29 12:31:43,967 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 10:15:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4623, loss: 0.4623 2023-12-29 12:32:09,774 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 10:15:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4560, loss: 0.4560 2023-12-29 12:32:35,653 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 10:15:07, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.4379, loss: 0.4379 2023-12-29 12:33:01,281 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 10:14:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.4195, loss: 0.4195 2023-12-29 12:33:26,403 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 10:14:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.4474, loss: 0.4474 2023-12-29 12:33:51,803 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 10:13:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 0.4327, loss: 0.4327 2023-12-29 12:34:02,683 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-29 12:37:52,139 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 12:37:52,660 - pyskl - INFO - top1_acc 0.8050 top5_acc 0.9627 2023-12-29 12:37:52,665 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_111.pth was removed 2023-12-29 12:37:52,884 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. 2023-12-29 12:37:52,887 - pyskl - INFO - Best top1_acc is 0.8050 at 114 epoch. 2023-12-29 12:37:52,909 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8050, top5_acc: 0.9627 2023-12-29 12:38:47,923 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 10:13:18, time: 0.550, data_time: 0.295, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.3599, loss: 0.3599 2023-12-29 12:39:13,322 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 10:12:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.4055, loss: 0.4055 2023-12-29 12:39:38,797 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 10:12:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3803, loss: 0.3803 2023-12-29 12:40:04,383 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 10:12:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3495, loss: 0.3495 2023-12-29 12:40:30,027 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 10:11:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 0.3714, loss: 0.3714 2023-12-29 12:40:55,368 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 10:11:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 0.3958, loss: 0.3958 2023-12-29 12:41:21,055 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 10:10:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3928, loss: 0.3928 2023-12-29 12:41:46,685 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 10:10:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.4364, loss: 0.4364 2023-12-29 12:42:12,007 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 10:09:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 0.4777, loss: 0.4777 2023-12-29 12:42:37,222 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 10:09:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.4324, loss: 0.4324 2023-12-29 12:43:02,757 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 10:08:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.4343, loss: 0.4343 2023-12-29 12:43:28,436 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 10:08:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.3985, loss: 0.3985 2023-12-29 12:43:53,981 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 10:08:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3863, loss: 0.3863 2023-12-29 12:44:19,429 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 10:07:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.3700, loss: 0.3700 2023-12-29 12:44:44,905 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 10:07:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.4045, loss: 0.4045 2023-12-29 12:45:10,660 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 10:06:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4469, loss: 0.4469 2023-12-29 12:45:36,146 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 10:06:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.4072, loss: 0.4072 2023-12-29 12:46:01,759 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 10:05:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.4153, loss: 0.4153 2023-12-29 12:46:27,181 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 10:05:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.4081, loss: 0.4081 2023-12-29 12:46:52,262 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 10:05:02, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3872, loss: 0.3872 2023-12-29 12:47:17,798 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 10:04:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.4267, loss: 0.4267 2023-12-29 12:47:43,149 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 10:04:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 0.4185, loss: 0.4185 2023-12-29 12:48:08,754 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 10:03:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9862, loss_cls: 0.4549, loss: 0.4549 2023-12-29 12:48:34,440 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 10:03:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.4314, loss: 0.4314 2023-12-29 12:49:00,138 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 10:02:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.4152, loss: 0.4152 2023-12-29 12:49:25,886 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 10:02:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 0.4334, loss: 0.4334 2023-12-29 12:49:51,428 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 10:01:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 0.4835, loss: 0.4835 2023-12-29 12:50:16,956 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 10:01:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 0.4488, loss: 0.4488 2023-12-29 12:50:42,605 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 10:01:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 0.4238, loss: 0.4238 2023-12-29 12:51:08,220 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 10:00:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.4335, loss: 0.4335 2023-12-29 12:51:33,835 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 10:00:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.4180, loss: 0.4180 2023-12-29 12:51:59,669 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 9:59:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.4512, loss: 0.4512 2023-12-29 12:52:25,401 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 9:59:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.3853, loss: 0.3853 2023-12-29 12:52:51,219 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 9:58:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4504, loss: 0.4504 2023-12-29 12:53:17,028 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 9:58:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.4484, loss: 0.4484 2023-12-29 12:53:42,897 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 9:58:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4575, loss: 0.4575 2023-12-29 12:54:08,754 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 9:57:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9900, loss_cls: 0.4393, loss: 0.4393 2023-12-29 12:54:34,399 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 9:57:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4408, loss: 0.4408 2023-12-29 12:54:59,742 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 9:56:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4312, loss: 0.4312 2023-12-29 12:55:10,734 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-29 12:59:00,831 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 12:59:01,353 - pyskl - INFO - top1_acc 0.8094 top5_acc 0.9620 2023-12-29 12:59:01,358 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_114.pth was removed 2023-12-29 12:59:01,584 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. 2023-12-29 12:59:01,586 - pyskl - INFO - Best top1_acc is 0.8094 at 115 epoch. 2023-12-29 12:59:01,608 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8094, top5_acc: 0.9620 2023-12-29 12:59:57,013 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 9:56:16, time: 0.554, data_time: 0.300, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 0.3639, loss: 0.3639 2023-12-29 13:00:22,559 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 9:55:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.3721, loss: 0.3721 2023-12-29 13:00:47,951 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 9:55:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 0.4022, loss: 0.4022 2023-12-29 13:01:13,367 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 9:54:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 0.3948, loss: 0.3948 2023-12-29 13:01:38,453 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 9:54:32, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.4105, loss: 0.4105 2023-12-29 13:02:03,498 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 9:54:06, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.3598, loss: 0.3598 2023-12-29 13:02:28,682 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 9:53:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 0.4109, loss: 0.4109 2023-12-29 13:02:54,160 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 9:53:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.3880, loss: 0.3880 2023-12-29 13:03:19,522 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 9:52:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3817, loss: 0.3817 2023-12-29 13:03:44,747 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 9:52:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.3894, loss: 0.3894 2023-12-29 13:04:09,808 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 9:51:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3729, loss: 0.3729 2023-12-29 13:04:34,870 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 9:51:29, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 0.3801, loss: 0.3801 2023-12-29 13:04:59,946 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 9:51:02, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.3980, loss: 0.3980 2023-12-29 13:05:25,017 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 9:50:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.3797, loss: 0.3797 2023-12-29 13:05:50,093 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 9:50:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 0.4066, loss: 0.4066 2023-12-29 13:06:15,462 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 9:49:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3686, loss: 0.3686 2023-12-29 13:06:40,686 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 9:49:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.4298, loss: 0.4298 2023-12-29 13:07:06,030 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 9:48:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 0.4543, loss: 0.4543 2023-12-29 13:07:31,500 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 9:48:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.4102, loss: 0.4102 2023-12-29 13:07:56,994 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 9:47:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.4449, loss: 0.4449 2023-12-29 13:08:22,647 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 9:47:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 0.4603, loss: 0.4603 2023-12-29 13:08:47,874 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 9:47:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.4039, loss: 0.4039 2023-12-29 13:09:13,412 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 9:46:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 0.4310, loss: 0.4310 2023-12-29 13:09:38,934 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 9:46:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3871, loss: 0.3871 2023-12-29 13:10:04,736 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 9:45:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.3923, loss: 0.3923 2023-12-29 13:10:30,179 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 9:45:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.3878, loss: 0.3878 2023-12-29 13:10:55,738 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 9:44:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.4010, loss: 0.4010 2023-12-29 13:11:21,357 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 9:44:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.4210, loss: 0.4210 2023-12-29 13:11:47,069 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 9:44:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.4201, loss: 0.4201 2023-12-29 13:12:12,754 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 9:43:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 0.4386, loss: 0.4386 2023-12-29 13:12:38,478 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 9:43:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.4570, loss: 0.4570 2023-12-29 13:13:04,143 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 9:42:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 0.4305, loss: 0.4305 2023-12-29 13:13:29,680 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 9:42:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.4396, loss: 0.4396 2023-12-29 13:13:55,319 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 9:41:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.4647, loss: 0.4647 2023-12-29 13:14:21,012 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 9:41:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.4078, loss: 0.4078 2023-12-29 13:14:46,540 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 9:41:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.4897, loss: 0.4897 2023-12-29 13:15:12,211 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 9:40:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4654, loss: 0.4654 2023-12-29 13:15:37,594 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 9:40:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.4376, loss: 0.4376 2023-12-29 13:16:03,097 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 9:39:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4484, loss: 0.4484 2023-12-29 13:16:13,980 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-29 13:20:03,395 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 13:20:03,916 - pyskl - INFO - top1_acc 0.8079 top5_acc 0.9603 2023-12-29 13:20:03,939 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8079, top5_acc: 0.9603 2023-12-29 13:20:58,774 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 9:39:13, time: 0.548, data_time: 0.296, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 0.3775, loss: 0.3775 2023-12-29 13:21:23,876 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 9:38:47, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3844, loss: 0.3844 2023-12-29 13:21:49,116 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 9:38:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3648, loss: 0.3648 2023-12-29 13:22:14,790 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 9:37:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3644, loss: 0.3644 2023-12-29 13:22:40,112 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 9:37:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.3315, loss: 0.3315 2023-12-29 13:23:05,153 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 9:37:02, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3701, loss: 0.3701 2023-12-29 13:23:30,184 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 9:36:36, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3844, loss: 0.3844 2023-12-29 13:23:55,248 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 9:36:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.3462, loss: 0.3462 2023-12-29 13:24:20,294 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 9:35:43, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3467, loss: 0.3467 2023-12-29 13:24:45,387 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 9:35:17, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.3381, loss: 0.3381 2023-12-29 13:25:10,463 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 9:34:51, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.3502, loss: 0.3502 2023-12-29 13:25:35,713 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 9:34:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9975, loss_cls: 0.3906, loss: 0.3906 2023-12-29 13:26:01,133 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 9:33:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.3692, loss: 0.3692 2023-12-29 13:26:26,346 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 9:33:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 0.3732, loss: 0.3732 2023-12-29 13:26:51,405 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 9:33:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.3700, loss: 0.3700 2023-12-29 13:27:16,446 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 9:32:40, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 0.3808, loss: 0.3808 2023-12-29 13:27:41,521 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 9:32:14, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.3357, loss: 0.3357 2023-12-29 13:28:06,555 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 9:31:48, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.4179, loss: 0.4179 2023-12-29 13:28:31,589 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 9:31:21, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 0.3949, loss: 0.3949 2023-12-29 13:28:56,616 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 9:30:55, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.4187, loss: 0.4187 2023-12-29 13:29:22,109 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 9:30:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.4389, loss: 0.4389 2023-12-29 13:29:47,640 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 9:30:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.4261, loss: 0.4261 2023-12-29 13:30:12,953 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 9:29:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.4107, loss: 0.4107 2023-12-29 13:30:38,317 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 9:29:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 0.4252, loss: 0.4252 2023-12-29 13:31:03,866 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 9:28:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 0.3873, loss: 0.3873 2023-12-29 13:31:29,313 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 9:28:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.3926, loss: 0.3926 2023-12-29 13:31:54,969 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 9:27:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3769, loss: 0.3769 2023-12-29 13:32:20,341 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 9:27:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4769, loss: 0.4769 2023-12-29 13:32:45,821 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 9:27:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 0.3957, loss: 0.3957 2023-12-29 13:33:11,477 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 9:26:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.3960, loss: 0.3960 2023-12-29 13:33:36,970 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 9:26:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 0.3852, loss: 0.3852 2023-12-29 13:34:02,789 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 9:25:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3573, loss: 0.3573 2023-12-29 13:34:28,467 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 9:25:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.4106, loss: 0.4106 2023-12-29 13:34:54,301 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 9:24:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3920, loss: 0.3920 2023-12-29 13:35:19,877 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 9:24:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.4034, loss: 0.4034 2023-12-29 13:35:45,608 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 9:23:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 0.4242, loss: 0.4242 2023-12-29 13:36:10,971 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 9:23:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 0.4372, loss: 0.4372 2023-12-29 13:36:36,340 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 9:23:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.4393, loss: 0.4393 2023-12-29 13:37:02,015 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 9:22:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.4103, loss: 0.4103 2023-12-29 13:37:13,031 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-29 13:41:02,266 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 13:41:02,782 - pyskl - INFO - top1_acc 0.7832 top5_acc 0.9502 2023-12-29 13:41:02,805 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.7832, top5_acc: 0.9502 2023-12-29 13:41:58,430 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 9:22:09, time: 0.556, data_time: 0.303, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 0.3704, loss: 0.3704 2023-12-29 13:42:23,790 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 9:21:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.3504, loss: 0.3504 2023-12-29 13:42:49,297 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 9:21:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.3319, loss: 0.3319 2023-12-29 13:43:14,750 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 9:20:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3348, loss: 0.3348 2023-12-29 13:43:40,170 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 9:20:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3680, loss: 0.3680 2023-12-29 13:44:05,545 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 9:19:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 0.3338, loss: 0.3338 2023-12-29 13:44:31,059 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 9:19:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9925, loss_cls: 0.3487, loss: 0.3487 2023-12-29 13:44:56,500 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 9:19:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3398, loss: 0.3398 2023-12-29 13:45:22,042 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 9:18:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3675, loss: 0.3675 2023-12-29 13:45:47,596 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 9:18:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.3564, loss: 0.3564 2023-12-29 13:46:12,839 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 9:17:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.3654, loss: 0.3654 2023-12-29 13:46:38,267 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 9:17:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 0.3829, loss: 0.3829 2023-12-29 13:47:03,526 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 9:16:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 0.3493, loss: 0.3493 2023-12-29 13:47:28,819 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 9:16:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3919, loss: 0.3919 2023-12-29 13:47:54,220 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 9:16:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.3725, loss: 0.3725 2023-12-29 13:48:19,425 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 9:15:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3758, loss: 0.3758 2023-12-29 13:48:44,773 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 9:15:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.3859, loss: 0.3859 2023-12-29 13:49:10,106 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 9:14:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9931, loss_cls: 0.3390, loss: 0.3390 2023-12-29 13:49:35,702 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 9:14:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.3499, loss: 0.3499 2023-12-29 13:50:01,040 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 9:13:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 0.4038, loss: 0.4038 2023-12-29 13:50:26,340 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 9:13:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 0.3428, loss: 0.3428 2023-12-29 13:50:51,794 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 9:13:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.3796, loss: 0.3796 2023-12-29 13:51:17,121 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 9:12:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 0.3573, loss: 0.3573 2023-12-29 13:51:42,543 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 9:12:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.3718, loss: 0.3718 2023-12-29 13:52:08,078 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 9:11:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3655, loss: 0.3655 2023-12-29 13:52:33,672 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 9:11:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.3823, loss: 0.3823 2023-12-29 13:52:58,814 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 9:10:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.3806, loss: 0.3806 2023-12-29 13:53:24,015 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 9:10:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 0.4078, loss: 0.4078 2023-12-29 13:53:49,303 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 9:09:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 0.3504, loss: 0.3504 2023-12-29 13:54:14,803 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 9:09:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.3771, loss: 0.3771 2023-12-29 13:54:40,279 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 9:09:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.3641, loss: 0.3641 2023-12-29 13:55:05,954 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 9:08:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3840, loss: 0.3840 2023-12-29 13:55:31,384 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 9:08:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.3653, loss: 0.3653 2023-12-29 13:55:57,017 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 9:07:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 0.3568, loss: 0.3568 2023-12-29 13:56:22,946 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 9:07:21, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4374, loss: 0.4374 2023-12-29 13:56:48,821 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 9:06:55, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.4419, loss: 0.4419 2023-12-29 13:57:14,333 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 9:06:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 0.4123, loss: 0.4123 2023-12-29 13:57:39,809 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 9:06:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 0.4196, loss: 0.4196 2023-12-29 13:58:05,259 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 9:05:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3823, loss: 0.3823 2023-12-29 13:58:15,991 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-29 14:02:05,551 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 14:02:06,075 - pyskl - INFO - top1_acc 0.8135 top5_acc 0.9635 2023-12-29 14:02:06,080 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_115.pth was removed 2023-12-29 14:02:06,301 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. 2023-12-29 14:02:06,303 - pyskl - INFO - Best top1_acc is 0.8135 at 118 epoch. 