diff --git "a/ntu120_xsub/b_2/20240918_150455.log" "b/ntu120_xsub/b_2/20240918_150455.log" new file mode 100644--- /dev/null +++ "b/ntu120_xsub/b_2/20240918_150455.log" @@ -0,0 +1,7054 @@ +2024-09-18 15:04:55,772 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] +CUDA available: True +GPU 0: NVIDIA GeForce RTX 3090 +CUDA_HOME: /usr/local +NVCC: Cuda compilation tools, release 11.5, V11.5.50 +GCC: gcc (GCC) 9.4.0 +PyTorch: 1.11.0 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, + +TorchVision: 0.12.0 +OpenCV: 4.10.0 +MMCV: 1.5.0 +MMCV Compiler: GCC 7.3 +MMCV CUDA Compiler: 11.3 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2024-09-18 15:04:56,616 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu120_xsub/b_2' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_1', + 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_3', num_classes=120, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data1/hao.wang/reproducation/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=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/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=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2024-09-18 15:04:56,617 - pyskl - INFO - Set random seed to 1863063715, deterministic: False +2024-09-18 15:05:05,562 - pyskl - INFO - 63026 videos remain after valid thresholding +2024-09-18 15:05:19,676 - pyskl - INFO - 50919 videos remain after valid thresholding +2024-09-18 15:05:19,716 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2 +2024-09-18 15:05:19,716 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2024-09-18 15:05:19,717 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-09-18 15:05:19,717 - pyskl - INFO - Checkpoints will be saved to /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2 by HardDiskBackend. +2024-09-18 15:06:12,403 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 3 days, 14:28:17, time: 0.527, data_time: 0.293, memory: 5236, top1_acc: 0.0156, top5_acc: 0.0625, loss_cls: 7.8055, loss: 7.8055 +2024-09-18 15:06:34,552 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 2 days, 13:24:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.0356, top5_acc: 0.1313, loss_cls: 7.4371, loss: 7.4371 +2024-09-18 15:06:56,417 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 2 days, 4:53:11, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.0325, top5_acc: 0.1469, loss_cls: 7.3664, loss: 7.3664 +2024-09-18 15:07:17,895 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 2 days, 0:28:00, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.0406, top5_acc: 0.1856, loss_cls: 7.1744, loss: 7.1744 +2024-09-18 15:07:39,704 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 1 day, 21:55:15, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.0519, top5_acc: 0.2288, loss_cls: 7.4402, loss: 7.4402 +2024-09-18 15:08:01,141 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 1 day, 20:07:13, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.0550, top5_acc: 0.2325, loss_cls: 7.9075, loss: 7.9075 +2024-09-18 15:08:22,605 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 1 day, 18:50:19, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.0656, top5_acc: 0.2719, loss_cls: 7.6899, loss: 7.6899 +2024-09-18 15:08:44,535 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 1 day, 17:58:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.0712, top5_acc: 0.2606, loss_cls: 6.9113, loss: 6.9113 +2024-09-18 15:09:06,728 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 1 day, 17:20:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.0925, top5_acc: 0.2975, loss_cls: 7.0647, loss: 7.0647 +2024-09-18 15:09:28,904 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 1 day, 16:50:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.0963, top5_acc: 0.3056, loss_cls: 7.0988, loss: 7.0988 +2024-09-18 15:09:50,454 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 1 day, 16:19:42, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.0981, top5_acc: 0.3281, loss_cls: 7.5711, loss: 7.5711 +2024-09-18 15:10:12,038 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 1 day, 15:54:29, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.1019, top5_acc: 0.3325, loss_cls: 7.6066, loss: 7.6066 +2024-09-18 15:10:33,920 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 1 day, 15:35:21, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.0994, top5_acc: 0.3488, loss_cls: 7.4412, loss: 7.4412 +2024-09-18 15:10:55,605 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 1 day, 15:17:30, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.1081, top5_acc: 0.3744, loss_cls: 7.3293, loss: 7.3293 +2024-09-18 15:11:17,141 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 1 day, 15:01:02, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.1250, top5_acc: 0.3887, loss_cls: 7.2477, loss: 7.2477 +2024-09-18 15:11:39,166 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 1 day, 14:49:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.1175, top5_acc: 0.3825, loss_cls: 7.1863, loss: 7.1863 +2024-09-18 15:12:01,147 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 1 day, 14:39:08, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.1231, top5_acc: 0.3962, loss_cls: 6.7549, loss: 6.7549 +2024-09-18 15:12:23,041 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 1 day, 14:29:22, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.1138, top5_acc: 0.3900, loss_cls: 6.4551, loss: 6.4551 +2024-09-18 15:12:44,432 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 1 day, 14:17:59, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.1288, top5_acc: 0.4138, loss_cls: 6.3132, loss: 6.3132 +2024-09-18 15:13:06,388 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 1 day, 14:10:29, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.1244, top5_acc: 0.3975, loss_cls: 6.0714, loss: 6.0714 +2024-09-18 15:13:28,398 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 1 day, 14:03:54, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.1525, top5_acc: 0.4462, loss_cls: 5.8563, loss: 5.8563 +2024-09-18 15:13:50,653 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 1 day, 13:58:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.1475, top5_acc: 0.4606, loss_cls: 5.7601, loss: 5.7601 +2024-09-18 15:14:12,697 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 1 day, 13:53:34, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.1588, top5_acc: 0.4881, loss_cls: 5.5156, loss: 5.5156 +2024-09-18 15:14:34,679 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 1 day, 13:48:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.1575, top5_acc: 0.4956, loss_cls: 5.4137, loss: 5.4137 +2024-09-18 15:14:56,563 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 1 day, 13:43:04, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.2056, top5_acc: 0.5131, loss_cls: 5.2651, loss: 5.2651 +2024-09-18 15:15:18,182 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 1 day, 13:37:12, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.2075, top5_acc: 0.5162, loss_cls: 5.1534, loss: 5.1534 +2024-09-18 15:15:40,181 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 1 day, 13:33:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.1881, top5_acc: 0.5556, loss_cls: 5.0641, loss: 5.0641 +2024-09-18 15:16:01,764 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 1 day, 13:27:50, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.1900, top5_acc: 0.5394, loss_cls: 5.0610, loss: 5.0610 +2024-09-18 15:16:23,423 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 1 day, 13:23:09, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.2238, top5_acc: 0.5713, loss_cls: 4.7979, loss: 4.7979 +2024-09-18 15:16:45,284 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 1 day, 13:19:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.2119, top5_acc: 0.5656, loss_cls: 4.8709, loss: 4.8709 +2024-09-18 15:17:07,010 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 1 day, 13:15:29, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.2219, top5_acc: 0.5794, loss_cls: 4.7989, loss: 4.7989 +2024-09-18 15:17:28,954 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 1 day, 13:12:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.2231, top5_acc: 0.5863, loss_cls: 4.6958, loss: 4.6958 +2024-09-18 15:17:50,911 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 1 day, 13:09:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.2431, top5_acc: 0.5988, loss_cls: 4.6284, loss: 4.6284 +2024-09-18 15:18:12,694 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 1 day, 13:06:23, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.2431, top5_acc: 0.6050, loss_cls: 4.6019, loss: 4.6019 +2024-09-18 15:18:34,346 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 1 day, 13:02:59, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.2481, top5_acc: 0.5988, loss_cls: 4.5887, loss: 4.5887 +2024-09-18 15:18:56,192 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 1 day, 13:00:16, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.2494, top5_acc: 0.6231, loss_cls: 4.4737, loss: 4.4737 +2024-09-18 15:19:18,090 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 1 day, 12:57:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.2762, top5_acc: 0.6462, loss_cls: 4.2494, loss: 4.2494 +2024-09-18 15:19:39,890 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 1 day, 12:55:14, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.2625, top5_acc: 0.6400, loss_cls: 4.3568, loss: 4.3568 +2024-09-18 15:20:01,641 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 1 day, 12:52:38, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.2581, top5_acc: 0.6188, loss_cls: 4.3581, loss: 4.3581 +2024-09-18 15:20:11,364 - pyskl - INFO - Saving checkpoint at 1 epochs +2024-09-18 15:23:27,012 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 15:23:27,669 - pyskl - INFO - +top1_acc 0.2392 +top5_acc 0.6131 +2024-09-18 15:23:27,933 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2024-09-18 15:23:27,934 - pyskl - INFO - Best top1_acc is 0.2392 at 1 epoch. +2024-09-18 15:23:27,953 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.2392, top5_acc: 0.6131 +2024-09-18 15:24:18,768 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 1 day, 13:38:29, time: 0.508, data_time: 0.287, memory: 5236, top1_acc: 0.2806, top5_acc: 0.6800, loss_cls: 4.1830, loss: 4.1830 +2024-09-18 15:24:40,886 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 1 day, 13:35:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.2938, top5_acc: 0.6781, loss_cls: 4.0684, loss: 4.0684 +2024-09-18 15:25:02,726 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 1 day, 13:32:36, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.2794, top5_acc: 0.6769, loss_cls: 4.1291, loss: 4.1291 +2024-09-18 15:25:24,586 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 1 day, 13:29:34, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.2963, top5_acc: 0.7019, loss_cls: 4.0228, loss: 4.0228 +2024-09-18 15:25:45,888 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 1 day, 13:25:25, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.2913, top5_acc: 0.6656, loss_cls: 4.0646, loss: 4.0646 +2024-09-18 15:26:07,317 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 1 day, 13:21:43, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.3031, top5_acc: 0.7031, loss_cls: 3.9493, loss: 3.9493 +2024-09-18 15:26:29,113 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 1 day, 13:18:56, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.3256, top5_acc: 0.6937, loss_cls: 3.9350, loss: 3.9350 +2024-09-18 15:26:51,906 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 1 day, 13:18:19, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.3206, top5_acc: 0.7163, loss_cls: 3.9341, loss: 3.9341 +2024-09-18 15:27:13,792 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 1 day, 13:15:52, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.3356, top5_acc: 0.7194, loss_cls: 3.8080, loss: 3.8080 +2024-09-18 15:27:35,717 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 1 day, 13:13:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.3369, top5_acc: 0.7063, loss_cls: 3.8317, loss: 3.8317 +2024-09-18 15:27:57,110 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 1 day, 13:10:21, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.3375, top5_acc: 0.7256, loss_cls: 3.8095, loss: 3.8095 +2024-09-18 15:28:19,248 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 1 day, 13:08:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.3275, top5_acc: 0.6906, loss_cls: 3.9021, loss: 3.9021 +2024-09-18 15:28:40,883 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 1 day, 13:06:02, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.3538, top5_acc: 0.7106, loss_cls: 3.8248, loss: 3.8248 +2024-09-18 15:29:03,060 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 1 day, 13:04:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.3619, top5_acc: 0.7300, loss_cls: 3.7687, loss: 3.7687 +2024-09-18 15:29:25,232 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 1 day, 13:03:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.3656, top5_acc: 0.7300, loss_cls: 3.7089, loss: 3.7089 +2024-09-18 15:29:47,374 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 1 day, 13:01:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.3556, top5_acc: 0.7369, loss_cls: 3.6441, loss: 3.6441 +2024-09-18 15:30:09,492 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 1 day, 13:00:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.3619, top5_acc: 0.7300, loss_cls: 3.6303, loss: 3.6303 +2024-09-18 15:30:31,768 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 1 day, 12:58:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.3556, top5_acc: 0.7256, loss_cls: 3.7417, loss: 3.7417 +2024-09-18 15:30:53,882 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 1 day, 12:57:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.3681, top5_acc: 0.7531, loss_cls: 3.6602, loss: 3.6602 +2024-09-18 15:31:15,928 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 1 day, 12:55:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.3681, top5_acc: 0.7412, loss_cls: 3.6396, loss: 3.6396 +2024-09-18 15:31:38,151 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 1 day, 12:54:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.4081, top5_acc: 0.7662, loss_cls: 3.5056, loss: 3.5056 +2024-09-18 15:31:59,780 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 1 day, 12:52:34, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.3906, top5_acc: 0.7544, loss_cls: 3.5578, loss: 3.5578 +2024-09-18 15:32:21,396 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 1 day, 12:50:30, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.4081, top5_acc: 0.7738, loss_cls: 3.4006, loss: 3.4006 +2024-09-18 15:32:42,896 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 1 day, 12:48:18, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.4025, top5_acc: 0.7688, loss_cls: 3.4882, loss: 3.4882 +2024-09-18 15:33:04,488 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 1 day, 12:46:19, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.4044, top5_acc: 0.7669, loss_cls: 3.4699, loss: 3.4699 +2024-09-18 15:33:26,427 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 1 day, 12:44:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.4281, top5_acc: 0.7925, loss_cls: 3.3411, loss: 3.3411 +2024-09-18 15:33:48,042 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 1 day, 12:43:00, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.4169, top5_acc: 0.7775, loss_cls: 3.4802, loss: 3.4802 +2024-09-18 15:34:10,254 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 1 day, 12:42:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.4044, top5_acc: 0.7894, loss_cls: 3.3767, loss: 3.3767 +2024-09-18 15:34:32,063 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 1 day, 12:40:31, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.4012, top5_acc: 0.7875, loss_cls: 3.3312, loss: 3.3312 +2024-09-18 15:34:53,870 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 1 day, 12:39:01, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.4019, top5_acc: 0.7631, loss_cls: 3.5106, loss: 3.5106 +2024-09-18 15:35:16,893 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 1 day, 12:39:14, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.4200, top5_acc: 0.7900, loss_cls: 3.3341, loss: 3.3341 +2024-09-18 15:35:39,741 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 1 day, 12:39:12, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.4531, top5_acc: 0.7937, loss_cls: 3.2405, loss: 3.2405 +2024-09-18 15:36:02,286 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 1 day, 12:38:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.4288, top5_acc: 0.7931, loss_cls: 3.2850, loss: 3.2850 +2024-09-18 15:36:23,864 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 1 day, 12:37:01, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.4281, top5_acc: 0.7781, loss_cls: 3.3460, loss: 3.3460 +2024-09-18 15:36:45,962 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 1 day, 12:36:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.4600, top5_acc: 0.8163, loss_cls: 3.1522, loss: 3.1522 +2024-09-18 15:37:08,033 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 1 day, 12:34:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.4169, top5_acc: 0.8050, loss_cls: 3.2722, loss: 3.2722 +2024-09-18 15:37:29,854 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 1 day, 12:33:39, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.4531, top5_acc: 0.8037, loss_cls: 3.2385, loss: 3.2385 +2024-09-18 15:37:51,531 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 1 day, 12:32:09, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.4469, top5_acc: 0.8137, loss_cls: 3.1501, loss: 3.1501 +2024-09-18 15:38:13,535 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 1 day, 12:31:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.4606, top5_acc: 0.8181, loss_cls: 3.0721, loss: 3.0721 +2024-09-18 15:38:23,209 - pyskl - INFO - Saving checkpoint at 2 epochs +2024-09-18 15:41:39,133 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 15:41:39,600 - pyskl - INFO - +top1_acc 0.3768 +top5_acc 0.7521 +2024-09-18 15:41:39,604 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_1.pth was removed +2024-09-18 15:41:39,870 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2024-09-18 15:41:39,871 - pyskl - INFO - Best top1_acc is 0.3768 at 2 epoch. +2024-09-18 15:41:39,887 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.3768, top5_acc: 0.7521 +2024-09-18 15:42:32,845 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 1 day, 12:56:37, time: 0.529, data_time: 0.305, memory: 5236, top1_acc: 0.4788, top5_acc: 0.8100, loss_cls: 3.0706, loss: 3.0706 +2024-09-18 15:42:55,243 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 1 day, 12:55:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.4875, top5_acc: 0.8263, loss_cls: 3.0411, loss: 3.0411 +2024-09-18 15:43:16,943 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 1 day, 12:54:02, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.4744, top5_acc: 0.8213, loss_cls: 2.9926, loss: 2.9926 +2024-09-18 15:43:39,078 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 1 day, 12:52:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.4819, top5_acc: 0.8281, loss_cls: 3.0243, loss: 3.0243 +2024-09-18 15:44:00,836 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 1 day, 12:51:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.4756, top5_acc: 0.8250, loss_cls: 3.0334, loss: 3.0334 +2024-09-18 15:44:22,759 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 1 day, 12:49:58, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.4619, top5_acc: 0.8275, loss_cls: 3.0322, loss: 3.0322 +2024-09-18 15:44:44,378 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 1 day, 12:48:17, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.4963, top5_acc: 0.8350, loss_cls: 2.9196, loss: 2.9196 +2024-09-18 15:45:06,478 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 1 day, 12:47:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5200, top5_acc: 0.8406, loss_cls: 2.8614, loss: 2.8614 +2024-09-18 15:45:28,535 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 1 day, 12:46:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.4794, top5_acc: 0.8250, loss_cls: 3.0102, loss: 3.0102 +2024-09-18 15:45:50,602 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 1 day, 12:44:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.4831, top5_acc: 0.8331, loss_cls: 2.9655, loss: 2.9655 +2024-09-18 15:46:13,705 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 1 day, 12:44:58, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.4669, top5_acc: 0.8113, loss_cls: 3.1195, loss: 3.1195 +2024-09-18 15:46:35,940 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 1 day, 12:44:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.4900, top5_acc: 0.8387, loss_cls: 2.9482, loss: 2.9482 +2024-09-18 15:46:58,340 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 1 day, 12:43:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.4981, top5_acc: 0.8387, loss_cls: 2.9517, loss: 2.9517 +2024-09-18 15:47:21,085 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 1 day, 12:42:59, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.5038, top5_acc: 0.8350, loss_cls: 2.8927, loss: 2.8927 +2024-09-18 15:47:43,259 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 1 day, 12:42:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.4913, top5_acc: 0.8269, loss_cls: 2.9921, loss: 2.9921 +2024-09-18 15:48:05,887 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 1 day, 12:41:34, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.5200, top5_acc: 0.8363, loss_cls: 2.8735, loss: 2.8735 +2024-09-18 15:48:27,752 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 1 day, 12:40:19, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5025, top5_acc: 0.8562, loss_cls: 2.8292, loss: 2.8292 +2024-09-18 15:48:49,707 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 1 day, 12:39:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5337, top5_acc: 0.8469, loss_cls: 2.8117, loss: 2.8117 +2024-09-18 15:49:11,614 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 1 day, 12:38:01, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.4875, top5_acc: 0.8219, loss_cls: 2.9739, loss: 2.9739 +2024-09-18 15:49:33,420 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 1 day, 12:36:47, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.4713, top5_acc: 