2023-12-29 14:02:06,326 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8135, top5_acc: 0.9635 2023-12-29 14:03:02,499 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 9:05:06, time: 0.562, data_time: 0.300, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.3279, loss: 0.3279 2023-12-29 14:03:28,178 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 9:04:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.3449, loss: 0.3449 2023-12-29 14:03:53,955 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 9:04:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.3012, loss: 0.3012 2023-12-29 14:04:19,575 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 9:03:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.3197, loss: 0.3197 2023-12-29 14:04:45,035 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 9:03:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.3559, loss: 0.3559 2023-12-29 14:05:10,414 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 9:02:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 0.3690, loss: 0.3690 2023-12-29 14:05:35,967 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 9:02:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.3492, loss: 0.3492 2023-12-29 14:06:01,495 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 9:02:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.3180, loss: 0.3180 2023-12-29 14:06:26,971 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 9:01:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 0.3567, loss: 0.3567 2023-12-29 14:06:52,590 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 9:01:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.3604, loss: 0.3604 2023-12-29 14:07:18,056 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 9:00:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.3729, loss: 0.3729 2023-12-29 14:07:43,332 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 9:00:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3627, loss: 0.3627 2023-12-29 14:08:08,691 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 8:59:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3780, loss: 0.3780 2023-12-29 14:08:34,124 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 8:59:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.3527, loss: 0.3527 2023-12-29 14:08:59,464 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 8:59:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3842, loss: 0.3842 2023-12-29 14:09:24,704 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 8:58:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 0.3785, loss: 0.3785 2023-12-29 14:09:50,160 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 8:58:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9981, loss_cls: 0.3920, loss: 0.3920 2023-12-29 14:10:15,643 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 8:57:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.3285, loss: 0.3285 2023-12-29 14:10:40,746 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 8:57:16, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 0.3683, loss: 0.3683 2023-12-29 14:11:05,860 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 8:56:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 0.3928, loss: 0.3928 2023-12-29 14:11:31,219 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 8:56:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.3272, loss: 0.3272 2023-12-29 14:11:56,609 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 8:55:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.3511, loss: 0.3511 2023-12-29 14:12:21,902 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 8:55:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3993, loss: 0.3993 2023-12-29 14:12:47,189 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 8:55:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.3712, loss: 0.3712 2023-12-29 14:13:12,809 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 8:54:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 0.4093, loss: 0.4093 2023-12-29 14:13:38,676 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 8:54:14, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9919, loss_cls: 0.3652, loss: 0.3652 2023-12-29 14:14:04,293 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 8:53:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.4011, loss: 0.4011 2023-12-29 14:14:29,838 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 8:53:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.3494, loss: 0.3494 2023-12-29 14:14:55,514 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 8:52:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9919, loss_cls: 0.3707, loss: 0.3707 2023-12-29 14:15:21,085 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 8:52:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.3141, loss: 0.3141 2023-12-29 14:15:46,404 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 8:52:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4210, loss: 0.4210 2023-12-29 14:16:11,966 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 8:51:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3529, loss: 0.3529 2023-12-29 14:16:37,071 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 8:51:11, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3859, loss: 0.3859 2023-12-29 14:17:02,612 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 8:50:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9900, loss_cls: 0.3951, loss: 0.3951 2023-12-29 14:17:28,256 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 8:50:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.4247, loss: 0.4247 2023-12-29 14:17:53,965 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 8:49:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 0.3412, loss: 0.3412 2023-12-29 14:18:19,551 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 8:49:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3585, loss: 0.3585 2023-12-29 14:18:44,732 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 8:49:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3873, loss: 0.3873 2023-12-29 14:19:10,514 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 8:48:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.3730, loss: 0.3730 2023-12-29 14:19:21,346 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-29 14:23:11,316 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 14:23:11,837 - pyskl - INFO - top1_acc 0.8231 top5_acc 0.9638 2023-12-29 14:23:11,842 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_118.pth was removed 2023-12-29 14:23:12,062 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2023-12-29 14:23:12,064 - pyskl - INFO - Best top1_acc is 0.8231 at 119 epoch. 2023-12-29 14:23:12,087 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8231, top5_acc: 0.9638 2023-12-29 14:24:07,360 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 8:48:03, time: 0.553, data_time: 0.300, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.3365, loss: 0.3365 2023-12-29 14:24:33,037 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 8:47:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.3046, loss: 0.3046 2023-12-29 14:24:58,358 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 8:47:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.3250, loss: 0.3250 2023-12-29 14:25:23,878 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 8:46:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3442, loss: 0.3442 2023-12-29 14:25:49,045 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 8:46:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.3004, loss: 0.3004 2023-12-29 14:26:14,105 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 8:45:53, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.3353, loss: 0.3353 2023-12-29 14:26:39,130 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 8:45:26, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2954, loss: 0.2954 2023-12-29 14:27:04,167 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 8:45:00, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3736, loss: 0.3736 2023-12-29 14:27:29,314 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 8:44:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.3049, loss: 0.3049 2023-12-29 14:27:54,557 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 8:44:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3377, loss: 0.3377 2023-12-29 14:28:20,223 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 8:43:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.3105, loss: 0.3105 2023-12-29 14:28:45,563 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 8:43:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2954, loss: 0.2954 2023-12-29 14:29:10,929 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 8:42:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.3373, loss: 0.3373 2023-12-29 14:29:36,161 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 8:42:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.3356, loss: 0.3356 2023-12-29 14:30:01,423 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 8:41:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.3268, loss: 0.3268 2023-12-29 14:30:27,046 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 8:41:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9912, loss_cls: 0.3628, loss: 0.3628 2023-12-29 14:30:52,656 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 8:41:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.3449, loss: 0.3449 2023-12-29 14:31:18,109 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 8:40:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3345, loss: 0.3345 2023-12-29 14:31:43,823 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 8:40:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.3289, loss: 0.3289 2023-12-29 14:32:09,123 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 8:39:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.3272, loss: 0.3272 2023-12-29 14:32:34,445 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 8:39:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 0.3470, loss: 0.3470 2023-12-29 14:32:59,971 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 8:38:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3537, loss: 0.3537 2023-12-29 14:33:25,373 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 8:38:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 0.3712, loss: 0.3712 2023-12-29 14:33:50,698 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 8:38:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.3562, loss: 0.3562 2023-12-29 14:34:16,188 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 8:37:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3688, loss: 0.3688 2023-12-29 14:34:41,844 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 8:37:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.3260, loss: 0.3260 2023-12-29 14:35:07,494 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 8:36:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.3229, loss: 0.3229 2023-12-29 14:35:33,137 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 8:36:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 0.3494, loss: 0.3494 2023-12-29 14:35:58,724 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 8:35:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.3513, loss: 0.3513 2023-12-29 14:36:24,261 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 8:35:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3443, loss: 0.3443 2023-12-29 14:36:49,442 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 8:35:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3544, loss: 0.3544 2023-12-29 14:37:14,843 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 8:34:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3406, loss: 0.3406 2023-12-29 14:37:40,562 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 8:34:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.3532, loss: 0.3532 2023-12-29 14:38:06,356 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 8:33:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.3319, loss: 0.3319 2023-12-29 14:38:32,074 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 8:33:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.4030, loss: 0.4030 2023-12-29 14:38:57,786 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 8:32:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 0.3728, loss: 0.3728 2023-12-29 14:39:23,186 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 8:32:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3637, loss: 0.3637 2023-12-29 14:39:48,835 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 8:31:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.3654, loss: 0.3654 2023-12-29 14:40:14,427 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 8:31:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.3494, loss: 0.3494 2023-12-29 14:40:25,309 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-29 14:44:15,170 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 14:44:15,691 - pyskl - INFO - top1_acc 0.8125 top5_acc 0.9592 2023-12-29 14:44:15,714 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8125, top5_acc: 0.9592 2023-12-29 14:45:10,802 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 8:31:00, time: 0.551, data_time: 0.298, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.3317, loss: 0.3317 2023-12-29 14:45:36,166 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 8:30:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.3069, loss: 0.3069 2023-12-29 14:46:01,790 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 8:30:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.3134, loss: 0.3134 2023-12-29 14:46:27,561 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 8:29:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.2784, loss: 0.2784 2023-12-29 14:46:52,898 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 8:29:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2960, loss: 0.2960 2023-12-29 14:47:18,127 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 8:28:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2798, loss: 0.2798 2023-12-29 14:47:43,205 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 8:28:23, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2756, loss: 0.2756 2023-12-29 14:48:08,544 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 8:27:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.3088, loss: 0.3088 2023-12-29 14:48:33,788 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 8:27:31, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3364, loss: 0.3364 2023-12-29 14:48:59,281 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 8:27:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.3045, loss: 0.3045 2023-12-29 14:49:24,615 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 8:26:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 0.3359, loss: 0.3359 2023-12-29 14:49:50,080 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 8:26:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 0.3397, loss: 0.3397 2023-12-29 14:50:15,430 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 8:25:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.3002, loss: 0.3002 2023-12-29 14:50:40,592 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 8:25:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.3107, loss: 0.3107 2023-12-29 14:51:05,630 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 8:24:54, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 0.3123, loss: 0.3123 2023-12-29 14:51:30,989 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 8:24:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.3525, loss: 0.3525 2023-12-29 14:51:56,359 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 8:24:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.3291, loss: 0.3291 2023-12-29 14:52:21,475 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 8:23:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.3259, loss: 0.3259 2023-12-29 14:52:46,530 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 8:23:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.3086, loss: 0.3086 2023-12-29 14:53:11,752 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 8:22:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.3231, loss: 0.3231 2023-12-29 14:53:37,132 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 8:22:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2771, loss: 0.2771 2023-12-29 14:54:02,580 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 8:21:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.3002, loss: 0.3002 2023-12-29 14:54:28,011 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 8:21:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.3150, loss: 0.3150 2023-12-29 14:54:53,256 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 8:20:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.2860, loss: 0.2860 2023-12-29 14:55:18,631 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 8:20:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.3074, loss: 0.3074 2023-12-29 14:55:44,265 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 8:20:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.3319, loss: 0.3319 2023-12-29 14:56:09,963 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 8:19:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.3315, loss: 0.3315 2023-12-29 14:56:35,310 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 8:19:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3577, loss: 0.3577 2023-12-29 14:57:00,740 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 8:18:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.3640, loss: 0.3640 2023-12-29 14:57:26,395 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 8:18:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.3020, loss: 0.3020 2023-12-29 14:57:51,915 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 8:17:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3375, loss: 0.3375 2023-12-29 14:58:17,608 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 8:17:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.3312, loss: 0.3312 2023-12-29 14:58:43,451 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 8:17:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.3133, loss: 0.3133 2023-12-29 14:59:09,282 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 8:16:39, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.3189, loss: 0.3189 2023-12-29 14:59:34,777 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 8:16:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.3353, loss: 0.3353 2023-12-29 15:00:00,641 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 8:15:47, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.3290, loss: 0.3290 2023-12-29 15:00:26,117 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 8:15:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.2926, loss: 0.2926 2023-12-29 15:00:51,461 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 8:14:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.3291, loss: 0.3291 2023-12-29 15:01:17,201 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 8:14:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.3344, loss: 0.3344 2023-12-29 15:01:28,148 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-29 15:05:17,686 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 15:05:18,207 - pyskl - INFO - top1_acc 0.8187 top5_acc 0.9631 2023-12-29 15:05:18,230 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8187, top5_acc: 0.9631 2023-12-29 15:06:13,326 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 8:13:57, time: 0.551, data_time: 0.298, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 0.3202, loss: 0.3202 2023-12-29 15:06:38,861 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 8:13:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.2857, loss: 0.2857 2023-12-29 15:07:04,359 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 8:13:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2634, loss: 0.2634 2023-12-29 15:07:30,054 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 8:12:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2732, loss: 0.2732 2023-12-29 15:07:55,493 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 8:12:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2976, loss: 0.2976 2023-12-29 15:08:20,863 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 8:11:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2766, loss: 0.2766 2023-12-29 15:08:46,211 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 8:11:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2900, loss: 0.2900 2023-12-29 15:09:11,676 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 8:10:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2869, loss: 0.2869 2023-12-29 15:09:36,925 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 8:10:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.2978, loss: 0.2978 2023-12-29 15:10:02,264 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 8:10:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.3046, loss: 0.3046 2023-12-29 15:10:27,537 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 8:09:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.3286, loss: 0.3286 2023-12-29 15:10:53,121 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 8:09:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2929, loss: 0.2929 2023-12-29 15:11:18,744 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 8:08:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2891, loss: 0.2891 2023-12-29 15:11:44,461 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 8:08:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.2859, loss: 0.2859 2023-12-29 15:12:09,998 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 8:07:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.3152, loss: 0.3152 2023-12-29 15:12:35,656 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 8:07:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2808, loss: 0.2808 2023-12-29 15:13:01,029 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 8:07:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.2550, loss: 0.2550 2023-12-29 15:13:26,112 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 8:06:33, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2866, loss: 0.2866 2023-12-29 15:13:51,331 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 8:06:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9931, loss_cls: 0.3068, loss: 0.3068 2023-12-29 15:14:16,916 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 8:05:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.3119, loss: 0.3119 2023-12-29 15:14:42,288 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 8:05:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.3166, loss: 0.3166 2023-12-29 15:15:07,717 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 8:04:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.2635, loss: 0.2635 2023-12-29 15:15:33,321 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 8:04:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.3117, loss: 0.3117 2023-12-29 15:15:58,787 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 8:03:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.3088, loss: 0.3088 2023-12-29 15:16:24,495 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 8:03:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.3255, loss: 0.3255 2023-12-29 15:16:49,809 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 8:03:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.3482, loss: 0.3482 2023-12-29 15:17:15,418 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 8:02:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 0.3005, loss: 0.3005 2023-12-29 15:17:40,824 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 8:02:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.3132, loss: 0.3132 2023-12-29 15:18:06,302 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 8:01:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2947, loss: 0.2947 2023-12-29 15:18:31,896 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 8:01:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2854, loss: 0.2854 2023-12-29 15:18:57,547 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 8:00:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.2752, loss: 0.2752 2023-12-29 15:19:23,220 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 8:00:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.3002, loss: 0.3002 2023-12-29 15:19:48,967 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 8:00:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 0.3184, loss: 0.3184 2023-12-29 15:20:14,965 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 7:59:37, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.3271, loss: 0.3271 2023-12-29 15:20:40,556 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 7:59:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 0.3482, loss: 0.3482 2023-12-29 15:21:06,277 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 7:58:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.3138, loss: 0.3138 2023-12-29 15:21:31,862 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 7:58:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2867, loss: 0.2867 2023-12-29 15:21:57,592 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 7:57:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.3254, loss: 0.3254 2023-12-29 15:22:23,179 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 7:57:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9988, loss_cls: 0.3532, loss: 0.3532 2023-12-29 15:22:34,146 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-29 15:26:24,285 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 15:26:24,805 - pyskl - INFO - top1_acc 0.8174 top5_acc 0.9615 2023-12-29 15:26:24,828 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8174, top5_acc: 0.9615 2023-12-29 15:27:19,822 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 7:56:54, time: 0.550, data_time: 0.298, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.2637, loss: 0.2637 2023-12-29 15:27:44,909 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 7:56:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2679, loss: 0.2679 2023-12-29 15:28:10,154 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 7:56:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2809, loss: 0.2809 2023-12-29 15:28:35,292 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 7:55:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2794, loss: 0.2794 2023-12-29 15:29:00,310 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 7:55:10, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.2346, loss: 0.2346 2023-12-29 15:29:25,333 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 7:54:44, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2614, loss: 0.2614 2023-12-29 15:29:50,347 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 7:54:17, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2468, loss: 0.2468 2023-12-29 15:30:15,363 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 7:53:51, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.2680, loss: 0.2680 2023-12-29 15:30:40,401 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 7:53:25, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.2558, loss: 0.2558 2023-12-29 15:31:05,450 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 7:52:59, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2604, loss: 0.2604 2023-12-29 15:31:30,482 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 7:52:33, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2536, loss: 0.2536 2023-12-29 15:31:55,519 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 7:52:07, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.2565, loss: 0.2565 2023-12-29 15:32:20,823 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 7:51:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2647, loss: 0.2647 2023-12-29 15:32:46,076 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 7:51:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 0.2995, loss: 0.2995 2023-12-29 15:33:11,558 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 7:50:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 0.2550, loss: 0.2550 2023-12-29 15:33:36,910 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 7:50:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2746, loss: 0.2746 2023-12-29 15:34:01,968 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 7:49:56, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.2944, loss: 0.2944 2023-12-29 15:34:27,251 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 7:49:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.3059, loss: 0.3059 2023-12-29 15:34:52,663 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 7:49:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 0.2671, loss: 0.2671 2023-12-29 15:35:18,027 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 7:48:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 0.2656, loss: 0.2656 2023-12-29 15:35:43,415 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 7:48:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2785, loss: 0.2785 2023-12-29 15:36:08,628 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 7:47:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.3171, loss: 0.3171 2023-12-29 15:36:34,106 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 7:47:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2787, loss: 0.2787 2023-12-29 15:36:59,292 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 7:46:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 0.2991, loss: 0.2991 2023-12-29 15:37:24,622 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 7:46:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.3014, loss: 0.3014 2023-12-29 15:37:50,017 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 7:46:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.3063, loss: 