0.8250, loss_cls: 3.0353, loss: 3.0353 +2024-09-18 15:49:55,398 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 1 day, 12:35:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.4888, top5_acc: 0.8350, loss_cls: 2.9700, loss: 2.9700 +2024-09-18 15:50:17,982 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 1 day, 12:35:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.5069, top5_acc: 0.8494, loss_cls: 2.8532, loss: 2.8532 +2024-09-18 15:50:39,960 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 1 day, 12:34:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5169, top5_acc: 0.8456, loss_cls: 2.7926, loss: 2.7926 +2024-09-18 15:51:02,009 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 1 day, 12:33:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.4906, top5_acc: 0.8256, loss_cls: 2.9672, loss: 2.9672 +2024-09-18 15:51:24,209 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 1 day, 12:32:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5100, top5_acc: 0.8344, loss_cls: 2.8703, loss: 2.8703 +2024-09-18 15:51:46,193 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 1 day, 12:31:27, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5112, top5_acc: 0.8269, loss_cls: 2.9362, loss: 2.9362 +2024-09-18 15:52:08,493 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 1 day, 12:30:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5175, top5_acc: 0.8506, loss_cls: 2.8479, loss: 2.8479 +2024-09-18 15:52:30,577 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 1 day, 12:29:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5150, top5_acc: 0.8456, loss_cls: 2.7793, loss: 2.7793 +2024-09-18 15:52:52,670 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 1 day, 12:28:59, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5038, top5_acc: 0.8413, loss_cls: 2.9301, loss: 2.9301 +2024-09-18 15:53:14,627 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 1 day, 12:28:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5312, top5_acc: 0.8456, loss_cls: 2.8336, loss: 2.8336 +2024-09-18 15:53:36,397 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 1 day, 12:26:52, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.5006, top5_acc: 0.8512, loss_cls: 2.8280, loss: 2.8280 +2024-09-18 15:53:58,511 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 1 day, 12:26:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5219, top5_acc: 0.8469, loss_cls: 2.8079, loss: 2.8079 +2024-09-18 15:54:20,643 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 1 day, 12:25:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5375, top5_acc: 0.8588, loss_cls: 2.6693, loss: 2.6693 +2024-09-18 15:54:42,634 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 1 day, 12:24:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5275, top5_acc: 0.8575, loss_cls: 2.7322, loss: 2.7322 +2024-09-18 15:55:05,022 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 1 day, 12:23:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5312, top5_acc: 0.8600, loss_cls: 2.7673, loss: 2.7673 +2024-09-18 15:55:27,386 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 1 day, 12:23:12, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5419, top5_acc: 0.8500, loss_cls: 2.7623, loss: 2.7623 +2024-09-18 15:55:49,333 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 1 day, 12:22:16, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5319, top5_acc: 0.8512, loss_cls: 2.7063, loss: 2.7063 +2024-09-18 15:56:11,001 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 1 day, 12:21:08, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.5456, top5_acc: 0.8494, loss_cls: 2.7924, loss: 2.7924 +2024-09-18 15:56:33,069 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 1 day, 12:20:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5625, top5_acc: 0.8719, loss_cls: 2.6525, loss: 2.6525 +2024-09-18 15:56:42,619 - pyskl - INFO - Saving checkpoint at 3 epochs +2024-09-18 16:00:00,617 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 16:00:01,290 - pyskl - INFO - +top1_acc 0.4624 +top5_acc 0.7927 +2024-09-18 16:00:01,295 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_2.pth was removed +2024-09-18 16:00:01,529 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2024-09-18 16:00:01,530 - pyskl - INFO - Best top1_acc is 0.4624 at 3 epoch. +2024-09-18 16:00:01,548 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.4624, top5_acc: 0.7927 +2024-09-18 16:00:52,119 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 1 day, 12:35:08, time: 0.506, data_time: 0.287, memory: 5236, top1_acc: 0.5606, top5_acc: 0.8744, loss_cls: 2.5682, loss: 2.5682 +2024-09-18 16:01:14,267 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 1 day, 12:34:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5606, top5_acc: 0.8631, loss_cls: 2.6343, loss: 2.6343 +2024-09-18 16:01:36,244 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 1 day, 12:33:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5463, top5_acc: 0.8606, loss_cls: 2.6606, loss: 2.6606 +2024-09-18 16:01:58,217 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 1 day, 12:32:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5369, top5_acc: 0.8650, loss_cls: 2.6817, loss: 2.6817 +2024-09-18 16:02:20,445 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 1 day, 12:31:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5413, top5_acc: 0.8638, loss_cls: 2.6389, loss: 2.6389 +2024-09-18 16:02:42,444 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 1 day, 12:30:36, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5513, top5_acc: 0.8525, loss_cls: 2.6843, loss: 2.6843 +2024-09-18 16:03:04,357 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 1 day, 12:29:36, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5394, top5_acc: 0.8581, loss_cls: 2.6823, loss: 2.6823 +2024-09-18 16:03:26,535 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 1 day, 12:28:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5669, top5_acc: 0.8744, loss_cls: 2.5552, loss: 2.5552 +2024-09-18 16:03:48,615 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 1 day, 12:27:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5663, top5_acc: 0.8738, loss_cls: 2.5860, loss: 2.5860 +2024-09-18 16:04:10,565 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 1 day, 12:27:01, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5663, top5_acc: 0.8775, loss_cls: 2.5912, loss: 2.5912 +2024-09-18 16:04:32,560 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 1 day, 12:26:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5650, top5_acc: 0.8725, loss_cls: 2.5501, loss: 2.5501 +2024-09-18 16:04:54,611 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 1 day, 12:25:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5525, top5_acc: 0.8612, loss_cls: 2.6220, loss: 2.6220 +2024-09-18 16:05:16,701 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 1 day, 12:24:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5681, top5_acc: 0.8819, loss_cls: 2.5163, loss: 2.5163 +2024-09-18 16:05:38,981 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 1 day, 12:23:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5631, top5_acc: 0.8638, loss_cls: 2.5914, loss: 2.5914 +2024-09-18 16:06:01,142 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 1 day, 12:23:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5631, top5_acc: 0.8712, loss_cls: 2.6001, loss: 2.6001 +2024-09-18 16:06:23,677 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 1 day, 12:22:33, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.5513, top5_acc: 0.8631, loss_cls: 2.5765, loss: 2.5765 +2024-09-18 16:06:45,846 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 1 day, 12:21:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5569, top5_acc: 0.8781, loss_cls: 2.5868, loss: 2.5868 +2024-09-18 16:07:08,028 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 1 day, 12:21:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5881, top5_acc: 0.8775, loss_cls: 2.5009, loss: 2.5009 +2024-09-18 16:07:29,999 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 1 day, 12:20:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5463, top5_acc: 0.8650, loss_cls: 2.6590, loss: 2.6590 +2024-09-18 16:07:52,354 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 1 day, 12:19:38, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5650, top5_acc: 0.8762, loss_cls: 2.5511, loss: 2.5511 +2024-09-18 16:08:14,036 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 1 day, 12:18:34, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.5556, top5_acc: 0.8694, loss_cls: 2.5762, loss: 2.5762 +2024-09-18 16:08:35,943 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 1 day, 12:17:41, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5413, top5_acc: 0.8631, loss_cls: 2.6369, loss: 2.6369 +2024-09-18 16:08:57,805 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 1 day, 12:16:46, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5763, top5_acc: 0.8756, loss_cls: 2.4958, loss: 2.4958 +2024-09-18 16:09:20,061 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 1 day, 12:16:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5744, top5_acc: 0.8869, loss_cls: 2.4848, loss: 2.4848 +2024-09-18 16:09:42,199 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 1 day, 12:15:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6006, top5_acc: 0.8994, loss_cls: 2.3533, loss: 2.3533 +2024-09-18 16:10:04,671 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 1 day, 12:14:56, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.5756, top5_acc: 0.8838, loss_cls: 2.4631, loss: 2.4631 +2024-09-18 16:10:26,895 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 1 day, 12:14:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6012, top5_acc: 0.8906, loss_cls: 2.4072, loss: 2.4072 +2024-09-18 16:10:48,841 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 1 day, 12:13:28, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5787, top5_acc: 0.8769, loss_cls: 2.5274, loss: 2.5274 +2024-09-18 16:11:10,954 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 1 day, 12:12:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5700, top5_acc: 0.8769, loss_cls: 2.5401, loss: 2.5401 +2024-09-18 16:11:33,233 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 1 day, 12:12:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5850, top5_acc: 0.8862, loss_cls: 2.4031, loss: 2.4031 +2024-09-18 16:11:55,511 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 1 day, 12:11:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5737, top5_acc: 0.8869, loss_cls: 2.4734, loss: 2.4734 +2024-09-18 16:12:17,819 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 1 day, 12:10:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5587, top5_acc: 0.8762, loss_cls: 2.5221, loss: 2.5221 +2024-09-18 16:12:40,194 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 1 day, 12:10:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5781, top5_acc: 0.8694, loss_cls: 2.5018, loss: 2.5018 +2024-09-18 16:13:02,530 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 1 day, 12:09:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6044, top5_acc: 0.8600, loss_cls: 2.5321, loss: 2.5321 +2024-09-18 16:13:24,919 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 1 day, 12:09:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5844, top5_acc: 0.8862, loss_cls: 2.4358, loss: 2.4358 +2024-09-18 16:13:47,277 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 1 day, 12:08:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8894, loss_cls: 2.3020, loss: 2.3020 +2024-09-18 16:14:09,151 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 1 day, 12:08:01, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5831, top5_acc: 0.8781, loss_cls: 2.4700, loss: 2.4700 +2024-09-18 16:14:31,189 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 1 day, 12:07:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5731, top5_acc: 0.8875, loss_cls: 2.5072, loss: 2.5072 +2024-09-18 16:14:53,287 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 1 day, 12:06:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5787, top5_acc: 0.8806, loss_cls: 2.4800, loss: 2.4800 +2024-09-18 16:15:02,820 - pyskl - INFO - Saving checkpoint at 4 epochs +2024-09-18 16:18:20,635 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 16:18:21,301 - pyskl - INFO - +top1_acc 0.4875 +top5_acc 0.8308 +2024-09-18 16:18:21,306 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_3.pth was removed +2024-09-18 16:18:21,546 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2024-09-18 16:18:21,547 - pyskl - INFO - Best top1_acc is 0.4875 at 4 epoch. +2024-09-18 16:18:21,563 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.4875, top5_acc: 0.8308 +2024-09-18 16:19:12,682 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 1 day, 12:17:51, time: 0.511, data_time: 0.290, memory: 5236, top1_acc: 0.6200, top5_acc: 0.8956, loss_cls: 2.2818, loss: 2.2818 +2024-09-18 16:19:34,399 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 1 day, 12:16:52, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.5881, top5_acc: 0.8781, loss_cls: 2.4252, loss: 2.4252 +2024-09-18 16:19:56,324 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 1 day, 12:16:01, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6031, top5_acc: 0.8888, loss_cls: 2.3864, loss: 2.3864 +2024-09-18 16:20:18,246 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 1 day, 12:15:10, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5856, top5_acc: 0.8762, loss_cls: 2.4819, loss: 2.4819 +2024-09-18 16:20:40,417 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 1 day, 12:14:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5837, top5_acc: 0.8869, loss_cls: 2.4104, loss: 2.4104 +2024-09-18 16:21:02,581 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 1 day, 12:13:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5887, top5_acc: 0.8875, loss_cls: 2.3982, loss: 2.3982 +2024-09-18 16:21:24,870 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 1 day, 12:13:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5900, top5_acc: 0.8906, loss_cls: 2.3729, loss: 2.3729 +2024-09-18 16:21:47,026 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 1 day, 12:12:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6156, top5_acc: 0.8988, loss_cls: 2.2454, loss: 2.2454 +2024-09-18 16:22:09,297 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 1 day, 12:11:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6025, top5_acc: 0.8900, loss_cls: 2.3214, loss: 2.3214 +2024-09-18 16:22:31,545 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 1 day, 12:11:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5837, top5_acc: 0.8850, loss_cls: 2.3760, loss: 2.3760 +2024-09-18 16:22:53,802 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 1 day, 12:10:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6188, top5_acc: 0.8988, loss_cls: 2.3011, loss: 2.3011 +2024-09-18 16:23:15,869 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 1 day, 12:09:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6062, top5_acc: 0.8912, loss_cls: 2.3639, loss: 2.3639 +2024-09-18 16:23:38,131 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 1 day, 12:09:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6094, top5_acc: 0.8862, loss_cls: 2.3401, loss: 2.3401 +2024-09-18 16:24:00,102 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 1 day, 12:08:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5800, top5_acc: 0.8756, loss_cls: 2.4680, loss: 2.4680 +2024-09-18 16:24:22,243 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 1 day, 12:07:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5913, top5_acc: 0.8812, loss_cls: 2.3823, loss: 2.3823 +2024-09-18 16:24:44,217 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 1 day, 12:07:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6069, top5_acc: 0.8875, loss_cls: 2.3156, loss: 2.3156 +2024-09-18 16:25:06,542 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 1 day, 12:06:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6031, top5_acc: 0.9056, loss_cls: 2.2266, loss: 2.2266 +2024-09-18 16:25:28,853 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 1 day, 12:05:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5906, top5_acc: 0.9025, loss_cls: 2.3097, loss: 2.3097 +2024-09-18 16:25:51,214 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 1 day, 12:05:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6125, top5_acc: 0.8900, loss_cls: 2.3230, loss: 2.3230 +2024-09-18 16:26:13,158 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 1 day, 12:04:37, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6144, top5_acc: 0.9038, loss_cls: 2.3001, loss: 2.3001 +2024-09-18 16:26:35,179 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 1 day, 12:03:54, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5900, top5_acc: 0.8831, loss_cls: 2.3839, loss: 2.3839 +2024-09-18 16:26:57,474 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 1 day, 12:03:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6156, top5_acc: 0.8962, loss_cls: 2.2566, loss: 2.2566 +2024-09-18 16:27:19,486 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 1 day, 12:02:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5981, top5_acc: 0.9000, loss_cls: 2.3152, loss: 2.3152 +2024-09-18 16:27:41,394 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 1 day, 12:01:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6150, top5_acc: 0.8956, loss_cls: 2.2323, loss: 2.2323 +2024-09-18 16:28:03,656 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 1 day, 12:01:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6294, top5_acc: 0.8988, loss_cls: 2.1922, loss: 2.1922 +2024-09-18 16:28:25,647 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 1 day, 12:00:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8981, loss_cls: 2.2381, loss: 2.2381 +2024-09-18 16:28:47,629 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 1 day, 11:59:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6088, top5_acc: 0.8888, loss_cls: 2.2554, loss: 2.2554 +2024-09-18 16:29:09,894 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 1 day, 11:59:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6212, top5_acc: 0.8838, loss_cls: 2.3369, loss: 2.3369 +2024-09-18 16:29:32,017 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 1 day, 11:58:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6162, top5_acc: 0.8956, loss_cls: 2.2851, loss: 2.2851 +2024-09-18 16:29:54,339 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 1 day, 11:58:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6225, top5_acc: 0.8975, loss_cls: 2.2556, loss: 2.2556 +2024-09-18 16:30:16,519 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 1 day, 11:57:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.8938, loss_cls: 2.2950, loss: 2.2950 +2024-09-18 16:30:38,384 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 1 day, 11:56:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5731, top5_acc: 0.8944, loss_cls: 2.3665, loss: 2.3665 +2024-09-18 16:31:00,471 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 1 day, 11:56:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6056, top5_acc: 0.8869, loss_cls: 2.3328, loss: 2.3328 +2024-09-18 16:31:22,589 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 1 day, 11:55:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6325, top5_acc: 0.9056, loss_cls: 2.1656, loss: 2.1656 +2024-09-18 16:31:44,492 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 1 day, 11:54:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.8912, loss_cls: 2.2725, loss: 2.2725 +2024-09-18 16:32:06,552 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 1 day, 11:54:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6031, top5_acc: 0.9025, loss_cls: 2.2736, loss: 2.2736 +2024-09-18 16:32:28,672 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 1 day, 11:53:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6175, top5_acc: 0.9050, loss_cls: 2.2707, loss: 2.2707 +2024-09-18 16:32:50,706 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 1 day, 11:52:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6250, top5_acc: 0.9056, loss_cls: 2.2075, loss: 2.2075 +2024-09-18 16:33:12,423 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 1 day, 11:52:00, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6312, top5_acc: 0.9025, loss_cls: 2.2433, loss: 2.2433 +2024-09-18 16:33:21,933 - pyskl - INFO - Saving checkpoint at 5 epochs +2024-09-18 16:36:36,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 16:36:36,886 - pyskl - INFO - +top1_acc 0.3801 +top5_acc 0.7091 +2024-09-18 16:36:36,902 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.3801, top5_acc: 0.7091 +2024-09-18 16:37:28,939 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 1 day, 12:01:17, time: 0.520, data_time: 0.298, memory: 5236, top1_acc: 0.6419, top5_acc: 0.9025, loss_cls: 2.1808, loss: 2.1808 +2024-09-18 16:37:50,788 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 1 day, 12:00:29, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6419, top5_acc: 0.8988, loss_cls: 2.1992, loss: 2.1992 +2024-09-18 16:38:12,626 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 1 day, 11:59:42, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.9075, loss_cls: 2.1885, loss: 2.1885 +2024-09-18 16:38:34,556 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 1 day, 11:58:58, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.8962, loss_cls: 2.1759, loss: 2.1759 +2024-09-18 16:38:56,098 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 1 day, 11:58:02, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6262, top5_acc: 0.9119, loss_cls: 2.1612, loss: 2.1612 +2024-09-18 16:39:17,755 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 1 day, 11:57:11, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6306, top5_acc: 0.9113, loss_cls: 2.1612, loss: 2.1612 +2024-09-18 16:39:39,638 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 1 day, 11:56:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6125, top5_acc: 0.9038, loss_cls: 2.2333, loss: 2.2333 +2024-09-18 16:40:01,633 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 1 day, 11:55:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.9144, loss_cls: 2.1033, loss: 2.1033 +2024-09-18 16:40:23,758 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 1 day, 11:55:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.9194, loss_cls: 