0.3063 2023-12-29 15:38:15,595 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 7:45:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2804, loss: 0.2804 2023-12-29 15:38:41,285 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 7:45:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 0.3194, loss: 0.3194 2023-12-29 15:39:06,879 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 7:44:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.3147, loss: 0.3147 2023-12-29 15:39:32,354 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 7:44:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.3178, loss: 0.3178 2023-12-29 15:39:57,978 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 7:43:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.3213, loss: 0.3213 2023-12-29 15:40:23,633 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 7:43:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.3133, loss: 0.3133 2023-12-29 15:40:49,629 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 7:42:59, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.3130, loss: 0.3130 2023-12-29 15:41:15,327 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 7:42:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2701, loss: 0.2701 2023-12-29 15:41:40,947 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 7:42:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2989, loss: 0.2989 2023-12-29 15:42:06,804 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 7:41:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9944, loss_cls: 0.2904, loss: 0.2904 2023-12-29 15:42:32,539 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 7:41:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 0.2644, loss: 0.2644 2023-12-29 15:42:58,242 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 7:40:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2899, loss: 0.2899 2023-12-29 15:43:23,739 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 7:40:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2814, loss: 0.2814 2023-12-29 15:43:34,561 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-29 15:47:24,275 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 15:47:24,796 - pyskl - INFO - top1_acc 0.8192 top5_acc 0.9627 2023-12-29 15:47:24,820 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8192, top5_acc: 0.9627 2023-12-29 15:48:19,325 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 7:39:51, time: 0.545, data_time: 0.294, memory: 5251, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 0.2563, loss: 0.2563 2023-12-29 15:48:44,550 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 7:39:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2433, loss: 0.2433 2023-12-29 15:49:09,923 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 7:38:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2432, loss: 0.2432 2023-12-29 15:49:35,642 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 7:38:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2566, loss: 0.2566 2023-12-29 15:50:01,062 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 7:38:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.2651, loss: 0.2651 2023-12-29 15:50:26,497 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 7:37:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2460, loss: 0.2460 2023-12-29 15:50:51,780 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 7:37:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2535, loss: 0.2535 2023-12-29 15:51:17,108 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 7:36:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2357, loss: 0.2357 2023-12-29 15:51:42,203 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 7:36:22, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2221, loss: 0.2221 2023-12-29 15:52:07,621 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 7:35:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2676, loss: 0.2676 2023-12-29 15:52:32,911 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 7:35:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 0.2868, loss: 0.2868 2023-12-29 15:52:58,280 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 7:35:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.2321, loss: 0.2321 2023-12-29 15:53:23,348 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 7:34:37, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.2398, loss: 0.2398 2023-12-29 15:53:48,700 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 7:34:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2469, loss: 0.2469 2023-12-29 15:54:14,150 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 7:33:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.2412, loss: 0.2412 2023-12-29 15:54:39,558 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 7:33:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.2776, loss: 0.2776 2023-12-29 15:55:05,132 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 7:32:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2345, loss: 0.2345 2023-12-29 15:55:30,649 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 7:32:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2611, loss: 0.2611 2023-12-29 15:55:56,186 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 7:32:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2581, loss: 0.2581 2023-12-29 15:56:21,594 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 7:31:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2474, loss: 0.2474 2023-12-29 15:56:46,760 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 7:31:09, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.2530, loss: 0.2530 2023-12-29 15:57:11,795 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 7:30:43, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2844, loss: 0.2844 2023-12-29 15:57:36,852 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 7:30:16, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2677, loss: 0.2677 2023-12-29 15:58:02,375 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 7:29:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2485, loss: 0.2485 2023-12-29 15:58:27,851 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 7:29:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.2608, loss: 0.2608 2023-12-29 15:58:53,153 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 7:28:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2803, loss: 0.2803 2023-12-29 15:59:18,916 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 7:28:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2876, loss: 0.2876 2023-12-29 15:59:44,689 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 7:28:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2782, loss: 0.2782 2023-12-29 16:00:10,580 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 7:27:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2630, loss: 0.2630 2023-12-29 16:00:36,292 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 7:27:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9938, loss_cls: 0.2864, loss: 0.2864 2023-12-29 16:01:01,798 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 7:26:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.3032, loss: 0.3032 2023-12-29 16:01:27,442 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 7:26:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9931, loss_cls: 0.3231, loss: 0.3231 2023-12-29 16:01:53,174 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 7:25:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2724, loss: 0.2724 2023-12-29 16:02:18,884 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 7:25:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2808, loss: 0.2808 2023-12-29 16:02:44,986 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 7:25:04, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2843, loss: 0.2843 2023-12-29 16:03:10,794 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 7:24:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2893, loss: 0.2893 2023-12-29 16:03:36,419 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 7:24:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.3105, loss: 0.3105 2023-12-29 16:04:02,075 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 7:23:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.2948, loss: 0.2948 2023-12-29 16:04:27,599 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 7:23:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.2897, loss: 0.2897 2023-12-29 16:04:38,503 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-29 16:08:27,901 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 16:08:28,420 - pyskl - INFO - top1_acc 0.8060 top5_acc 0.9564 2023-12-29 16:08:28,444 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8060, top5_acc: 0.9564 2023-12-29 16:09:23,396 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 7:22:48, time: 0.549, data_time: 0.296, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.2401, loss: 0.2401 2023-12-29 16:09:48,929 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 7:22:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2604, loss: 0.2604 2023-12-29 16:10:14,239 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 7:21:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2325, loss: 0.2325 2023-12-29 16:10:39,762 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 7:21:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.2376, loss: 0.2376 2023-12-29 16:11:05,323 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 7:21:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.2431, loss: 0.2431 2023-12-29 16:11:30,603 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 7:20:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2457, loss: 0.2457 2023-12-29 16:11:56,046 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 7:20:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2488, loss: 0.2488 2023-12-29 16:12:21,437 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 7:19:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2368, loss: 0.2368 2023-12-29 16:12:46,997 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 7:19:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2452, loss: 0.2452 2023-12-29 16:13:12,527 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 7:18:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2679, loss: 0.2679 2023-12-29 16:13:37,931 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 7:18:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 0.3088, loss: 0.3088 2023-12-29 16:14:03,264 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 7:18:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2695, loss: 0.2695 2023-12-29 16:14:28,661 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 7:17:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2464, loss: 0.2464 2023-12-29 16:14:54,301 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 7:17:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 0.2531, loss: 0.2531 2023-12-29 16:15:19,718 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 7:16:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.2450, loss: 0.2450 2023-12-29 16:15:45,039 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 7:16:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.2303, loss: 0.2303 2023-12-29 16:16:10,615 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 7:15:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.2358, loss: 0.2358 2023-12-29 16:16:35,953 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 7:15:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2346, loss: 0.2346 2023-12-29 16:17:01,760 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 7:14:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2468, loss: 0.2468 2023-12-29 16:17:27,181 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 7:14:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2539, loss: 0.2539 2023-12-29 16:17:52,664 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 7:14:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.2420, loss: 0.2420 2023-12-29 16:18:18,023 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 7:13:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2930, loss: 0.2930 2023-12-29 16:18:43,364 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 7:13:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.2670, loss: 0.2670 2023-12-29 16:19:08,663 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 7:12:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2547, loss: 0.2547 2023-12-29 16:19:34,173 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 7:12:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.2441, loss: 0.2441 2023-12-29 16:19:59,558 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 7:11:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2716, loss: 0.2716 2023-12-29 16:20:24,872 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 7:11:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2674, loss: 0.2674 2023-12-29 16:20:50,582 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 7:11:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.2568, loss: 0.2568 2023-12-29 16:21:16,091 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 7:10:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2487, loss: 0.2487 2023-12-29 16:21:41,800 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 7:10:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2717, loss: 0.2717 2023-12-29 16:22:06,918 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 7:09:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.2244, loss: 0.2244 2023-12-29 16:22:32,659 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 7:09:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2576, loss: 0.2576 2023-12-29 16:22:58,149 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 7:08:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2615, loss: 0.2615 2023-12-29 16:23:23,802 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 7:08:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2269, loss: 0.2269 2023-12-29 16:23:49,108 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 7:08:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2648, loss: 0.2648 2023-12-29 16:24:14,717 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 7:07:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2733, loss: 0.2733 2023-12-29 16:24:40,446 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 7:07:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2484, loss: 0.2484 2023-12-29 16:25:06,103 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 7:06:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2713, loss: 0.2713 2023-12-29 16:25:31,902 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 7:06:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.2897, loss: 0.2897 2023-12-29 16:25:42,733 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-29 16:29:32,144 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 16:29:32,665 - pyskl - INFO - top1_acc 0.8202 top5_acc 0.9623 2023-12-29 16:29:32,688 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8202, top5_acc: 0.9623 2023-12-29 16:30:28,276 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 7:05:45, time: 0.556, data_time: 0.303, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.2462, loss: 0.2462 2023-12-29 16:30:53,645 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 7:05:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.2144, loss: 0.2144 2023-12-29 16:31:19,202 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 7:04:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.2351, loss: 0.2351 2023-12-29 16:31:44,961 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 7:04:27, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1965, loss: 0.1965 2023-12-29 16:32:10,343 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 7:04:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.2247, loss: 0.2247 2023-12-29 16:32:35,655 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 7:03:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.2011, loss: 0.2011 2023-12-29 16:33:01,240 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 7:03:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1980, loss: 0.1980 2023-12-29 16:33:26,272 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 7:02:43, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2294, loss: 0.2294 2023-12-29 16:33:51,587 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 7:02:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2536, loss: 0.2536 2023-12-29 16:34:16,945 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 7:01:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.2488, loss: 0.2488 2023-12-29 16:34:42,356 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 7:01:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.2131, loss: 0.2131 2023-12-29 16:35:07,960 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 7:00:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.2208, loss: 0.2208 2023-12-29 16:35:33,384 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 7:00:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.2091, loss: 0.2091 2023-12-29 16:35:59,131 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 7:00:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.2187, loss: 0.2187 2023-12-29 16:36:24,703 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 6:59:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.2598, loss: 0.2598 2023-12-29 16:36:50,176 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 6:59:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.2166, loss: 0.2166 2023-12-29 16:37:15,536 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 6:58:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2563, loss: 0.2563 2023-12-29 16:37:41,041 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 6:58:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.2174, loss: 0.2174 2023-12-29 16:38:06,326 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 6:57:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.2200, loss: 0.2200 2023-12-29 16:38:31,566 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 6:57:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.2260, loss: 0.2260 2023-12-29 16:38:56,962 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 6:57:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.2253, loss: 0.2253 2023-12-29 16:39:22,244 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 6:56:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2110, loss: 0.2110 2023-12-29 16:39:47,320 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 6:56:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2451, loss: 0.2451 2023-12-29 16:40:12,401 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 6:55:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2760, loss: 0.2760 2023-12-29 16:40:37,606 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 6:55:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2540, loss: 0.2540 2023-12-29 16:41:02,994 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 6:54:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.2478, loss: 0.2478 2023-12-29 16:41:28,342 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 6:54:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2317, loss: 0.2317 2023-12-29 16:41:54,115 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 6:54:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2469, loss: 0.2469 2023-12-29 16:42:19,526 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 6:53:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.2616, loss: 0.2616 2023-12-29 16:42:44,933 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 6:53:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.2250, loss: 0.2250 2023-12-29 16:43:10,823 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 6:52:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2633, loss: 0.2633 2023-12-29 16:43:36,391 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 6:52:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.2270, loss: 0.2270 2023-12-29 16:44:01,650 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 6:51:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2188, loss: 0.2188 2023-12-29 16:44:27,491 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 6:51:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.2381, loss: 0.2381 2023-12-29 16:44:53,173 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 6:50:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2724, loss: 0.2724 2023-12-29 16:45:19,027 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 6:50:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2232, loss: 0.2232 2023-12-29 16:45:44,757 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 6:50:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.2209, loss: 0.2209 2023-12-29 16:46:10,484 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 6:49:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.2237, loss: 0.2237 2023-12-29 16:46:36,002 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 6:49:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.2531, loss: 0.2531 2023-12-29 16:46:46,994 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-29 16:50:36,799 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 16:50:37,321 - pyskl - INFO - top1_acc 0.8066 top5_acc 0.9581 2023-12-29 16:50:37,344 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8066, top5_acc: 0.9581 2023-12-29 16:51:32,200 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 6:48:42, time: 0.548, data_time: 0.297, memory: 5251, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 0.2335, loss: 0.2335 2023-12-29 16:51:57,557 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 6:48:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 0.2215, loss: 0.2215 2023-12-29 16:52:23,069 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 6:47:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.2071, loss: 0.2071 2023-12-29 16:52:48,381 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 6:47:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.2149, loss: 0.2149 2023-12-29 16:53:13,670 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 6:46:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1965, loss: 0.1965 2023-12-29 16:53:39,068 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 6:46:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.2423, loss: 0.2423 2023-12-29 16:54:04,541 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 6:46:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.2201, loss: 0.2201 2023-12-29 16:54:29,988 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 6:45:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.2155, loss: 0.2155 2023-12-29 16:54:55,439 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 6:45:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1967, loss: 0.1967 2023-12-29 16:55:20,849 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 6:44:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.2020, loss: 0.2020 2023-12-29 16:55:46,001 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 6:44:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.2156, loss: 0.2156 2023-12-29 16:56:11,365 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 6:43:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.2105, loss: 0.2105 2023-12-29 16:56:36,658 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 6:43:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.2110, loss: 0.2110 2023-12-29 16:57:02,002 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 6:43:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1985, loss: 0.1985 2023-12-29 16:57:27,437 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 6:42:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2153, loss: 0.2153 2023-12-29 16:57:52,666 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 6:42:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2157, loss: 0.2157 2023-12-29 16:58:18,051 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 6:41:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1928, loss: 0.1928 2023-12-29 16:58:43,509 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 6:41:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.2273, loss: 0.2273 2023-12-29 16:59:08,745 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 6:40:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.2439, loss: 0.2439 2023-12-29 16:59:33,899 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 6:40:27, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.2191, loss: 0.2191 2023-12-29 16:59:59,149 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 6:40:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2426, loss: 0.2426 2023-12-29 17:00:24,650 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 6:39:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2355, loss: 0.2355 2023-12-29 17:00:50,072 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 6:39:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.2476, loss: 0.2476 2023-12-29 17:01:15,945 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 6:38:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2353, loss: 0.2353 2023-12-29 17:01:41,527 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 6:38:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.2129, loss: 0.2129 2023-12-29 17:02:07,051 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 6:37:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.2390, loss: 0.2390 2023-12-29 17:02:32,412 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 6:37:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.2135, loss: 0.2135 2023-12-29 17:02:57,993 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 6:36:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2581, loss: 0.2581 2023-12-29 17:03:23,885 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 6:36:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.2087, loss: 0.2087 2023-12-29 17:03:49,460 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 6:36:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.2285, loss: 0.2285 2023-12-29 17:04:14,913 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 6:35:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.2252, loss: 0.2252 2023-12-29 17:04:40,759 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 6:35:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.2196, loss: 0.2196 2023-12-29 17:05:06,212 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 6:34:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.2224, loss: 0.2224 2023-12-29 17:05:31,983 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 6:34:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.2015, loss: 0.2015 2023-12-29 17:05:57,693 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 6:33:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 0.2091, loss: 0.2091 2023-12-29 17:06:23,244 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 6:33:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1975, loss: 0.1975 2023-12-29 17:06:48,924 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 6:33:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.2064, loss: 0.2064 2023-12-29 17:07:14,486 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 6:32:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2243, loss: 0.2243 2023-12-29 17:07:39,610 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 6:32:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.2119, loss: 0.2119 2023-12-29 17:07:50,386 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-29 17:11:40,562 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 17:11:41,085 - pyskl - INFO - top1_acc 0.8215 top5_acc 0.9644 2023-12-29 17:11:41,108 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8215, top5_acc: 0.9644 2023-12-29 17:12:35,800 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 6:31:39, time: 0.547, data_time: 0.294, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.2019, loss: 0.2019 2023-12-29 17:13:00,998 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 6:31:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2163, loss: 0.2163 2023-12-29 17:13:26,144 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 6:30:47, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.2232, loss: 0.2232 2023-12-29 17:13:51,899 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 6:30:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1966, loss: 0.1966 2023-12-29 17:14:17,317 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 6:29:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1732, loss: 0.1732 2023-12-29 17:14:42,351 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 6:29:29, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1960, loss: 0.1960 2023-12-29 17:15:07,392 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 6:29:03, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.2079, loss: 0.2079 2023-12-29 17:15:32,469 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 6:28:37, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.2002, loss: 0.2002 2023-12-29 17:15:58,025 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 6:28:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1869, loss: 0.1869 2023-12-29 17:16:23,883 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 6:27:45, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1976, loss: 0.1976 2023-12-29 17:16:48,942 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 6:27:18, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1864, loss: 0.1864 2023-12-29 17:17:14,268 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 6:26:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1948, loss: 0.1948 2023-12-29 17:17:39,673 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 6:26:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.2005, loss: 0.2005 2023-12-29 17:18:04,788 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 6:26:00, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 0.2115, loss: 0.2115 2023-12-29 17:18:29,853 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 6:25:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1965, loss: 0.1965 2023-12-29 17:18:54,901 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 6:25:08, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1891, loss: 0.1891 2023-12-29 17:19:19,984 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 6:24:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.2069, loss: 0.2069 2023-12-29 17:19:45,036 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 6:24:16, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1927, loss: 0.1927 2023-12-29 17:20:10,080 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 6:23:50, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1935, loss: 0.1935 2023-12-29 17:20:35,166 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 6:23:24, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.2250, loss: 0.2250 2023-12-29 17:21:00,274 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 6:22:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.2042, loss: 0.2042 2023-12-29 17:21:25,801 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 6:22:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1976, loss: 0.1976 2023-12-29 17:21:50,892 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 6:22:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1833, loss: 0.1833 2023-12-29 17:22:16,157 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 6:21:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1656, loss: 0.1656 2023-12-29 17:22:41,813 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 6:21:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1900, loss: 0.1900 2023-12-29 17:23:07,185 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 6:20:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.2061, loss: 0.2061 2023-12-29 17:23:32,772 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 6:20:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.2075, loss: 0.2075 2023-12-29 17:23:58,109 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 6:19:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1992, loss: 0.1992 2023-12-29 17:24:23,712 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 6:19:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1832, loss: 0.1832 2023-12-29 17:24:49,198 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 6:19:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1968, loss: 0.1968 2023-12-29 17:25:14,535 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 6:18:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.2164, loss: 0.2164 2023-12-29 17:25:40,311 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 6:18:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1911, loss: 0.1911 2023-12-29 17:26:06,046 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 6:17:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2183, loss: 0.2183 2023-12-29 17:26:31,978 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 6:17:19, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1791, loss: 0.1791 2023-12-29 17:26:57,836 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 6:16:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1925, loss: 0.1925 2023-12-29 17:27:23,172 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 6:16:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1993, loss: 0.1993 2023-12-29 17:27:48,814 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 6:16:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 0.2057, loss: 0.2057 2023-12-29 17:28:14,515 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 6:15:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2190, loss: 0.2190 2023-12-29 17:28:39,645 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 6:15:09, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1913, loss: 0.1913 2023-12-29 17:28:50,522 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-29 17:32:40,593 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 17:32:41,260 - pyskl - INFO - top1_acc 0.8237 top5_acc 0.9642 2023-12-29 17:32:41,266 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_119.pth was removed 2023-12-29 17:32:41,629 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. 2023-12-29 17:32:41,631 - pyskl - INFO - Best top1_acc is 0.8237 at 128 epoch. 2023-12-29 17:32:41,664 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8237, top5_acc: 0.9642 2023-12-29 17:33:37,618 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 6:14:36, time: 0.559, data_time: 0.305, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1875, loss: 0.1875 2023-12-29 17:34:03,052 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 6:14:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1709, loss: 0.1709 2023-12-29 17:34:28,488 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 6:13:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1669, loss: 0.1669 2023-12-29 17:34:54,163 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 6:13:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1755, loss: 0.1755 2023-12-29 17:35:19,885 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 6:12:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1794, loss: 0.1794 2023-12-29 17:35:45,157 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 6:12:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1746, loss: 0.1746 2023-12-29 17:36:10,539 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 6:12:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1774, loss: 0.1774 2023-12-29 17:36:36,018 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 6:11:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1757, loss: 0.1757 2023-12-29 17:37:01,521 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 6:11:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1845, loss: 0.1845 2023-12-29 17:37:26,966 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 6:10:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1806, loss: 0.1806 2023-12-29 17:37:52,506 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 6:10:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1850, loss: 0.1850 2023-12-29 17:38:17,897 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 6:09:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1983, loss: 0.1983 2023-12-29 17:38:43,158 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 6:09:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1862, loss: 0.1862 2023-12-29 17:39:08,446 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 6:08:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1601, loss: 0.1601 2023-12-29 17:39:33,806 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 6:08:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1868, loss: 0.1868 2023-12-29 17:39:59,205 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 6:08:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1673, loss: 0.1673 2023-12-29 17:40:24,564 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 6:07:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1757, loss: 0.1757 2023-12-29 17:40:49,947 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 6:07:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1835, loss: 0.1835 2023-12-29 17:41:15,604 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 6:06:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1763, loss: 0.1763 2023-12-29 17:41:41,110 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 6:06:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1682, loss: 0.1682 2023-12-29 17:42:06,477 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 6:05:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1625, loss: 0.1625 2023-12-29 17:42:31,585 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 6:05:29, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1689, loss: 0.1689 2023-12-29 17:42:56,658 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 6:05:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 0.1977, loss: 0.1977 2023-12-29 17:43:21,723 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 6:04:37, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1860, loss: 0.1860 2023-12-29 17:43:46,854 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 6:04:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1820, loss: 0.1820 2023-12-29 17:44:12,208 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 6:03:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1841, loss: 0.1841 2023-12-29 17:44:37,600 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 6:03:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1936, loss: 0.1936 2023-12-29 17:45:03,035 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 6:02:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.2038, loss: 0.2038 2023-12-29 17:45:28,813 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 6:02:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.1881, loss: 0.1881 2023-12-29 17:45:54,158 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 6:02:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1888, loss: 0.1888 2023-12-29 17:46:19,656 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 6:01:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1891, loss: 0.1891 2023-12-29 17:46:45,042 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 6:01:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.2027, loss: 0.2027 2023-12-29 17:47:10,748 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 6:00:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 0.2158, loss: 0.2158 2023-12-29 17:47:36,840 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 6:00:16, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1947, loss: 0.1947 2023-12-29 17:48:02,534 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 5:59:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1842, loss: 0.1842 2023-12-29 17:48:28,187 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 5:59:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1578, loss: 0.1578 2023-12-29 17:48:54,003 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 5:58:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1858, loss: 0.1858 2023-12-29 17:49:19,608 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 5:58:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1992, loss: 0.1992 2023-12-29 17:49:45,496 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 5:58:06, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1954, loss: 0.1954 2023-12-29 17:49:56,601 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-29 17:53:46,675 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 17:53:47,203 - pyskl - INFO - top1_acc 0.8209 top5_acc 0.9630 2023-12-29 17:53:47,229 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8209, top5_acc: 0.9630 2023-12-29 17:54:42,652 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 5:57:33, time: 0.554, data_time: 0.302, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1625, loss: 0.1625 2023-12-29 17:55:08,015 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 5:57:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1644, loss: 0.1644 2023-12-29 17:55:33,509 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 5:56:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1713, loss: 0.1713 2023-12-29 17:55:58,994 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 5:56:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1688, loss: 0.1688 2023-12-29 17:56:24,286 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 5:55:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1704, loss: 0.1704 2023-12-29 17:56:49,561 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 5:55:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1515, loss: 0.1515 2023-12-29 17:57:14,837 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 5:54:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1782, loss: 0.1782 2023-12-29 17:57:39,898 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 5:54:31, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1675, loss: 0.1675 2023-12-29 17:58:05,036 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 5:54:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1814, loss: 0.1814 2023-12-29 17:58:30,520 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 5:53:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1588, loss: 0.1588 2023-12-29 17:58:55,966 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 5:53:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1595, loss: 0.1595 2023-12-29 17:59:21,603 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 5:52:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1807, loss: 0.1807 2023-12-29 17:59:46,944 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 5:52:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1656, loss: 0.1656 2023-12-29 18:00:12,670 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 5:51:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1638, loss: 0.1638 2023-12-29 18:00:38,191 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 5:51:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1723, loss: 0.1723 2023-12-29 18:01:03,661 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 5:51:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1638, loss: 0.1638 2023-12-29 18:01:29,256 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 5:50:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1525, loss: 0.1525 2023-12-29 18:01:54,479 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 5:50:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1708, loss: 0.1708 2023-12-29 18:02:19,552 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 5:49:44, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1586, loss: 0.1586 2023-12-29 18:02:44,626 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 5:49:18, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1759, loss: 0.1759 2023-12-29 18:03:09,723 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 5:48:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1721, loss: 0.1721 2023-12-29 18:03:34,781 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 5:48:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1778, loss: 0.1778 2023-12-29 18:03:59,847 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 5:48:00, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1663, loss: 0.1663 2023-12-29 18:04:24,915 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 5:47:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1744, loss: 0.1744 2023-12-29 18:04:49,947 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 5:47:08, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1629, loss: 0.1629 2023-12-29 18:05:15,031 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 5:46:41, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1538, loss: 0.1538 2023-12-29 18:05:40,090 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 5:46:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1563, loss: 0.1563 2023-12-29 18:06:05,157 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 5:45:49, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1665, loss: 0.1665 2023-12-29 18:06:30,518 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 5:45:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1790, loss: 0.1790 2023-12-29 18:06:56,105 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 5:44:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.1734, loss: 0.1734 2023-12-29 18:07:21,880 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 5:44:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1604, loss: 0.1604 2023-12-29 18:07:47,406 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 5:44:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1534, loss: 0.1534 2023-12-29 18:08:13,130 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 5:43:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1531, loss: 0.1531 2023-12-29 18:08:39,028 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 5:43:13, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1635, loss: 0.1635 2023-12-29 18:09:04,345 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 5:42:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1709, loss: 0.1709 2023-12-29 18:09:30,186 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 5:42:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.1450, loss: 0.1450 2023-12-29 18:09:55,663 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 5:41:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1765, loss: 0.1765 2023-12-29 18:10:21,312 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 5:41:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1748, loss: 0.1748 2023-12-29 18:10:46,854 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 5:41:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1834, loss: 0.1834 2023-12-29 18:10:57,797 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-29 18:14:47,883 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 18:14:48,403 - pyskl - INFO - top1_acc 0.8275 top5_acc 0.9645 2023-12-29 18:14:48,408 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_128.pth was removed 2023-12-29 18:14:48,633 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. 2023-12-29 18:14:48,635 - pyskl - INFO - Best top1_acc is 0.8275 at 130 epoch. 2023-12-29 18:14:48,659 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8275, top5_acc: 0.9645 2023-12-29 18:15:43,917 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 5:40:30, time: 0.552, data_time: 0.299, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1530, loss: 0.1530 2023-12-29 18:16:09,389 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 5:40:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1668, loss: 0.1668 2023-12-29 18:16:34,912 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 5:39:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1370, loss: 0.1370 2023-12-29 18:17:00,612 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 5:39:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.1440, loss: 0.1440 2023-12-29 18:17:25,990 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 5:38:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.1359, loss: 0.1359 2023-12-29 18:17:51,393 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 5:38:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1523, loss: 0.1523 2023-12-29 18:18:16,560 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 5:37:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1546, loss: 0.1546 2023-12-29 18:18:41,745 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 5:37:27, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1493, loss: 0.1493 2023-12-29 18:19:07,132 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 5:37:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1384, loss: 0.1384 2023-12-29 18:19:32,498 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 5:36:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1367, loss: 0.1367 2023-12-29 18:19:57,835 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 5:36:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1325, loss: 0.1325 2023-12-29 18:20:23,245 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 5:35:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1419, loss: 0.1419 2023-12-29 18:20:48,890 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 5:35:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1575, loss: 0.1575 2023-12-29 18:21:14,253 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 5:34:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1428, loss: 0.1428 2023-12-29 18:21:39,861 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 5:34:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1388, loss: 0.1388 2023-12-29 18:22:05,406 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 5:33:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1327, loss: 0.1327 2023-12-29 18:22:31,088 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 5:33:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1382, loss: 0.1382 2023-12-29 18:22:56,213 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 5:33:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1681, loss: 0.1681 2023-12-29 18:23:21,260 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 5:32:41, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1735, loss: 0.1735 2023-12-29 18:23:46,363 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 5:32:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1745, loss: 0.1745 2023-12-29 18:24:11,926 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 5:31:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1667, loss: 0.1667 2023-12-29 18:24:37,282 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 5:31:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.1373, loss: 0.1373 2023-12-29 18:25:02,633 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 5:30:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.1399, loss: 0.1399 2023-12-29 18:25:28,059 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 5:30:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1361, loss: 0.1361 2023-12-29 18:25:53,443 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 5:30:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1508, loss: 0.1508 2023-12-29 18:26:18,836 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 5:29:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1550, loss: 0.1550 2023-12-29 18:26:44,424 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 5:29:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1564, loss: 0.1564 2023-12-29 18:27:10,132 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 5:28:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1484, loss: 0.1484 2023-12-29 18:27:35,638 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 5:28:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1591, loss: 0.1591 2023-12-29 18:28:01,337 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 5:27:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1647, loss: 0.1647 2023-12-29 18:28:26,658 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 5:27:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1688, loss: 0.1688 2023-12-29 18:28:52,360 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 5:27:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 0.1879, loss: 0.1879 2023-12-29 18:29:18,104 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 5:26:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1658, loss: 0.1658 2023-12-29 18:29:43,861 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 5:26:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1543, loss: 0.1543 2023-12-29 18:30:09,552 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 5:25:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1513, loss: 0.1513 2023-12-29 18:30:35,313 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 5:25:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1494, loss: 0.1494 2023-12-29 18:31:00,851 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 5:24:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1519, loss: 0.1519 2023-12-29 18:31:26,451 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 5:24:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1633, loss: 0.1633 2023-12-29 18:31:51,875 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 5:24:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1490, loss: 0.1490 2023-12-29 18:32:02,910 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-29 18:35:52,347 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 18:35:52,870 - pyskl - INFO - top1_acc 0.8310 top5_acc 0.9665 2023-12-29 18:35:52,875 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_130.pth was removed 2023-12-29 18:35:53,095 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. 2023-12-29 18:35:53,097 - pyskl - INFO - Best top1_acc is 0.8310 at 131 epoch. 