2.1595, loss: 2.1595 +2024-09-18 16:40:46,065 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 1 day, 11:54:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6094, top5_acc: 0.9075, loss_cls: 2.2158, loss: 2.2158 +2024-09-18 16:41:08,067 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 1 day, 11:53:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.9169, loss_cls: 2.1174, loss: 2.1174 +2024-09-18 16:41:30,116 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 1 day, 11:53:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6331, top5_acc: 0.9006, loss_cls: 2.1835, loss: 2.1835 +2024-09-18 16:41:52,098 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 1 day, 11:52:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6225, top5_acc: 0.8969, loss_cls: 2.2591, loss: 2.2591 +2024-09-18 16:42:14,119 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 1 day, 11:51:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6294, top5_acc: 0.9025, loss_cls: 2.1685, loss: 2.1685 +2024-09-18 16:42:35,976 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 1 day, 11:51:08, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9194, loss_cls: 2.0450, loss: 2.0450 +2024-09-18 16:42:57,795 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 1 day, 11:50:23, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6456, top5_acc: 0.9087, loss_cls: 2.0732, loss: 2.0732 +2024-09-18 16:43:19,854 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 1 day, 11:49:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6444, top5_acc: 0.9187, loss_cls: 2.0602, loss: 2.0602 +2024-09-18 16:43:41,938 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 1 day, 11:49:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6131, top5_acc: 0.8962, loss_cls: 2.2218, loss: 2.2218 +2024-09-18 16:44:03,926 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 1 day, 11:48:27, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6319, top5_acc: 0.9069, loss_cls: 2.1775, loss: 2.1775 +2024-09-18 16:44:25,863 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 1 day, 11:47:46, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.8988, loss_cls: 2.1425, loss: 2.1425 +2024-09-18 16:44:47,694 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 1 day, 11:47:03, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9206, loss_cls: 2.0369, loss: 2.0369 +2024-09-18 16:45:09,691 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 1 day, 11:46:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.9056, loss_cls: 2.1133, loss: 2.1133 +2024-09-18 16:45:31,530 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 1 day, 11:45:40, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6106, top5_acc: 0.8975, loss_cls: 2.2330, loss: 2.2330 +2024-09-18 16:45:53,331 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 1 day, 11:44:57, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6088, top5_acc: 0.8988, loss_cls: 2.2405, loss: 2.2405 +2024-09-18 16:46:15,562 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 1 day, 11:44:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.9006, loss_cls: 2.1370, loss: 2.1370 +2024-09-18 16:46:37,839 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 1 day, 11:43:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9169, loss_cls: 2.1147, loss: 2.1147 +2024-09-18 16:46:59,870 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 1 day, 11:43:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6381, top5_acc: 0.9163, loss_cls: 2.1417, loss: 2.1417 +2024-09-18 16:47:22,081 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 1 day, 11:42:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9075, loss_cls: 2.1316, loss: 2.1316 +2024-09-18 16:47:44,095 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 1 day, 11:42:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6181, top5_acc: 0.8919, loss_cls: 2.2111, loss: 2.2111 +2024-09-18 16:48:06,037 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 1 day, 11:41:25, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6312, top5_acc: 0.8962, loss_cls: 2.1767, loss: 2.1767 +2024-09-18 16:48:28,201 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 1 day, 11:40:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6325, top5_acc: 0.9025, loss_cls: 2.1631, loss: 2.1631 +2024-09-18 16:48:50,322 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 1 day, 11:40:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6131, top5_acc: 0.9031, loss_cls: 2.2125, loss: 2.2125 +2024-09-18 16:49:12,514 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 1 day, 11:39:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9031, loss_cls: 2.1439, loss: 2.1439 +2024-09-18 16:49:34,618 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 1 day, 11:39:09, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9050, loss_cls: 2.1089, loss: 2.1089 +2024-09-18 16:49:56,637 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 1 day, 11:38:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.9019, loss_cls: 2.1089, loss: 2.1089 +2024-09-18 16:50:18,732 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 1 day, 11:37:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6400, top5_acc: 0.9081, loss_cls: 2.0515, loss: 2.0515 +2024-09-18 16:50:40,849 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 1 day, 11:37:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6581, top5_acc: 0.9156, loss_cls: 2.0005, loss: 2.0005 +2024-09-18 16:51:02,878 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 1 day, 11:36:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9113, loss_cls: 2.0415, loss: 2.0415 +2024-09-18 16:51:24,904 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 1 day, 11:36:10, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6481, top5_acc: 0.9006, loss_cls: 2.1004, loss: 2.1004 +2024-09-18 16:51:34,388 - pyskl - INFO - Saving checkpoint at 6 epochs +2024-09-18 16:54:49,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 16:54:49,840 - pyskl - INFO - +top1_acc 0.5778 +top5_acc 0.8785 +2024-09-18 16:54:49,845 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_4.pth was removed +2024-09-18 16:54:50,022 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2024-09-18 16:54:50,023 - pyskl - INFO - Best top1_acc is 0.5778 at 6 epoch. +2024-09-18 16:54:50,038 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.5778, top5_acc: 0.8785 +2024-09-18 16:55:40,398 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 1 day, 11:43:06, time: 0.504, data_time: 0.283, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9062, loss_cls: 2.1281, loss: 2.1281 +2024-09-18 16:56:01,959 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 1 day, 11:42:17, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9169, loss_cls: 2.0601, loss: 2.0601 +2024-09-18 16:56:23,942 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 1 day, 11:41:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9237, loss_cls: 1.9353, loss: 1.9353 +2024-09-18 16:56:45,881 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 1 day, 11:40:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9075, loss_cls: 2.0342, loss: 2.0342 +2024-09-18 16:57:07,671 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 1 day, 11:40:16, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9150, loss_cls: 2.0242, loss: 2.0242 +2024-09-18 16:57:29,431 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 1 day, 11:39:32, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9113, loss_cls: 2.0517, loss: 2.0517 +2024-09-18 16:57:51,140 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 1 day, 11:38:48, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9156, loss_cls: 2.0252, loss: 2.0252 +2024-09-18 16:58:12,661 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 1 day, 11:37:59, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.9087, loss_cls: 2.1439, loss: 2.1439 +2024-09-18 16:58:33,877 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 1 day, 11:37:03, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9062, loss_cls: 2.0327, loss: 2.0327 +2024-09-18 16:58:55,518 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 1 day, 11:36:18, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9100, loss_cls: 2.0511, loss: 2.0511 +2024-09-18 16:59:17,189 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 1 day, 11:35:33, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6581, top5_acc: 0.8956, loss_cls: 2.1067, loss: 2.1067 +2024-09-18 16:59:39,539 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 1 day, 11:35:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6538, top5_acc: 0.9231, loss_cls: 2.0375, loss: 2.0375 +2024-09-18 17:00:01,283 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 1 day, 11:34:21, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6444, top5_acc: 0.9019, loss_cls: 2.1031, loss: 2.1031 +2024-09-18 17:00:23,140 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 1 day, 11:33:41, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9137, loss_cls: 2.0245, loss: 2.0245 +2024-09-18 17:00:45,244 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 1 day, 11:33:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9125, loss_cls: 1.9982, loss: 1.9982 +2024-09-18 17:01:07,309 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 1 day, 11:32:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6444, top5_acc: 0.9181, loss_cls: 1.9974, loss: 1.9974 +2024-09-18 17:01:29,247 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 1 day, 11:31:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9225, loss_cls: 2.0290, loss: 2.0290 +2024-09-18 17:01:51,137 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 1 day, 11:31:16, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9187, loss_cls: 2.0087, loss: 2.0087 +2024-09-18 17:02:12,881 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 1 day, 11:30:34, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6475, top5_acc: 0.9231, loss_cls: 1.9857, loss: 1.9857 +2024-09-18 17:02:34,537 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 1 day, 11:29:50, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9106, loss_cls: 2.0477, loss: 2.0477 +2024-09-18 17:02:56,565 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 1 day, 11:29:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9031, loss_cls: 2.0049, loss: 2.0049 +2024-09-18 17:03:18,536 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 1 day, 11:28:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6456, top5_acc: 0.9100, loss_cls: 2.0915, loss: 2.0915 +2024-09-18 17:03:40,122 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 1 day, 11:27:54, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9181, loss_cls: 1.9952, loss: 1.9952 +2024-09-18 17:04:01,672 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 1 day, 11:27:09, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9181, loss_cls: 1.9415, loss: 1.9415 +2024-09-18 17:04:23,125 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 1 day, 11:26:21, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9137, loss_cls: 1.9851, loss: 1.9851 +2024-09-18 17:04:45,178 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 1 day, 11:25:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.9075, loss_cls: 2.0539, loss: 2.0539 +2024-09-18 17:05:07,305 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 1 day, 11:25:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9125, loss_cls: 2.0274, loss: 2.0274 +2024-09-18 17:05:29,097 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 1 day, 11:24:35, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9056, loss_cls: 2.0759, loss: 2.0759 +2024-09-18 17:05:50,536 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 1 day, 11:23:49, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.8944, loss_cls: 2.1595, loss: 2.1595 +2024-09-18 17:06:12,546 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 1 day, 11:23:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6581, top5_acc: 0.9119, loss_cls: 1.9932, loss: 1.9932 +2024-09-18 17:06:34,517 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 1 day, 11:22:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9056, loss_cls: 1.9949, loss: 1.9949 +2024-09-18 17:06:56,182 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 1 day, 11:21:57, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6512, top5_acc: 0.9244, loss_cls: 2.0045, loss: 2.0045 +2024-09-18 17:07:18,226 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 1 day, 11:21:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.9069, loss_cls: 2.1323, loss: 2.1323 +2024-09-18 17:07:40,001 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 1 day, 11:20:44, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9219, loss_cls: 1.9548, loss: 1.9548 +2024-09-18 17:08:02,016 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 1 day, 11:20:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6538, top5_acc: 0.9169, loss_cls: 1.9840, loss: 1.9840 +2024-09-18 17:08:23,983 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 1 day, 11:19:36, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6481, top5_acc: 0.9087, loss_cls: 2.0681, loss: 2.0681 +2024-09-18 17:08:45,879 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 1 day, 11:18:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9256, loss_cls: 1.9622, loss: 1.9622 +2024-09-18 17:09:07,977 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 1 day, 11:18:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9150, loss_cls: 2.0505, loss: 2.0505 +2024-09-18 17:09:29,650 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 1 day, 11:17:47, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9187, loss_cls: 2.0279, loss: 2.0279 +2024-09-18 17:09:39,505 - pyskl - INFO - Saving checkpoint at 7 epochs +2024-09-18 17:12:54,730 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 17:12:55,383 - pyskl - INFO - +top1_acc 0.6167 +top5_acc 0.8974 +2024-09-18 17:12:55,388 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_6.pth was removed +2024-09-18 17:12:55,620 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2024-09-18 17:12:55,622 - pyskl - INFO - Best top1_acc is 0.6167 at 7 epoch. +2024-09-18 17:12:55,638 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6167, top5_acc: 0.8974 +2024-09-18 17:13:48,509 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 1 day, 11:24:28, time: 0.529, data_time: 0.305, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9237, loss_cls: 1.9485, loss: 1.9485 +2024-09-18 17:14:10,899 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 1 day, 11:24:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9263, loss_cls: 1.8812, loss: 1.8812 +2024-09-18 17:14:32,876 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 1 day, 11:23:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.9169, loss_cls: 1.9622, loss: 1.9622 +2024-09-18 17:14:55,042 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 1 day, 11:22:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9169, loss_cls: 1.9708, loss: 1.9708 +2024-09-18 17:15:17,044 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 1 day, 11:22:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9194, loss_cls: 1.9470, loss: 1.9470 +2024-09-18 17:15:39,304 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 1 day, 11:21:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9100, loss_cls: 1.9322, loss: 1.9322 +2024-09-18 17:16:01,354 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 1 day, 11:21:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9150, loss_cls: 1.9872, loss: 1.9872 +2024-09-18 17:16:23,226 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 1 day, 11:20:37, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9219, loss_cls: 1.9098, loss: 1.9098 +2024-09-18 17:16:45,076 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 1 day, 11:19:59, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9144, loss_cls: 1.9308, loss: 1.9308 +2024-09-18 17:17:07,392 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 1 day, 11:19:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9181, loss_cls: 1.9390, loss: 1.9390 +2024-09-18 17:17:29,588 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 1 day, 11:19:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9156, loss_cls: 1.9796, loss: 1.9796 +2024-09-18 17:17:51,242 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 1 day, 11:18:19, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.9156, loss_cls: 1.9459, loss: 1.9459 +2024-09-18 17:18:12,985 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 1 day, 11:17:39, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9281, loss_cls: 1.8804, loss: 1.8804 +2024-09-18 17:18:34,636 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 1 day, 11:16:58, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9300, loss_cls: 1.8175, loss: 1.8175 +2024-09-18 17:18:56,890 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 1 day, 11:16:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9181, loss_cls: 1.9181, loss: 1.9181 +2024-09-18 17:19:19,191 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 1 day, 11:16:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9156, loss_cls: 1.9722, loss: 1.9722 +2024-09-18 17:19:41,108 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 1 day, 11:15:25, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9237, loss_cls: 1.8709, loss: 1.8709 +2024-09-18 17:20:02,999 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 1 day, 11:14:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9125, loss_cls: 1.9631, loss: 1.9631 +2024-09-18 17:20:24,948 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 1 day, 11:14:14, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6400, top5_acc: 0.8994, loss_cls: 2.1064, loss: 2.1064 +2024-09-18 17:20:46,746 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 1 day, 11:13:36, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9181, loss_cls: 1.9944, loss: 1.9944 +2024-09-18 17:21:08,923 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 1 day, 11:13:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9213, loss_cls: 1.8917, loss: 1.8917 +2024-09-18 17:21:31,135 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 1 day, 11:12:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9200, loss_cls: 1.9322, loss: 1.9322 +2024-09-18 17:21:53,123 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 1 day, 11:12:02, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9137, loss_cls: 1.9265, loss: 1.9265 +2024-09-18 17:22:15,202 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 1 day, 11:11:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9094, loss_cls: 1.9901, loss: 1.9901 +2024-09-18 17:22:37,547 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 1 day, 11:11:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9181, loss_cls: 1.9638, loss: 1.9638 +2024-09-18 17:22:59,633 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 1 day, 11:10:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9181, loss_cls: 1.9520, loss: 1.9520 +2024-09-18 17:23:21,793 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 1 day, 11:10:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6319, top5_acc: 0.9050, loss_cls: 2.1297, loss: 2.1297 +2024-09-18 17:23:43,711 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 1 day, 11:09:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9119, loss_cls: 1.9103, loss: 1.9103 +2024-09-18 17:24:05,879 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 1 day, 11:08:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9269, loss_cls: 1.8938, loss: 1.8938 +2024-09-18 17:24:27,836 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 1 day, 11:08:22, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9225, loss_cls: 1.9234, loss: 1.9234 +2024-09-18 17:24:49,827 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 1 day, 11:07:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9187, loss_cls: 1.8887, loss: 1.8887 +2024-09-18 17:25:11,914 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 1 day, 11:07:18, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9269, loss_cls: 1.9303, loss: 1.9303 +2024-09-18 17:25:33,922 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 1 day, 11:06:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9069, loss_cls: 2.0586, loss: 2.0586 +2024-09-18 17:25:56,017 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 1 day, 11:06:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9275, loss_cls: 1.8788, loss: 1.8788 +2024-09-18 17:26:18,006 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 1 day, 11:05:41, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9206, loss_cls: 1.9910, loss: 1.9910 +2024-09-18 17:26:40,006 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 1 day, 11:05:08, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9194, loss_cls: 1.9285, loss: 1.9285 +2024-09-18 17:27:02,185 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 1 day, 11:04:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9213, loss_cls: 1.8985, loss: 1.8985 +2024-09-18 17:27:24,289 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 1 day, 11:04:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9287, loss_cls: 1.8890, loss: 1.8890 +2024-09-18 17:27:46,248 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 1 day, 11:03:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9056, loss_cls: 1.9537, loss: 1.9537 +2024-09-18 17:27:56,140 - pyskl - INFO - Saving checkpoint at 8 epochs +2024-09-18 17:31:12,322 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 17:31:12,817 - pyskl - INFO - +top1_acc 0.6356 +top5_acc 0.8912 +2024-09-18 17:31:12,822 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_7.pth was removed +2024-09-18 17:31:13,006 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2024-09-18 17:31:13,007 - pyskl - INFO - Best top1_acc is 0.6356 at 8 epoch. +2024-09-18 17:31:13,023 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6356, top5_acc: 0.8912 +2024-09-18 17:32:04,515 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 1 day, 11:08:55, time: 0.515, data_time: 0.301, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9213, loss_cls: 1.8908, loss: 1.8908 +2024-09-18 17:32:26,378 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 1 day, 11:08:19, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9319, loss_cls: 1.7427, loss: 1.7427 +2024-09-18 17:32:48,668 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 1 day, 11:07:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9287, loss_cls: 