2023-12-29 18:35:53,121 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8310, top5_acc: 0.9665 2023-12-29 18:36:48,350 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 5:23:27, time: 0.552, data_time: 0.299, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1548, loss: 0.1548 2023-12-29 18:37:14,009 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 5:23:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1425, loss: 0.1425 2023-12-29 18:37:39,421 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 5:22:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1421, loss: 0.1421 2023-12-29 18:38:05,262 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 5:22:09, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1335, loss: 0.1335 2023-12-29 18:38:30,646 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 5:21:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1290, loss: 0.1290 2023-12-29 18:38:56,052 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 5:21:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1407, loss: 0.1407 2023-12-29 18:39:21,941 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 5:20:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1407, loss: 0.1407 2023-12-29 18:39:47,492 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 5:20:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1319, loss: 0.1319 2023-12-29 18:40:13,101 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 5:19:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1216, loss: 0.1216 2023-12-29 18:40:38,297 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 5:19:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1300, loss: 0.1300 2023-12-29 18:41:03,785 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 5:19:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1264, loss: 0.1264 2023-12-29 18:41:29,325 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 5:18:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1241, loss: 0.1241 2023-12-29 18:41:55,002 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 5:18:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1425, loss: 0.1425 2023-12-29 18:42:20,497 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 5:17:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1335, loss: 0.1335 2023-12-29 18:42:46,169 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 5:17:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1285, loss: 0.1285 2023-12-29 18:43:11,727 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 5:16:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.1322, loss: 0.1322 2023-12-29 18:43:37,146 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 5:16:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1314, loss: 0.1314 2023-12-29 18:44:02,462 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 5:16:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1245, loss: 0.1245 2023-12-29 18:44:27,761 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 5:15:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1372, loss: 0.1372 2023-12-29 18:44:53,327 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 5:15:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.1419, loss: 0.1419 2023-12-29 18:45:18,682 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 5:14:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1292, loss: 0.1292 2023-12-29 18:45:44,275 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 5:14:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1516, loss: 0.1516 2023-12-29 18:46:09,794 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 5:13:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1390, loss: 0.1390 2023-12-29 18:46:35,368 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 5:13:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1266, loss: 0.1266 2023-12-29 18:47:00,835 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 5:13:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1414, loss: 0.1414 2023-12-29 18:47:26,298 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 5:12:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1349, loss: 0.1349 2023-12-29 18:47:51,825 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 5:12:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1510, loss: 0.1510 2023-12-29 18:48:17,164 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 5:11:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1319, loss: 0.1319 2023-12-29 18:48:42,613 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 5:11:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1518, loss: 0.1518 2023-12-29 18:49:08,301 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 5:10:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.1291, loss: 0.1291 2023-12-29 18:49:34,031 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 5:10:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1274, loss: 0.1274 2023-12-29 18:49:59,755 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 5:10:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1185, loss: 0.1185 2023-12-29 18:50:25,737 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 5:09:34, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1439, loss: 0.1439 2023-12-29 18:50:51,559 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 5:09:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1447, loss: 0.1447 2023-12-29 18:51:17,321 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 5:08:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1582, loss: 0.1582 2023-12-29 18:51:42,800 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 5:08:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1373, loss: 0.1373 2023-12-29 18:52:08,401 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 5:07:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1432, loss: 0.1432 2023-12-29 18:52:34,110 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 5:07:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1429, loss: 0.1429 2023-12-29 18:53:00,206 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 5:06:58, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1469, loss: 0.1469 2023-12-29 18:53:11,052 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-29 18:57:00,241 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 18:57:00,763 - pyskl - INFO - top1_acc 0.8281 top5_acc 0.9635 2023-12-29 18:57:00,786 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8281, top5_acc: 0.9635 2023-12-29 18:57:55,828 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 5:06:25, time: 0.550, data_time: 0.299, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1279, loss: 0.1279 2023-12-29 18:58:20,825 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 5:05:59, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1266, loss: 0.1266 2023-12-29 18:58:45,969 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 5:05:33, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1204, loss: 0.1204 2023-12-29 18:59:11,550 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 5:05:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1165, loss: 0.1165 2023-12-29 18:59:36,745 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 5:04:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1240, loss: 0.1240 2023-12-29 19:00:01,967 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 5:04:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1132, loss: 0.1132 2023-12-29 19:00:27,217 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 5:03:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1143, loss: 0.1143 2023-12-29 19:00:52,570 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 5:03:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1312, loss: 0.1312 2023-12-29 19:01:17,959 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 5:02:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1112, loss: 0.1112 2023-12-29 19:01:43,257 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 5:02:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1181, loss: 0.1181 2023-12-29 19:02:08,793 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 5:02:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1236, loss: 0.1236 2023-12-29 19:02:34,129 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 5:01:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1277, loss: 0.1277 2023-12-29 19:02:59,326 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 5:01:12, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1353, loss: 0.1353 2023-12-29 19:03:24,379 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 5:00:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1181, loss: 0.1181 2023-12-29 19:03:49,410 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 5:00:20, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1382, loss: 0.1382 2023-12-29 19:04:14,461 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 4:59:54, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1294, loss: 0.1294 2023-12-29 19:04:39,507 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 4:59:28, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1455, loss: 0.1455 2023-12-29 19:05:04,842 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 4:59:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1316, loss: 0.1316 2023-12-29 19:05:30,426 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 4:58:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1319, loss: 0.1319 2023-12-29 19:05:55,785 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 4:58:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1282, loss: 0.1282 2023-12-29 19:06:21,131 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 4:57:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.1155, loss: 0.1155 2023-12-29 19:06:46,699 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 4:57:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1177, loss: 0.1177 2023-12-29 19:07:12,033 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 4:56:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1514, loss: 0.1514 2023-12-29 19:07:37,985 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 4:56:26, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1438, loss: 0.1438 2023-12-29 19:08:03,392 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 4:56:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.1282, loss: 0.1282 2023-12-29 19:08:28,752 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 4:55:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.1213, loss: 0.1213 2023-12-29 19:08:54,186 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 4:55:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1244, loss: 0.1244 2023-12-29 19:09:19,640 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 4:54:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1303, loss: 0.1303 2023-12-29 19:09:45,182 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 4:54:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1194, loss: 0.1194 2023-12-29 19:10:10,737 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 4:53:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1108, loss: 0.1108 2023-12-29 19:10:36,601 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 4:53:24, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1260, loss: 0.1260 2023-12-29 19:11:02,175 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 4:52:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.1381, loss: 0.1381 2023-12-29 19:11:27,804 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 4:52:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1232, loss: 0.1232 2023-12-29 19:11:53,504 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 4:52:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.1235, loss: 0.1235 2023-12-29 19:12:19,291 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 4:51:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1265, loss: 0.1265 2023-12-29 19:12:44,984 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 4:51:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1200, loss: 0.1200 2023-12-29 19:13:10,775 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 4:50:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1214, loss: 0.1214 2023-12-29 19:13:36,611 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 4:50:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.1199, loss: 0.1199 2023-12-29 19:14:02,246 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 4:49:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1210, loss: 0.1210 2023-12-29 19:14:13,035 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-29 19:18:02,856 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 19:18:03,373 - pyskl - INFO - top1_acc 0.8334 top5_acc 0.9649 2023-12-29 19:18:03,378 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_131.pth was removed 2023-12-29 19:18:03,599 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2023-12-29 19:18:03,601 - pyskl - INFO - Best top1_acc is 0.8334 at 133 epoch. 2023-12-29 19:18:03,623 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8334, top5_acc: 0.9649 2023-12-29 19:18:58,885 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 4:49:22, time: 0.553, data_time: 0.299, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1079, loss: 0.1079 2023-12-29 19:19:24,150 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 4:48:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1150, loss: 0.1150 2023-12-29 19:19:49,459 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 4:48:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1347, loss: 0.1347 2023-12-29 19:20:15,092 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 4:48:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1208, loss: 0.1208 2023-12-29 19:20:40,704 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 4:47:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1185, loss: 0.1185 2023-12-29 19:21:05,760 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 4:47:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.1191, loss: 0.1191 2023-12-29 19:21:30,771 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 4:46:45, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1207, loss: 0.1207 2023-12-29 19:21:55,802 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 4:46:19, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1307, loss: 0.1307 2023-12-29 19:22:20,839 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 4:45:53, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1125, loss: 0.1125 2023-12-29 19:22:45,872 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 4:45:27, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1187, loss: 0.1187 2023-12-29 19:23:11,113 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 4:45:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1123, loss: 0.1123 2023-12-29 19:23:36,702 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 4:44:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1040, loss: 0.1040 2023-12-29 19:24:02,248 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 4:44:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1152, loss: 0.1152 2023-12-29 19:24:27,417 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 4:43:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1147, loss: 0.1147 2023-12-29 19:24:52,650 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 4:43:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1079, loss: 0.1079 2023-12-29 19:25:17,967 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 4:42:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1101, loss: 0.1101 2023-12-29 19:25:43,382 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 4:42:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1048, loss: 0.1048 2023-12-29 19:26:08,680 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 4:41:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1052, loss: 0.1052 2023-12-29 19:26:33,999 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 4:41:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1166, loss: 0.1166 2023-12-29 19:26:59,321 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 4:41:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1082, loss: 0.1082 2023-12-29 19:27:24,510 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 4:40:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1099, loss: 0.1099 2023-12-29 19:27:49,574 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 4:40:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1098, loss: 0.1098 2023-12-29 19:28:14,611 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 4:39:49, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1144, loss: 0.1144 2023-12-29 19:28:40,107 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 4:39:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1245, loss: 0.1245 2023-12-29 19:29:05,585 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 4:38:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1200, loss: 0.1200 2023-12-29 19:29:30,795 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 4:38:31, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1298, loss: 0.1298 2023-12-29 19:29:56,203 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 4:38:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1223, loss: 0.1223 2023-12-29 19:30:21,559 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 4:37:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1092, loss: 0.1092 2023-12-29 19:30:46,955 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 4:37:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1179, loss: 0.1179 2023-12-29 19:31:12,486 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 4:36:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1305, loss: 0.1305 2023-12-29 19:31:38,080 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 4:36:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.1240, loss: 0.1240 2023-12-29 19:32:03,544 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 4:35:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1307, loss: 0.1307 2023-12-29 19:32:29,084 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 4:35:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1073, loss: 0.1073 2023-12-29 19:32:54,937 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 4:35:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.1184, loss: 0.1184 2023-12-29 19:33:20,584 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 4:34:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1133, loss: 0.1133 2023-12-29 19:33:46,364 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 4:34:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1129, loss: 0.1129 2023-12-29 19:34:11,950 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 4:33:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1063, loss: 0.1063 2023-12-29 19:34:37,652 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 4:33:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1085, loss: 0.1085 2023-12-29 19:35:03,068 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 4:32:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1110, loss: 0.1110 2023-12-29 19:35:14,064 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-29 19:39:03,670 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 19:39:04,193 - pyskl - INFO - top1_acc 0.8385 top5_acc 0.9669 2023-12-29 19:39:04,198 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_133.pth was removed 2023-12-29 19:39:04,418 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. 2023-12-29 19:39:04,420 - pyskl - INFO - Best top1_acc is 0.8385 at 134 epoch. 2023-12-29 19:39:04,443 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8385, top5_acc: 0.9669 2023-12-29 19:39:59,912 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 4:32:18, time: 0.555, data_time: 0.300, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1184, loss: 0.1184 2023-12-29 19:40:25,416 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 4:31:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1040, loss: 0.1040 2023-12-29 19:40:50,922 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 4:31:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.1043, loss: 0.1043 2023-12-29 19:41:16,201 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 4:31:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1119, loss: 0.1119 2023-12-29 19:41:41,524 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 4:30:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.1096, loss: 0.1096 2023-12-29 19:42:06,822 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 4:30:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1030, loss: 0.1030 2023-12-29 19:42:31,987 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 4:29:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0961, loss: 0.0961 2023-12-29 19:42:57,030 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 4:29:16, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1123, loss: 0.1123 2023-12-29 19:43:22,092 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 4:28:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1110, loss: 0.1110 2023-12-29 19:43:47,175 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 4:28:24, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1046, loss: 0.1046 2023-12-29 19:44:12,250 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 4:27:58, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1104, loss: 0.1104 2023-12-29 19:44:37,284 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 4:27:32, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0976, loss: 0.0976 2023-12-29 19:45:02,328 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 4:27:06, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1050, loss: 0.1050 2023-12-29 19:45:27,370 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 4:26:40, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1053, loss: 0.1053 2023-12-29 19:45:52,421 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 4:26:14, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1033, loss: 0.1033 2023-12-29 19:46:17,470 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 4:25:48, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1133, loss: 0.1133 2023-12-29 19:46:42,543 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 4:25:22, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1118, loss: 0.1118 2023-12-29 19:47:07,633 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 4:24:56, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1071, loss: 0.1071 2023-12-29 19:47:32,705 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 4:24:30, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1063, loss: 0.1063 2023-12-29 19:47:57,724 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 4:24:03, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1091, loss: 0.1091 2023-12-29 19:48:22,742 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 4:23:37, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1095, loss: 0.1095 2023-12-29 19:48:47,972 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 4:23:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1120, loss: 0.1120 2023-12-29 19:49:13,318 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 4:22:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1052, loss: 0.1052 2023-12-29 19:49:38,704 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 4:22:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1010, loss: 0.1010 2023-12-29 19:50:04,187 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 4:21:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1144, loss: 0.1144 2023-12-29 19:50:29,627 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 4:21:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1059, loss: 0.1059 2023-12-29 19:50:54,947 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 4:21:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1071, loss: 0.1071 2023-12-29 19:51:20,459 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 4:20:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1047, loss: 0.1047 2023-12-29 19:51:45,957 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 4:20:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.1121, loss: 0.1121 2023-12-29 19:52:11,360 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 4:19:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1029, loss: 0.1029 2023-12-29 19:52:37,115 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 4:19:17, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1032, loss: 0.1032 2023-12-29 19:53:02,532 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 4:18:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0988, loss: 0.0988 2023-12-29 19:53:28,099 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 4:18:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1145, loss: 0.1145 2023-12-29 19:53:53,839 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 4:17:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1043, loss: 0.1043 2023-12-29 19:54:19,569 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 4:17:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1201, loss: 0.1201 2023-12-29 19:54:45,234 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 4:17:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1031, loss: 0.1031 2023-12-29 19:55:11,193 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 4:16:41, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1020, loss: 0.1020 2023-12-29 19:55:36,895 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 4:16:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1074, loss: 0.1074 2023-12-29 19:56:02,446 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 4:15:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1018, loss: 0.1018 2023-12-29 19:56:13,347 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-29 20:00:02,552 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 20:00:03,074 - pyskl - INFO - top1_acc 0.8410 top5_acc 0.9658 2023-12-29 20:00:03,079 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_134.pth was removed 2023-12-29 20:00:03,298 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2023-12-29 20:00:03,300 - pyskl - INFO - Best top1_acc is 0.8410 at 135 epoch. 2023-12-29 20:00:03,322 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8410, top5_acc: 0.9658 2023-12-29 20:00:58,081 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 4:15:15, time: 0.548, data_time: 0.295, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0973, loss: 0.0973 2023-12-29 20:01:23,285 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 4:14:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1010, loss: 0.1010 2023-12-29 20:01:48,835 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 4:14:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0907, loss: 0.0907 2023-12-29 20:02:14,139 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 4:13:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0985, loss: 0.0985 2023-12-29 20:02:39,634 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 4:13:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0982, loss: 0.0982 2023-12-29 20:03:04,727 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 4:13:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0951, loss: 0.0951 2023-12-29 20:03:29,723 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 4:12:39, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0889, loss: 0.0889 2023-12-29 20:03:54,780 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 4:12:13, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0945, loss: 0.0945 2023-12-29 20:04:19,828 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 4:11:47, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0962, loss: 0.0962 2023-12-29 20:04:44,942 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 4:11:21, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0959, loss: 0.0959 2023-12-29 20:05:10,460 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 4:10:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0942, loss: 0.0942 2023-12-29 20:05:35,928 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 4:10:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0956, loss: 0.0956 2023-12-29 20:06:01,589 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 4:10:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1018, loss: 0.1018 2023-12-29 20:06:27,041 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 4:09:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0966, loss: 0.0966 2023-12-29 20:06:52,387 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 4:09:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0997, loss: 0.0997 2023-12-29 20:07:17,797 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 4:08:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0949, loss: 0.0949 2023-12-29 20:07:43,144 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 4:08:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1018, loss: 0.1018 2023-12-29 20:08:08,327 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 4:07:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0989, loss: 0.0989 2023-12-29 20:08:33,382 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 4:07:27, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0928, loss: 0.0928 2023-12-29 20:08:58,715 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 4:07:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1015, loss: 0.1015 2023-12-29 20:09:24,035 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 4:06:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1076, loss: 0.1076 2023-12-29 20:09:49,280 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 4:06:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1037, loss: 0.1037 2023-12-29 20:10:14,520 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 4:05:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0894, loss: 0.0894 2023-12-29 20:10:39,856 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 4:05:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1026, loss: 0.1026 2023-12-29 20:11:05,432 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 4:04:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0942, loss: 0.0942 2023-12-29 20:11:31,124 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 4:04:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1025, loss: 0.1025 2023-12-29 20:11:56,712 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 4:03:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0930, loss: 0.0930 2023-12-29 20:12:22,161 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 4:03:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0908, loss: 0.0908 2023-12-29 20:12:47,503 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 4:03:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0931, loss: 0.0931 2023-12-29 20:13:12,852 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 4:02:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0935, loss: 0.0935 2023-12-29 20:13:38,483 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 4:02:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0941, loss: 0.0941 2023-12-29 20:14:04,127 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 4:01:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1010, loss: 0.1010 2023-12-29 20:14:29,704 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 4:01:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1050, loss: 0.1050 2023-12-29 20:14:55,460 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 4:00:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1118, loss: 0.1118 2023-12-29 20:15:21,261 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 4:00:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1005, loss: 0.1005 2023-12-29 20:15:46,894 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 4:00:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1072, loss: 0.1072 2023-12-29 20:16:12,517 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 3:59:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0969, loss: 0.0969 2023-12-29 20:16:38,265 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 3:59:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1041, loss: 0.1041 2023-12-29 20:17:04,048 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 3:58:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1008, loss: 0.1008 2023-12-29 20:17:15,031 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-29 20:21:04,730 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 20:21:05,249 - pyskl - INFO - top1_acc 0.8347 top5_acc 0.9626 2023-12-29 20:21:05,272 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8347, top5_acc: 0.9626 2023-12-29 20:22:00,185 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 3:58:12, time: 0.549, data_time: 0.299, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0871, loss: 0.0871 2023-12-29 20:22:25,550 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 3:57:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0907, loss: 0.0907 2023-12-29 20:22:51,077 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 3:57:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0977, loss: 0.0977 2023-12-29 20:23:16,646 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 3:56:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0946, loss: 0.0946 2023-12-29 20:23:42,141 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 3:56:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0930, loss: 0.0930 2023-12-29 20:24:07,386 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 3:56:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0955, loss: 0.0955 2023-12-29 20:24:32,635 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 3:55:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0863, loss: 0.0863 2023-12-29 20:24:57,972 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 3:55:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0875, loss: 0.0875 2023-12-29 20:25:23,281 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 3:54:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0954, loss: 0.0954 2023-12-29 20:25:48,631 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 3:54:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0956, loss: 0.0956 2023-12-29 20:26:14,132 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 3:53:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0979, loss: 0.0979 2023-12-29 20:26:39,319 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 3:53:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0941, loss: 0.0941 2023-12-29 20:27:04,645 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 3:53:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0880, loss: 0.0880 2023-12-29 20:27:30,066 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 3:52:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0895, loss: 0.0895 2023-12-29 20:27:55,479 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 3:52:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0878, loss: 0.0878 2023-12-29 20:28:20,889 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 3:51:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0943, loss: 0.0943 2023-12-29 20:28:46,385 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 3:51:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0902, loss: 0.0902 2023-12-29 20:29:11,691 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 3:50:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0973, loss: 0.0973 2023-12-29 20:29:36,963 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 3:50:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0893, loss: 0.0893 2023-12-29 20:30:02,565 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 3:49:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0889, loss: 0.0889 2023-12-29 20:30:27,886 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 3:49:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0935, loss: 0.0935 2023-12-29 20:30:53,328 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 3:49:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0916, loss: 0.0916 2023-12-29 20:31:18,551 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 3:48:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0899, loss: 0.0899 2023-12-29 20:31:43,676 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 3:48:14, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0915, loss: 0.0915 2023-12-29 20:32:09,269 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 3:47:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0910, loss: 0.0910 2023-12-29 20:32:34,787 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 3:47:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0950, loss: 0.0950 2023-12-29 20:33:00,244 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 3:46:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0907, loss: 0.0907 2023-12-29 20:33:25,719 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 3:46:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0910, loss: 0.0910 2023-12-29 20:33:51,232 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 3:46:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0890, loss: 0.0890 2023-12-29 20:34:16,687 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 3:45:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0943, loss: 0.0943 2023-12-29 20:34:42,365 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 3:45:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0911, loss: 0.0911 2023-12-29 20:35:08,182 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 3:44:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0971, loss: 0.0971 2023-12-29 20:35:33,777 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 3:44:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0885, loss: 0.0885 2023-12-29 20:35:59,357 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 3:43:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0990, loss: 0.0990 2023-12-29 20:36:25,098 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 3:43:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0952, loss: 0.0952 2023-12-29 20:36:50,698 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 3:43:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0911, loss: 0.0911 2023-12-29 20:37:16,457 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 3:42:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0904, loss: 0.0904 2023-12-29 20:37:41,859 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 3:42:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.1040, loss: 0.1040 2023-12-29 20:38:07,380 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 3:41:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0924, loss: 0.0924 2023-12-29 20:38:18,406 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-29 20:42:08,980 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 20:42:09,503 - pyskl - INFO - top1_acc 0.8409 top5_acc 0.9661 2023-12-29 20:42:09,527 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8409, top5_acc: 0.9661 2023-12-29 20:43:04,537 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 3:41:09, time: 0.550, data_time: 0.298, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0918, loss: 0.0918 2023-12-29 20:43:29,830 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 3:40:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0815, loss: 0.0815 2023-12-29 20:43:55,128 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 3:40:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0948, loss: 0.0948 2023-12-29 20:44:20,764 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 3:39:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0905, loss: 0.0905 2023-12-29 20:44:46,356 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 3:39:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0861, loss: 0.0861 2023-12-29 20:45:11,750 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 3:38:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 2023-12-29 20:45:37,343 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 3:38:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0829, loss: 0.0829 2023-12-29 20:46:02,707 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 3:38:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0828, loss: 0.0828 2023-12-29 20:46:28,045 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 3:37:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0801, loss: 0.0801 2023-12-29 20:46:53,525 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 3:37:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0832, loss: 0.0832 2023-12-29 20:47:19,089 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 3:36:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0837, loss: 0.0837 2023-12-29 20:47:44,770 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 3:36:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0858, loss: 0.0858 2023-12-29 20:48:10,037 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 3:35:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0908, loss: 0.0908 2023-12-29 20:48:35,537 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 3:35:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0881, loss: 0.0881 2023-12-29 20:49:00,960 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 3:35:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0864, loss: 0.0864 2023-12-29 20:49:26,356 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 3:34:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0904, loss: 0.0904 2023-12-29 20:49:51,698 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 3:34:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0901, loss: 0.0901 2023-12-29 20:50:17,069 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 3:33:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0859, loss: 0.0859 2023-12-29 20:50:42,273 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 3:33:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0838, loss: 0.0838 2023-12-29 20:51:07,555 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 3:32:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0850, loss: 0.0850 2023-12-29 20:51:32,925 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 3:32:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0858, loss: 0.0858 2023-12-29 20:51:58,385 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 3:32:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0983, loss: 0.0983 2023-12-29 20:52:23,895 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 3:31:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0893, loss: 0.0893 2023-12-29 20:52:49,416 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 3:31:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0876, loss: 0.0876 2023-12-29 20:53:14,746 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 3:30:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0862, loss: 0.0862 2023-12-29 20:53:40,188 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 3:30:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0834, loss: 0.0834 2023-12-29 20:54:05,491 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 3:29:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0886, loss: 0.0886 2023-12-29 20:54:30,852 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 3:29:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0884, loss: 0.0884 2023-12-29 20:54:56,349 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 3:29:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0891, loss: 0.0891 2023-12-29 20:55:21,833 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 3:28:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0939, loss: 0.0939 2023-12-29 20:55:47,418 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 3:28:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0894, loss: 0.0894 2023-12-29 20:56:13,270 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 3:27:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0918, loss: 0.0918 2023-12-29 20:56:39,007 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 3:27:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0887, loss: 0.0887 2023-12-29 20:57:04,627 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 3:26:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0847, loss: 0.0847 2023-12-29 20:57:30,429 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 3:26:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0849, loss: 0.0849 2023-12-29 20:57:55,975 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 3:25:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0888, loss: 0.0888 2023-12-29 20:58:21,705 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 3:25:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0935, loss: 0.0935 2023-12-29 20:58:47,229 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 3:25:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0921, loss: 0.0921 2023-12-29 20:59:12,860 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 3:24:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0881, loss: 0.0881 2023-12-29 20:59:24,122 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-29 21:03:14,119 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 21:03:14,665 - pyskl - INFO - top1_acc 0.8410 top5_acc 0.9661 2023-12-29 21:03:14,688 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8410, top5_acc: 0.9661 2023-12-29 21:04:09,862 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 3:24:07, time: 0.552, data_time: 0.301, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0869, loss: 0.0869 2023-12-29 21:04:35,201 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 3:23:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0870, loss: 0.0870 2023-12-29 21:05:00,666 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 3:23:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0856, loss: 0.0856 2023-12-29 21:05:26,075 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 3:22:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0864, loss: 0.0864 2023-12-29 21:05:51,370 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 3:22:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0919, loss: 0.0919 2023-12-29 21:06:16,705 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 3:21:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0844, loss: 0.0844 2023-12-29 21:06:41,971 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 3:21:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0841, loss: 0.0841 2023-12-29 21:07:07,358 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 3:21:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0875, loss: 0.0875 2023-12-29 21:07:32,673 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 3:20:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0846, loss: 0.0846 2023-12-29 21:07:57,834 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 3:20:12, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0845, loss: 0.0845 2023-12-29 21:08:23,233 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 3:19:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0867, loss: 0.0867 2023-12-29 21:08:48,425 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 3:19:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0903, loss: 0.0903 2023-12-29 21:09:13,444 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 3:18:54, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0839, loss: 0.0839 2023-12-29 21:09:38,575 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 3:18:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0868, loss: 0.0868 2023-12-29 21:10:04,043 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 3:18:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0825, loss: 0.0825 2023-12-29 21:10:29,503 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 3:17:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0857, loss: 0.0857 2023-12-29 21:10:54,861 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 3:17:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0851, loss: 0.0851 2023-12-29 21:11:20,265 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 3:16:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0821, loss: 0.0821 2023-12-29 21:11:45,602 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 3:16:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0837, loss: 0.0837 2023-12-29 21:12:11,026 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 3:15:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0890, loss: 0.0890 2023-12-29 21:12:36,531 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 3:15:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0803, loss: 0.0803 2023-12-29 21:13:01,906 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 3:15:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0775, loss: 0.0775 2023-12-29 21:13:27,030 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 3:14:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0810, loss: 0.0810 2023-12-29 21:13:52,512 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 3:14:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0811, loss: 0.0811 2023-12-29 21:14:18,022 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 3:13:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0824, loss: 0.0824 2023-12-29 21:14:43,625 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 3:13:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0950, loss: 0.0950 2023-12-29 21:15:08,901 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 3:12:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0785, loss: 0.0785 2023-12-29 21:15:33,940 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 3:12:24, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0816, loss: 0.0816 2023-12-29 21:15:58,970 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 3:11:58, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0854, loss: 0.0854 2023-12-29 21:16:24,020 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 3:11:32, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0820, loss: 0.0820 2023-12-29 21:16:49,050 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 3:11:06, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0844, loss: 0.0844 2023-12-29 21:17:14,448 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 3:10:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0808, loss: 0.0808 2023-12-29 21:17:39,729 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 3:10:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 2023-12-29 21:18:05,635 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 3:09:48, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0827, loss: 0.0827 2023-12-29 21:18:31,316 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 3:09:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0827, loss: 0.0827 2023-12-29 21:18:56,835 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 3:08:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0807, loss: 0.0807 2023-12-29 21:19:22,552 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 3:08:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0848, loss: 0.0848 2023-12-29 21:19:48,116 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 3:08:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0848, loss: 0.0848 2023-12-29 21:20:13,810 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 3:07:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0792, loss: 0.0792 2023-12-29 21:20:24,728 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-29 21:24:15,394 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 21:24:15,917 - pyskl - INFO - top1_acc 0.8423 top5_acc 0.9657 2023-12-29 21:24:15,927 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_135.pth was removed 2023-12-29 21:24:16,152 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2023-12-29 21:24:16,154 - pyskl - INFO - Best top1_acc is 0.8423 at 139 epoch. 2023-12-29 21:24:16,176 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8423, top5_acc: 0.9657 2023-12-29 21:25:11,647 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 3:07:04, time: 0.555, data_time: 0.302, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0794, loss: 0.0794 2023-12-29 21:25:36,897 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 3:06:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0827, loss: 0.0827 2023-12-29 21:26:02,358 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 3:06:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0830, loss: 0.0830 2023-12-29 21:26:27,851 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 3:05:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 2023-12-29 21:26:53,251 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 3:05:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0782, loss: 0.0782 2023-12-29 21:27:18,816 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 3:04:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0853, loss: 0.0853 2023-12-29 21:27:44,347 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 3:04:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0806, loss: 0.0806 2023-12-29 21:28:09,721 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 3:04:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0818, loss: 0.0818 2023-12-29 21:28:35,175 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 3:03:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0889, loss: 0.0889 2023-12-29 21:29:00,474 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 3:03:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0818, loss: 0.0818 2023-12-29 21:29:26,129 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 3:02:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0824, loss: 0.0824 2023-12-29 21:29:51,545 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 3:02:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0864, loss: 0.0864 2023-12-29 21:30:16,786 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 3:01:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 2023-12-29 21:30:42,001 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 3:01:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0838, loss: 0.0838 2023-12-29 21:31:07,380 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 3:01:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0777, loss: 0.0777 2023-12-29 21:31:32,891 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 3:00:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0832, loss: 0.0832 2023-12-29 21:31:58,200 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 3:00:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0819, loss: 0.0819 2023-12-29 21:32:23,548 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 2:59:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0845, loss: 0.0845 2023-12-29 21:32:48,918 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 2:59:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0793, loss: 0.0793 2023-12-29 21:33:14,129 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 2:58:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0827, loss: 0.0827 2023-12-29 21:33:39,475 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 2:58:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 2023-12-29 21:34:04,679 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 2:57:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0860, loss: 0.0860 2023-12-29 21:34:29,890 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 2:57:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0810, loss: 0.0810 2023-12-29 21:34:55,537 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 2:57:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0841, loss: 0.0841 2023-12-29 21:35:21,054 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 2:56:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0803, loss: 0.0803 2023-12-29 21:35:46,412 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 2:56:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0771, loss: 0.0771 2023-12-29 21:36:12,122 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 2:55:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0774, loss: 0.0774 2023-12-29 21:36:37,479 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 2:55:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0862, loss: 0.0862 2023-12-29 21:37:02,817 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 2:54:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0775, loss: 0.0775 2023-12-29 21:37:28,138 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 2:54:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0801, loss: 0.0801 2023-12-29 21:37:53,694 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 2:54:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0770, loss: 0.0770 2023-12-29 21:38:19,464 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 2:53:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0800, loss: 0.0800 2023-12-29 21:38:45,166 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 2:53:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0793, loss: 0.0793 2023-12-29 21:39:10,992 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 2:52:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0787, loss: 0.0787 2023-12-29 21:39:36,492 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 2:52:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0817, loss: 0.0817 2023-12-29 21:40:02,162 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 2:51:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 2023-12-29 21:40:27,982 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 2:51:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0834, loss: 0.0834 2023-12-29 21:40:53,504 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 2:51:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0819, loss: 0.0819 2023-12-29 21:41:19,111 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 2:50:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0785, loss: 0.0785 2023-12-29 21:41:30,075 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-29 21:45:20,298 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 21:45:20,821 - pyskl - INFO - top1_acc 0.8439 top5_acc 0.9672 2023-12-29 21:45:20,826 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_139.pth was removed 2023-12-29 21:45:21,047 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. 2023-12-29 21:45:21,049 - pyskl - INFO - Best top1_acc is 0.8439 at 140 epoch. 