1.8566, loss: 1.8566 +2024-09-18 17:33:10,831 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 1 day, 11:07:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9331, loss_cls: 1.8376, loss: 1.8376 +2024-09-18 17:33:33,015 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 1 day, 11:06:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9244, loss_cls: 1.8933, loss: 1.8933 +2024-09-18 17:33:54,941 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 1 day, 11:06:15, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9344, loss_cls: 1.8098, loss: 1.8098 +2024-09-18 17:34:16,997 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 1 day, 11:05:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9213, loss_cls: 1.8661, loss: 1.8661 +2024-09-18 17:34:39,235 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 1 day, 11:05:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9313, loss_cls: 1.8458, loss: 1.8458 +2024-09-18 17:35:01,180 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 1 day, 11:04:40, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9237, loss_cls: 1.8392, loss: 1.8392 +2024-09-18 17:35:22,734 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 1 day, 11:03:59, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9269, loss_cls: 1.8500, loss: 1.8500 +2024-09-18 17:35:44,988 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 1 day, 11:03:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9163, loss_cls: 1.8295, loss: 1.8295 +2024-09-18 17:36:07,218 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 1 day, 11:03:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9275, loss_cls: 1.8326, loss: 1.8326 +2024-09-18 17:36:29,551 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 1 day, 11:02:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9175, loss_cls: 1.9346, loss: 1.9346 +2024-09-18 17:36:51,645 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 1 day, 11:02:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9237, loss_cls: 1.8628, loss: 1.8628 +2024-09-18 17:37:13,751 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 1 day, 11:01:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9231, loss_cls: 1.8423, loss: 1.8423 +2024-09-18 17:37:35,950 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 1 day, 11:01:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9331, loss_cls: 1.8764, loss: 1.8764 +2024-09-18 17:37:58,079 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 1 day, 11:00:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9250, loss_cls: 1.9069, loss: 1.9069 +2024-09-18 17:38:20,128 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 1 day, 11:00:01, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9181, loss_cls: 1.8516, loss: 1.8516 +2024-09-18 17:38:42,222 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 1 day, 10:59:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9137, loss_cls: 1.9388, loss: 1.9388 +2024-09-18 17:39:04,402 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 1 day, 10:59:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9175, loss_cls: 1.8879, loss: 1.8879 +2024-09-18 17:39:26,646 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 1 day, 10:58:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9219, loss_cls: 1.9652, loss: 1.9652 +2024-09-18 17:39:48,603 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 1 day, 10:57:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9231, loss_cls: 1.9113, loss: 1.9113 +2024-09-18 17:40:10,743 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 1 day, 10:57:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9237, loss_cls: 1.8968, loss: 1.8968 +2024-09-18 17:40:32,485 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 1 day, 10:56:53, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9281, loss_cls: 1.8406, loss: 1.8406 +2024-09-18 17:40:54,140 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 1 day, 10:56:15, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9306, loss_cls: 1.7628, loss: 1.7628 +2024-09-18 17:41:16,079 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 1 day, 10:55:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9225, loss_cls: 1.8301, loss: 1.8301 +2024-09-18 17:41:38,141 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 1 day, 10:55:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9300, loss_cls: 1.8404, loss: 1.8404 +2024-09-18 17:41:59,969 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 1 day, 10:54:36, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9187, loss_cls: 1.9080, loss: 1.9080 +2024-09-18 17:42:21,875 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 1 day, 10:54:02, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9244, loss_cls: 1.8814, loss: 1.8814 +2024-09-18 17:42:44,141 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 1 day, 10:53:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9187, loss_cls: 1.8717, loss: 1.8717 +2024-09-18 17:43:05,874 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 1 day, 10:52:59, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.9044, loss_cls: 1.9836, loss: 1.9836 +2024-09-18 17:43:27,842 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 1 day, 10:52:27, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9287, loss_cls: 1.8237, loss: 1.8237 +2024-09-18 17:43:49,675 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 1 day, 10:51:52, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9306, loss_cls: 1.8822, loss: 1.8822 +2024-09-18 17:44:11,863 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 1 day, 10:51:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9094, loss_cls: 1.9171, loss: 1.9171 +2024-09-18 17:44:33,433 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 1 day, 10:50:45, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9200, loss_cls: 1.8699, loss: 1.8699 +2024-09-18 17:44:55,491 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 1 day, 10:50:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9163, loss_cls: 1.9194, loss: 1.9194 +2024-09-18 17:45:17,015 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 1 day, 10:49:36, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9131, loss_cls: 1.8652, loss: 1.8652 +2024-09-18 17:45:39,138 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 1 day, 10:49:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9331, loss_cls: 1.8220, loss: 1.8220 +2024-09-18 17:46:01,246 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 1 day, 10:48:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9287, loss_cls: 1.8213, loss: 1.8213 +2024-09-18 17:46:10,674 - pyskl - INFO - Saving checkpoint at 9 epochs +2024-09-18 17:49:28,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 17:49:28,885 - pyskl - INFO - +top1_acc 0.5845 +top5_acc 0.8852 +2024-09-18 17:49:28,901 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.5845, top5_acc: 0.8852 +2024-09-18 17:50:20,731 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 1 day, 10:53:21, time: 0.518, data_time: 0.299, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9281, loss_cls: 1.8474, loss: 1.8474 +2024-09-18 17:50:42,360 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 1 day, 10:52:43, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9337, loss_cls: 1.7538, loss: 1.7538 +2024-09-18 17:51:04,145 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 1 day, 10:52:08, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9331, loss_cls: 1.7527, loss: 1.7527 +2024-09-18 17:51:26,287 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 1 day, 10:51:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9294, loss_cls: 1.7674, loss: 1.7674 +2024-09-18 17:51:48,286 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 1 day, 10:51:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9219, loss_cls: 1.8674, loss: 1.8674 +2024-09-18 17:52:10,454 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 1 day, 10:50:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9387, loss_cls: 1.7476, loss: 1.7476 +2024-09-18 17:52:32,696 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 1 day, 10:50:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9263, loss_cls: 1.8129, loss: 1.8129 +2024-09-18 17:52:54,926 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 1 day, 10:49:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9287, loss_cls: 1.7761, loss: 1.7761 +2024-09-18 17:53:17,178 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 1 day, 10:49:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9325, loss_cls: 1.7060, loss: 1.7060 +2024-09-18 17:53:38,890 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 1 day, 10:48:36, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9281, loss_cls: 1.8506, loss: 1.8506 +2024-09-18 17:54:00,431 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 1 day, 10:47:57, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9394, loss_cls: 1.7924, loss: 1.7924 +2024-09-18 17:54:22,354 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 1 day, 10:47:25, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9194, loss_cls: 1.9415, loss: 1.9415 +2024-09-18 17:54:44,471 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 1 day, 10:46:55, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9413, loss_cls: 1.7177, loss: 1.7177 +2024-09-18 17:55:06,377 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 1 day, 10:46:22, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9350, loss_cls: 1.8086, loss: 1.8086 +2024-09-18 17:55:28,545 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 1 day, 10:45:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9313, loss_cls: 1.8485, loss: 1.8485 +2024-09-18 17:55:50,654 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 1 day, 10:45:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9256, loss_cls: 1.7400, loss: 1.7400 +2024-09-18 17:56:12,977 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 1 day, 10:44:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9281, loss_cls: 1.8457, loss: 1.8457 +2024-09-18 17:56:35,091 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 1 day, 10:44:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9306, loss_cls: 1.7845, loss: 1.7845 +2024-09-18 17:56:57,476 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 1 day, 10:44:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9269, loss_cls: 1.8354, loss: 1.8354 +2024-09-18 17:57:19,658 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 1 day, 10:43:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9150, loss_cls: 1.8919, loss: 1.8919 +2024-09-18 17:57:41,736 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 1 day, 10:43:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9263, loss_cls: 1.8353, loss: 1.8353 +2024-09-18 17:58:04,065 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 1 day, 10:42:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9181, loss_cls: 1.8991, loss: 1.8991 +2024-09-18 17:58:26,719 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 1 day, 10:42:15, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9300, loss_cls: 1.7976, loss: 1.7976 +2024-09-18 17:58:49,165 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 1 day, 10:41:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9363, loss_cls: 