2023-12-29 21:45:21,072 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8439, top5_acc: 0.9672 2023-12-29 21:46:15,878 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 2:50:01, time: 0.548, data_time: 0.296, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0803, loss: 0.0803 2023-12-29 21:46:40,987 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 2:49:35, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0769, loss: 0.0769 2023-12-29 21:47:06,420 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 2:49:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0785, loss: 0.0785 2023-12-29 21:47:32,107 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 2:48:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0806, loss: 0.0806 2023-12-29 21:47:57,694 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 2:48:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0777, loss: 0.0777 2023-12-29 21:48:23,047 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 2:47:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0794, loss: 0.0794 2023-12-29 21:48:48,415 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 2:47:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0810, loss: 0.0810 2023-12-29 21:49:13,771 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 2:46:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0764, loss: 0.0764 2023-12-29 21:49:38,944 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 2:46:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0792, loss: 0.0792 2023-12-29 21:50:04,085 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 2:46:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 2023-12-29 21:50:29,672 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 2:45:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0836, loss: 0.0836 2023-12-29 21:50:55,199 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 2:45:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0809, loss: 0.0809 2023-12-29 21:51:20,571 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 2:44:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0787, loss: 0.0787 2023-12-29 21:51:45,980 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 2:44:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0787, loss: 0.0787 2023-12-29 21:52:11,475 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 2:43:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0770, loss: 0.0770 2023-12-29 21:52:37,292 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 2:43:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0805, loss: 0.0805 2023-12-29 21:53:03,189 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 2:43:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0796, loss: 0.0796 2023-12-29 21:53:28,743 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 2:42:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0772, loss: 0.0772 2023-12-29 21:53:54,231 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 2:42:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0799, loss: 0.0799 2023-12-29 21:54:19,707 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 2:41:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 2023-12-29 21:54:45,262 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 2:41:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 2023-12-29 21:55:10,628 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 2:40:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0792, loss: 0.0792 2023-12-29 21:55:36,075 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 2:40:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0773, loss: 0.0773 2023-12-29 21:56:01,534 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 2:40:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 2023-12-29 21:56:27,034 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 2:39:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 2023-12-29 21:56:52,695 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 2:39:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0855, loss: 0.0855 2023-12-29 21:57:18,004 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 2:38:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0821, loss: 0.0821 2023-12-29 21:57:43,417 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 2:38:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 2023-12-29 21:58:08,941 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 2:37:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 2023-12-29 21:58:34,815 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 2:37:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 2023-12-29 21:59:00,214 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 2:37:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 2023-12-29 21:59:25,955 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 2:36:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0792, loss: 0.0792 2023-12-29 21:59:51,696 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 2:36:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0761, loss: 0.0761 2023-12-29 22:00:17,687 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 2:35:43, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0833, loss: 0.0833 2023-12-29 22:00:43,593 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 2:35:17, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0799, loss: 0.0799 2023-12-29 22:01:09,088 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 2:34:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0791, loss: 0.0791 2023-12-29 22:01:34,308 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 2:34:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0761, loss: 0.0761 2023-12-29 22:02:00,197 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 2:33:59, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 2023-12-29 22:02:25,810 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 2:33:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0772, loss: 0.0772 2023-12-29 22:02:36,840 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-29 22:06:27,011 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 22:06:27,540 - pyskl - INFO - top1_acc 0.8447 top5_acc 0.9680 2023-12-29 22:06:27,545 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_140.pth was removed 2023-12-29 22:06:27,766 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. 2023-12-29 22:06:27,769 - pyskl - INFO - Best top1_acc is 0.8447 at 141 epoch. 2023-12-29 22:06:27,792 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8447, top5_acc: 0.9680 2023-12-29 22:07:23,031 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 2:32:58, time: 0.552, data_time: 0.296, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0773, loss: 0.0773 2023-12-29 22:07:48,388 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 2:32:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 2023-12-29 22:08:13,688 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 2:32:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 2023-12-29 22:08:38,933 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 2:31:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 2023-12-29 22:09:04,008 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 2:31:14, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 2023-12-29 22:09:29,294 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 2:30:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0770, loss: 0.0770 2023-12-29 22:09:54,886 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 2:30:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0807, loss: 0.0807 2023-12-29 22:10:19,938 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 2:29:56, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 2023-12-29 22:10:45,279 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 2:29:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 2023-12-29 22:11:10,691 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 2:29:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0761, loss: 0.0761 2023-12-29 22:11:36,232 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 2:28:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 2023-12-29 22:12:01,685 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 2:28:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0781, loss: 0.0781 2023-12-29 22:12:27,139 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 2:27:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0769, loss: 0.0769 2023-12-29 22:12:52,388 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 2:27:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0771, loss: 0.0771 2023-12-29 22:13:17,859 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 2:26:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 2023-12-29 22:13:43,177 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 2:26:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0817, loss: 0.0817 2023-12-29 22:14:08,374 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 2:26:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0813, loss: 0.0813 2023-12-29 22:14:34,124 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 2:25:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 2023-12-29 22:14:59,452 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 2:25:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 2023-12-29 22:15:24,625 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 2:24:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0753, loss: 0.0753 2023-12-29 22:15:49,861 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 2:24:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0787, loss: 0.0787 2023-12-29 22:16:15,229 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 2:23:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 2023-12-29 22:16:40,305 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 2:23:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 2023-12-29 22:17:05,335 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 2:23:00, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0764, loss: 0.0764 2023-12-29 22:17:30,465 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 2:22:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 2023-12-29 22:17:55,500 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 2:22:08, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 2023-12-29 22:18:20,855 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 2:21:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0769, loss: 0.0769 2023-12-29 22:18:46,280 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 2:21:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 2023-12-29 22:19:11,817 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 2:20:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0763, loss: 0.0763 2023-12-29 22:19:37,334 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 2:20:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0766, loss: 0.0766 2023-12-29 22:20:02,574 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 2:19:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0776, loss: 0.0776 2023-12-29 22:20:28,119 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 2:19:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0773, loss: 0.0773 2023-12-29 22:20:53,866 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 2:19:06, time: 0.257, data_time: 0.001, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 2023-12-29 22:21:19,714 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 2:18:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0773, loss: 0.0773 2023-12-29 22:21:45,395 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 2:18:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 2023-12-29 22:22:11,089 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 2:17:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0793, loss: 0.0793 2023-12-29 22:22:36,961 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 2:17:23, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 2023-12-29 22:23:02,680 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 2:16:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0798, loss: 0.0798 2023-12-29 22:23:28,324 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 2:16:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 2023-12-29 22:23:39,260 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-29 22:27:29,832 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 22:27:30,354 - pyskl - INFO - top1_acc 0.8470 top5_acc 0.9675 2023-12-29 22:27:30,359 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_141.pth was removed 2023-12-29 22:27:30,578 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. 2023-12-29 22:27:30,580 - pyskl - INFO - Best top1_acc is 0.8470 at 142 epoch. 2023-12-29 22:27:30,603 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8470, top5_acc: 0.9675 2023-12-29 22:28:25,414 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 2:15:55, time: 0.548, data_time: 0.294, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0823, loss: 0.0823 2023-12-29 22:28:50,609 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 2:15:29, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0769, loss: 0.0769 2023-12-29 22:29:16,164 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 2:15:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0801, loss: 0.0801 2023-12-29 22:29:41,609 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 2:14:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0772, loss: 0.0772 2023-12-29 22:30:07,076 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 2:14:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 2023-12-29 22:30:32,396 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 2:13:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 2023-12-29 22:30:57,970 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 2:13:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 2023-12-29 22:31:23,225 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 2:12:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 2023-12-29 22:31:48,673 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 2:12:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0745, loss: 0.0745 2023-12-29 22:32:14,031 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 2:12:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0723, loss: 0.0723 2023-12-29 22:32:39,303 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 2:11:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0816, loss: 0.0816 2023-12-29 22:33:04,727 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 2:11:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0775, loss: 0.0775 2023-12-29 22:33:30,180 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 2:10:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 2023-12-29 22:33:55,498 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 2:10:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0781, loss: 0.0781 2023-12-29 22:34:20,858 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 2:09:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 2023-12-29 22:34:46,139 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 2:09:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 2023-12-29 22:35:11,812 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 2:09:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0771, loss: 0.0771 2023-12-29 22:35:37,453 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 2:08:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 2023-12-29 22:36:03,010 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 2:08:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 2023-12-29 22:36:28,568 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 2:07:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 2023-12-29 22:36:53,879 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 2:07:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0717, loss: 0.0717 2023-12-29 22:37:19,314 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 2:06:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 2023-12-29 22:37:44,825 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 2:06:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0719, loss: 0.0719 2023-12-29 22:38:10,160 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 2:05:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0753, loss: 0.0753 2023-12-29 22:38:35,265 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 2:05:32, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 2023-12-29 22:39:00,405 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 2:05:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0762, loss: 0.0762 2023-12-29 22:39:25,875 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 2:04:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0702, loss: 0.0702 2023-12-29 22:39:51,354 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 2:04:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0792, loss: 0.0792 2023-12-29 22:40:16,807 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 2:03:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0794, loss: 0.0794 2023-12-29 22:40:42,154 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 2:03:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 2023-12-29 22:41:07,577 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 2:02:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0722, loss: 0.0722 2023-12-29 22:41:33,250 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 2:02:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 2023-12-29 22:41:59,262 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 2:02:04, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 2023-12-29 22:42:24,934 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 2:01:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0786, loss: 0.0786 2023-12-29 22:42:50,349 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 2:01:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 2023-12-29 22:43:15,791 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 2:00:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0772, loss: 0.0772 2023-12-29 22:43:41,160 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 2:00:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 2023-12-29 22:44:06,781 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 1:59:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 2023-12-29 22:44:32,459 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 1:59:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 2023-12-29 22:44:43,357 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-29 22:48:33,295 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 22:48:33,821 - pyskl - INFO - top1_acc 0.8470 top5_acc 0.9683 2023-12-29 22:48:33,844 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8470, top5_acc: 0.9683 2023-12-29 22:49:28,681 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 1:58:53, time: 0.548, data_time: 0.295, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 2023-12-29 22:49:54,266 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 1:58:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 2023-12-29 22:50:20,108 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 1:58:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 2023-12-29 22:50:45,362 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 1:57:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 2023-12-29 22:51:10,426 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 1:57:09, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0738, loss: 0.0738 2023-12-29 22:51:35,802 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 1:56:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 2023-12-29 22:52:01,328 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 1:56:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0766, loss: 0.0766 2023-12-29 22:52:26,906 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 1:55:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 2023-12-29 22:52:52,482 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 1:55:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 2023-12-29 22:53:17,840 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 1:54:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 2023-12-29 22:53:43,121 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 1:54:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 2023-12-29 22:54:08,491 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 1:54:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 2023-12-29 22:54:33,891 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 1:53:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 2023-12-29 22:54:59,286 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 1:53:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 2023-12-29 22:55:24,564 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 1:52:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0761, loss: 0.0761 2023-12-29 22:55:50,014 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 1:52:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 2023-12-29 22:56:15,896 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 1:51:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 2023-12-29 22:56:41,428 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 1:51:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 2023-12-29 22:57:06,582 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 1:51:05, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 2023-12-29 22:57:31,616 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 1:50:39, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0736, loss: 0.0736 2023-12-29 22:57:56,653 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 1:50:13, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0763, loss: 0.0763 2023-12-29 22:58:21,701 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 1:49:47, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 2023-12-29 22:58:47,269 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 1:49:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 2023-12-29 22:59:12,621 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 1:48:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 2023-12-29 22:59:37,726 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 1:48:29, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 2023-12-29 23:00:03,121 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 1:48:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 2023-12-29 23:00:28,281 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 1:47:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 2023-12-29 23:00:53,499 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 1:47:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 2023-12-29 23:01:18,661 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 1:46:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 2023-12-29 23:01:43,928 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 1:46:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 2023-12-29 23:02:09,475 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 1:45:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 2023-12-29 23:02:35,146 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 1:45:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 2023-12-29 23:03:00,912 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 1:45:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0741, loss: 0.0741 2023-12-29 23:03:26,677 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 1:44:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 2023-12-29 23:03:52,127 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 1:44:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 2023-12-29 23:04:17,409 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 1:43:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 2023-12-29 23:04:43,056 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 1:43:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 2023-12-29 23:05:08,931 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 1:42:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 2023-12-29 23:05:34,812 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 1:42:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 2023-12-29 23:05:45,737 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-29 23:09:35,105 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 23:09:35,629 - pyskl - INFO - top1_acc 0.8482 top5_acc 0.9687 2023-12-29 23:09:35,634 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_142.pth was removed 2023-12-29 23:09:35,856 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. 2023-12-29 23:09:35,858 - pyskl - INFO - Best top1_acc is 0.8482 at 144 epoch. 2023-12-29 23:09:35,880 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8482, top5_acc: 0.9687 2023-12-29 23:10:31,259 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 1:41:50, time: 0.554, data_time: 0.300, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 2023-12-29 23:10:56,634 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 1:41:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 2023-12-29 23:11:22,360 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 1:40:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 2023-12-29 23:11:48,084 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 1:40:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0764, loss: 0.0764 2023-12-29 23:12:13,486 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 1:40:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 2023-12-29 23:12:38,782 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 1:39:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0781, loss: 0.0781 2023-12-29 23:13:04,233 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 1:39:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0784, loss: 0.0784 2023-12-29 23:13:29,497 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 1:38:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 2023-12-29 23:13:54,620 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 1:38:22, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0736, loss: 0.0736 2023-12-29 23:14:19,915 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 1:37:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0745, loss: 0.0745 2023-12-29 23:14:45,039 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 1:37:30, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 2023-12-29 23:15:10,136 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 1:37:04, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 2023-12-29 23:15:35,219 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 1:36:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 2023-12-29 23:16:00,565 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 1:36:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 2023-12-29 23:16:25,661 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 1:35:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 2023-12-29 23:16:50,734 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 1:35:20, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 2023-12-29 23:17:15,918 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 1:34:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 2023-12-29 23:17:41,279 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 1:34:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 2023-12-29 23:18:06,691 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 1:34:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0784, loss: 0.0784 2023-12-29 23:18:32,335 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 1:33:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 2023-12-29 23:18:57,730 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 1:33:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 2023-12-29 23:19:23,309 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 1:32:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 2023-12-29 23:19:48,737 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 1:32:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 2023-12-29 23:20:14,201 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 1:31:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0738, loss: 0.0738 2023-12-29 23:20:39,741 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 1:31:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0713, loss: 0.0713 2023-12-29 23:21:05,349 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 1:31:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 2023-12-29 23:21:30,423 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 1:30:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0763, loss: 0.0763 2023-12-29 23:21:55,499 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 1:30:08, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 2023-12-29 23:22:20,553 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 1:29:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0718, loss: 0.0718 2023-12-29 23:22:45,597 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 1:29:16, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 2023-12-29 23:23:10,654 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 1:28:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0736, loss: 0.0736 2023-12-29 23:23:35,773 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 1:28:24, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 2023-12-29 23:24:01,471 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 1:27:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0728, loss: 0.0728 2023-12-29 23:24:27,529 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 1:27:32, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 2023-12-29 23:24:53,165 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 1:27:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 2023-12-29 23:25:18,859 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 1:26:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0717, loss: 0.0717 2023-12-29 23:25:44,710 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 1:26:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0775, loss: 0.0775 2023-12-29 23:26:10,185 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 1:25:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 2023-12-29 23:26:35,742 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 1:25:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 2023-12-29 23:26:46,483 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-29 23:30:36,898 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 23:30:37,422 - pyskl - INFO - top1_acc 0.8438 top5_acc 0.9669 2023-12-29 23:30:37,446 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8438, top5_acc: 0.9669 2023-12-29 23:31:32,907 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 1:24:47, time: 0.555, data_time: 0.300, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 2023-12-29 23:31:58,296 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 1:24:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0761, loss: 0.0761 2023-12-29 23:32:23,825 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 1:23:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 2023-12-29 23:32:49,669 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 1:23:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 2023-12-29 23:33:15,379 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 1:23:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 2023-12-29 23:33:40,573 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 1:22:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 2023-12-29 23:34:06,024 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 1:22:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 2023-12-29 23:34:31,759 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 1:21:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0782, loss: 0.0782 2023-12-29 23:34:57,403 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 1:21:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 2023-12-29 23:35:22,800 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 1:20:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0766, loss: 0.0766 2023-12-29 23:35:48,332 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 1:20:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 2023-12-29 23:36:13,831 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 1:20:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 2023-12-29 23:36:39,432 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 1:19:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 2023-12-29 23:37:04,696 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 1:19:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 2023-12-29 23:37:30,189 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 1:18:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 2023-12-29 23:37:55,461 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 1:18:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 2023-12-29 23:38:20,813 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 1:17:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0741, loss: 0.0741 2023-12-29 23:38:46,141 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 1:17:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 2023-12-29 23:39:11,421 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 1:17:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 2023-12-29 23:39:36,819 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 1:16:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 2023-12-29 23:40:02,621 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 1:16:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 2023-12-29 23:40:27,972 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 1:15:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0803, loss: 0.0803 2023-12-29 23:40:53,481 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 1:15:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 2023-12-29 23:41:18,871 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 1:14:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 2023-12-29 23:41:44,498 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 1:14:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0719, loss: 0.0719 2023-12-29 23:42:10,026 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 1:13:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0741, loss: 0.0741 2023-12-29 23:42:35,654 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 1:13:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0752, loss: 0.0752 2023-12-29 23:43:01,095 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 1:13:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0745, loss: 0.0745 2023-12-29 23:43:26,376 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 1:12:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 2023-12-29 23:43:51,799 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 1:12:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 2023-12-29 23:44:17,286 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 1:11:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 2023-12-29 23:44:42,916 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 1:11:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 2023-12-29 23:45:08,616 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 1:10:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 2023-12-29 23:45:34,485 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 1:10:30, time: 0.259, data_time: 0.001, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 2023-12-29 23:46:00,481 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 1:10:04, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 2023-12-29 23:46:25,955 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 1:09:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0793, loss: 0.0793 2023-12-29 23:46:51,555 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:09:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 2023-12-29 23:47:17,048 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:08:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0782, loss: 0.0782 2023-12-29 23:47:42,816 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:08:20, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 2023-12-29 23:47:54,024 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-29 23:51:44,438 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 23:51:44,962 - pyskl - INFO - top1_acc 0.8417 top5_acc 0.9654 2023-12-29 23:51:44,986 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8417, top5_acc: 0.9654 2023-12-29 23:52:40,004 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 1:07:44, time: 0.550, data_time: 0.297, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 2023-12-29 23:53:04,984 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 1:07:18, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 2023-12-29 23:53:30,343 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 1:06:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 2023-12-29 23:53:55,584 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 1:06:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 2023-12-29 23:54:20,979 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 1:06:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0716, loss: 0.0716 2023-12-29 23:54:46,366 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 1:05:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 2023-12-29 23:55:11,674 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 1:05:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 2023-12-29 23:55:36,729 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 1:04:43, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 2023-12-29 23:56:01,930 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 1:04:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0736, loss: 0.0736 2023-12-29 23:56:27,472 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 1:03:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 2023-12-29 23:56:52,936 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 1:03:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 2023-12-29 23:57:18,286 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 1:02:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 2023-12-29 23:57:43,528 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 1:02:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 2023-12-29 23:58:08,886 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 1:02:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0752, loss: 0.0752 2023-12-29 23:58:34,266 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 1:01:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 2023-12-29 23:58:59,591 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 1:01:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0761, loss: 0.0761 2023-12-29 23:59:25,053 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 1:00:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 2023-12-29 23:59:50,554 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 1:00:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 2023-12-30 00:00:16,038 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 0:59:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 2023-12-30 00:00:41,381 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 0:59:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 2023-12-30 00:01:06,918 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 0:59:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0741, loss: 0.0741 2023-12-30 00:01:32,360 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 0:58:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0763, loss: 0.0763 2023-12-30 00:01:57,894 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 0:58:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 2023-12-30 00:02:23,386 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 0:57:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0736, loss: 0.0736 2023-12-30 00:02:48,848 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 0:57:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0741, loss: 0.0741 2023-12-30 00:03:14,334 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 0:56:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 2023-12-30 00:03:39,858 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 0:56:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0741, loss: 0.0741 2023-12-30 00:04:05,209 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 0:56:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0738, loss: 0.0738 2023-12-30 00:04:30,786 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 0:55:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 2023-12-30 00:04:56,305 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 0:55:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 2023-12-30 00:05:21,813 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 0:54:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 2023-12-30 00:05:47,402 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 0:54:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0712, loss: 0.0712 2023-12-30 00:06:13,321 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 0:53:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 2023-12-30 00:06:39,104 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 0:53:27, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 2023-12-30 00:07:04,658 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 0:53:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 2023-12-30 00:07:30,083 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 0:52:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 2023-12-30 00:07:55,335 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 0:52:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 2023-12-30 00:08:21,064 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 0:51:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0723, loss: 0.0723 2023-12-30 00:08:46,943 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 0:51:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0703, loss: 0.0703 2023-12-30 00:08:57,973 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-30 00:12:48,271 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 00:12:48,794 - pyskl - INFO - top1_acc 0.8472 top5_acc 0.9683 2023-12-30 00:12:48,817 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8472, top5_acc: 0.9683 2023-12-30 00:13:44,486 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 0:50:42, time: 0.557, data_time: 0.303, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 2023-12-30 00:14:09,707 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 0:50:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 2023-12-30 00:14:35,065 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 0:49:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0722, loss: 0.0722 2023-12-30 00:15:00,747 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 0:49:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 2023-12-30 00:15:26,095 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 0:48:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 2023-12-30 00:15:51,525 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 0:48:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 2023-12-30 00:16:17,044 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 0:48:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 2023-12-30 00:16:42,470 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 0:47:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0728, loss: 0.0728 2023-12-30 00:17:07,897 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 0:47:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 2023-12-30 00:17:33,349 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 0:46:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 2023-12-30 00:17:58,792 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 0:46:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 2023-12-30 00:18:24,327 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 0:45:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 2023-12-30 00:18:49,833 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 0:45:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0723, loss: 0.0723 2023-12-30 00:19:15,364 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 0:45:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 2023-12-30 00:19:40,776 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 0:44:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0716, loss: 0.0716 2023-12-30 00:20:06,343 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 0:44:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0769, loss: 0.0769 2023-12-30 00:20:31,895 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 0:43:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 2023-12-30 00:20:57,191 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 0:43:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0702, loss: 0.0702 2023-12-30 00:21:22,578 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 0:42:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 2023-12-30 00:21:48,072 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 0:42:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 2023-12-30 00:22:13,368 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 0:42:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0769, loss: 0.0769 2023-12-30 00:22:38,805 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 0:41:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 2023-12-30 00:23:04,397 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 0:41:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0763, loss: 0.0763 2023-12-30 00:23:29,948 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 0:40:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 2023-12-30 00:23:55,251 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 0:40:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 2023-12-30 00:24:20,692 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 0:39:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0723, loss: 0.0723 2023-12-30 00:24:46,190 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 0:39:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 2023-12-30 00:25:11,764 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 0:39:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 2023-12-30 00:25:37,347 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 0:38:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0793, loss: 0.0793 2023-12-30 00:26:02,699 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 0:38:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 2023-12-30 00:26:28,176 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 0:37:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0718, loss: 0.0718 2023-12-30 00:26:53,713 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 0:37:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 2023-12-30 00:27:19,625 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 0:36:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 2023-12-30 00:27:45,157 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 0:36:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 2023-12-30 00:28:10,918 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 0:35:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 2023-12-30 00:28:36,259 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 0:35:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 2023-12-30 00:29:01,574 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 0:35:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 2023-12-30 00:29:26,722 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:34:41, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 2023-12-30 00:29:51,830 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:34:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 2023-12-30 00:30:02,595 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-30 00:33:53,033 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 00:33:53,558 - pyskl - INFO - top1_acc 0.8438 top5_acc 0.9671 2023-12-30 00:33:53,581 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8438, top5_acc: 0.9671 2023-12-30 00:34:49,128 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:33:39, time: 0.555, data_time: 0.301, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 2023-12-30 00:35:14,363 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:33:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 2023-12-30 00:35:40,064 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:32:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 2023-12-30 00:36:06,000 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:32:21, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0712, loss: 0.0712 2023-12-30 00:36:31,419 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:31:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 2023-12-30 00:36:56,952 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:31:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0738, loss: 0.0738 2023-12-30 00:37:22,383 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:31:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0722, loss: 0.0722 2023-12-30 00:37:47,686 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:30:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 2023-12-30 00:38:12,925 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:30:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 2023-12-30 00:38:38,184 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:29:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 2023-12-30 00:39:03,597 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:29:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 2023-12-30 00:39:28,936 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:28:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 2023-12-30 00:39:54,086 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:28:27, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0738, loss: 0.0738 2023-12-30 00:40:19,694 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:28:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 2023-12-30 00:40:45,067 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:27:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0761, loss: 0.0761 2023-12-30 00:41:10,380 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:27:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0723, loss: 0.0723 2023-12-30 00:41:35,839 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:26:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0716, loss: 0.0716 2023-12-30 00:42:01,385 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:26:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0766, loss: 0.0766 2023-12-30 00:42:27,177 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:25:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 2023-12-30 00:42:52,570 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:25:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0738, loss: 0.0738 2023-12-30 00:43:17,973 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:25:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0729, loss: 0.0729 2023-12-30 00:43:43,597 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:24:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 2023-12-30 00:44:09,171 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:24:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0745, loss: 0.0745 2023-12-30 00:44:34,563 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:23:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 2023-12-30 00:44:59,753 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:23:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0738, loss: 0.0738 2023-12-30 00:45:24,913 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:22:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 2023-12-30 00:45:50,169 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:22:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 2023-12-30 00:46:15,523 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:21:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 2023-12-30 00:46:40,885 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:21:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 2023-12-30 00:47:05,997 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:21:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 2023-12-30 00:47:31,368 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:20:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0772, loss: 0.0772 2023-12-30 00:47:56,684 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:20:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 2023-12-30 00:48:22,414 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:19:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0710, loss: 0.0710 2023-12-30 00:48:47,962 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:19:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0716, loss: 0.0716 2023-12-30 00:49:13,588 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:18:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0728, loss: 0.0728 2023-12-30 00:49:39,057 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:18:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 2023-12-30 00:50:04,465 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:18:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0752, loss: 0.0752 2023-12-30 00:50:30,078 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:17:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0717, loss: 0.0717 2023-12-30 00:50:55,613 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:17:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 2023-12-30 00:51:06,510 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-30 00:54:56,640 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 00:54:57,162 - pyskl - INFO - top1_acc 0.8449 top5_acc 0.9665 2023-12-30 00:54:57,185 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8449, top5_acc: 0.9665 2023-12-30 00:55:52,233 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:16:36, time: 0.550, data_time: 0.297, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0764, loss: 0.0764 2023-12-30 00:56:17,828 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:16:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0745, loss: 0.0745 2023-12-30 00:56:43,597 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:15:44, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0723, loss: 0.0723 2023-12-30 00:57:09,460 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:15:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 2023-12-30 00:57:34,891 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:14:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 2023-12-30 00:58:00,319 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:14:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 2023-12-30 00:58:25,714 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:14:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0696, loss: 0.0696 2023-12-30 00:58:51,083 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:13:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 2023-12-30 00:59:16,515 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:13:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 2023-12-30 00:59:41,895 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:12:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0719, loss: 0.0719 2023-12-30 01:00:07,416 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:12:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0752, loss: 0.0752 2023-12-30 01:00:32,751 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:11:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0703, loss: 0.0703 2023-12-30 01:00:58,183 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:11:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0752, loss: 0.0752 2023-12-30 01:01:23,610 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:10:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0777, loss: 0.0777 2023-12-30 01:01:49,066 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:10:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 2023-12-30 01:02:14,613 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:10:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 2023-12-30 01:02:40,085 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:09:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 2023-12-30 01:03:05,373 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:09:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0761, loss: 0.0761 2023-12-30 01:03:30,688 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:08:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 2023-12-30 01:03:55,811 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:08:23, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 2023-12-30 01:04:20,896 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:07:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 2023-12-30 01:04:46,056 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:07:31, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 2023-12-30 01:05:11,133 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:07:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 2023-12-30 01:05:36,346 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:06:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0728, loss: 0.0728 2023-12-30 01:06:01,883 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:06:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0728, loss: 0.0728 2023-12-30 01:06:27,368 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:05:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0745, loss: 0.0745 2023-12-30 01:06:52,549 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:05:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 2023-12-30 01:07:17,894 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:04:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 2023-12-30 01:07:42,981 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:04:29, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700 2023-12-30 01:08:08,070 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:04:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0773, loss: 0.0773 2023-12-30 01:08:33,138 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:03:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 2023-12-30 01:08:58,605 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:03:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0763, loss: 0.0763 2023-12-30 01:09:24,293 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:02:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0770, loss: 0.0770 2023-12-30 01:09:50,126 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:02:20, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 2023-12-30 01:10:15,867 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:01:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 2023-12-30 01:10:41,381 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:01:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 2023-12-30 01:11:07,165 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:01:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0729, loss: 0.0729 2023-12-30 01:11:32,662 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:00:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 2023-12-30 01:11:58,421 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 2023-12-30 01:12:09,533 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-30 01:16:00,457 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 01:16:00,992 - pyskl - INFO - top1_acc 0.8434 top5_acc 0.9662 2023-12-30 01:16:01,016 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8434, top5_acc: 0.9662 2023-12-30 01:16:16,171 - pyskl - INFO - 50919 videos remain after valid thresholding 2023-12-30 01:51:24,274 - pyskl - INFO - Testing results of the last checkpoint 2023-12-30 01:51:24,275 - pyskl - INFO - top1_acc: 0.8468 2023-12-30 01:51:24,275 - pyskl - INFO - top5_acc: 0.9677 2023-12-30 01:51:24,276 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xsub/j_2/best_top1_acc_epoch_144.pth 2023-12-30 02:26:39,017 - pyskl - INFO - Testing results of the best checkpoint 2023-12-30 02:26:39,018 - pyskl - INFO - top1_acc: 0.8507 2023-12-30 02:26:39,018 - pyskl - INFO - top5_acc: 0.9703