1.7447, loss: 1.7447 +2024-09-18 17:59:11,228 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 1 day, 10:41:20, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9219, loss_cls: 1.8472, loss: 1.8472 +2024-09-18 17:59:33,443 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 1 day, 10:40:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9294, loss_cls: 1.8126, loss: 1.8126 +2024-09-18 17:59:55,510 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 1 day, 10:40:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9319, loss_cls: 1.7399, loss: 1.7399 +2024-09-18 18:00:17,611 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 1 day, 10:39:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9306, loss_cls: 1.7717, loss: 1.7717 +2024-09-18 18:00:39,215 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 1 day, 10:39:16, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9281, loss_cls: 1.7708, loss: 1.7708 +2024-09-18 18:01:01,151 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 1 day, 10:38:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9206, loss_cls: 1.8529, loss: 1.8529 +2024-09-18 18:01:23,417 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 1 day, 10:38:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9281, loss_cls: 1.7589, loss: 1.7589 +2024-09-18 18:01:45,703 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 1 day, 10:37:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9337, loss_cls: 1.7817, loss: 1.7817 +2024-09-18 18:02:08,212 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 1 day, 10:37:27, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9313, loss_cls: 1.7378, loss: 1.7378 +2024-09-18 18:02:30,414 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 1 day, 10:37:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 1.7060, loss: 1.7060 +2024-09-18 18:02:52,704 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 1 day, 10:36:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9331, loss_cls: 1.7921, loss: 1.7921 +2024-09-18 18:03:15,006 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 1 day, 10:36:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9300, loss_cls: 1.8185, loss: 1.8185 +2024-09-18 18:03:37,592 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 1 day, 10:35:44, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9213, loss_cls: 1.7808, loss: 1.7808 +2024-09-18 18:03:59,884 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 1 day, 10:35:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9206, loss_cls: 1.7913, loss: 1.7913 +2024-09-18 18:04:22,257 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 1 day, 10:34:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9325, loss_cls: 1.8294, loss: 1.8294 +2024-09-18 18:04:32,087 - pyskl - INFO - Saving checkpoint at 10 epochs +2024-09-18 18:07:50,932 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 18:07:51,447 - pyskl - INFO - +top1_acc 0.6507 +top5_acc 0.9089 +2024-09-18 18:07:51,454 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_8.pth was removed +2024-09-18 18:07:51,647 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2024-09-18 18:07:51,648 - pyskl - INFO - Best top1_acc is 0.6507 at 10 epoch. +2024-09-18 18:07:51,665 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.6507, top5_acc: 0.9089 +2024-09-18 18:08:44,283 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 1 day, 10:39:14, time: 0.526, data_time: 0.305, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9325, loss_cls: 1.7695, loss: 1.7695 +2024-09-18 18:09:06,747 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 1 day, 10:38:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9375, loss_cls: 1.7163, loss: 1.7163 +2024-09-18 18:09:28,454 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 1 day, 10:38:14, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9294, loss_cls: 1.6885, loss: 1.6885 +2024-09-18 18:09:50,514 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 1 day, 10:37:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9369, loss_cls: 1.7009, loss: 1.7009 +2024-09-18 18:10:12,784 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 1 day, 10:37:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9237, loss_cls: 1.7598, loss: 1.7598 +2024-09-18 18:10:35,026 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 1 day, 10:36:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9400, loss_cls: 1.7078, loss: 1.7078 +2024-09-18 18:10:56,889 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 1 day, 10:36:16, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9325, loss_cls: 1.7546, loss: 1.7546 +2024-09-18 18:11:18,948 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 1 day, 10:35:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9287, loss_cls: 1.8356, loss: 1.8356 +2024-09-18 18:11:40,919 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 1 day, 10:35:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9300, loss_cls: 1.7816, loss: 1.7816 +2024-09-18 18:12:02,725 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 1 day, 10:34:40, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9319, loss_cls: 1.7395, loss: 1.7395 +2024-09-18 18:12:24,809 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 1 day, 10:34:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9187, loss_cls: 1.8252, loss: 1.8252 +2024-09-18 18:12:46,419 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 1 day, 10:33:35, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 1.6201, loss: 1.6201 +2024-09-18 18:13:08,089 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 1 day, 10:32:59, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9331, loss_cls: 1.7154, loss: 1.7154 +2024-09-18 18:13:30,005 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 1 day, 10:32:27, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9294, loss_cls: 1.8148, loss: 1.8148 +2024-09-18 18:13:52,191 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 1 day, 10:31:59, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9356, loss_cls: 1.7051, loss: 1.7051 +2024-09-18 18:14:14,536 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 1 day, 10:31:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9225, loss_cls: 1.8895, loss: 1.8895 +2024-09-18 18:14:36,992 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 1 day, 10:31:09, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9119, loss_cls: 1.9236, loss: 1.9236 +2024-09-18 18:14:59,267 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 1 day, 10:30:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9275, loss_cls: 1.7279, loss: 1.7279 +2024-09-18 18:15:20,821 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 1 day, 10:30:05, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9356, loss_cls: 1.7231, loss: 1.7231 +2024-09-18 18:15:43,067 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 1 day, 10:29:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9413, loss_cls: 1.6611, loss: 1.6611 +2024-09-18 18:16:05,276 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 1 day, 10:29:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9363, loss_cls: 1.7645, loss: 1.7645 +2024-09-18 18:16:27,758 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 1 day, 10:28:46, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9319, loss_cls: 1.7765, loss: 1.7765 +2024-09-18 18:16:50,124 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 1 day, 10:28:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9537, loss_cls: 1.6929, loss: 1.6929 +2024-09-18 18:17:12,550 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 1 day, 10:27:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9294, loss_cls: 1.7259, loss: 1.7259 +2024-09-18 18:17:35,067 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 1 day, 10:27:32, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9250, loss_cls: 1.7623, loss: 1.7623 +2024-09-18 18:17:57,371 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 1 day, 10:27:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 1.6656, loss: 1.6656 +2024-09-18 18:18:19,568 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 1 day, 10:26:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9194, loss_cls: 1.8699, loss: 1.8699 +2024-09-18 18:18:41,373 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 1 day, 10:26:05, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9287, loss_cls: 1.8295, loss: 1.8295 +2024-09-18 18:19:03,508 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 1 day, 10:25:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9300, loss_cls: 1.7728, loss: 1.7728 +2024-09-18 18:19:25,783 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 1 day, 10:25:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9337, loss_cls: 1.7205, loss: 1.7205 +2024-09-18 18:19:48,205 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 1 day, 10:24:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9256, loss_cls: 1.8348, loss: 1.8348 +2024-09-18 18:20:10,565 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 1 day, 10:24:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9319, loss_cls: 1.6953, loss: 1.6953 +2024-09-18 18:20:32,837 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 1 day, 10:23:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9344, loss_cls: 1.6577, loss: 1.6577 +2024-09-18 18:20:55,249 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 1 day, 10:23:29, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9194, loss_cls: 1.8287, loss: 1.8287 +2024-09-18 18:21:17,258 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 1 day, 10:22:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9237, loss_cls: 1.8471, loss: 1.8471 +2024-09-18 18:21:39,704 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 1 day, 10:22:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9287, loss_cls: 1.7500, loss: 1.7500 +2024-09-18 18:22:02,028 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 1 day, 10:22:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9356, loss_cls: 1.6815, loss: 1.6815 +2024-09-18 18:22:24,213 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 1 day, 10:21:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 1.7128, loss: 1.7128 +2024-09-18 18:22:46,412 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 1 day, 10:21:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9425, loss_cls: 1.6189, loss: 1.6189 +2024-09-18 18:22:56,150 - pyskl - INFO - Saving checkpoint at 11 epochs +2024-09-18 18:26:11,905 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 18:26:12,387 - pyskl - INFO - +top1_acc 0.6744 +top5_acc 0.9179 +2024-09-18 18:26:12,392 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_10.pth was removed +2024-09-18 18:26:12,552 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2024-09-18 18:26:12,553 - pyskl - INFO - Best top1_acc is 0.6744 at 11 epoch. +2024-09-18 18:26:12,570 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6744, top5_acc: 0.9179 +2024-09-18 18:27:04,238 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 1 day, 10:24:54, time: 0.517, data_time: 0.294, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9369, loss_cls: 1.7613, loss: 1.7613 +2024-09-18 18:27:26,421 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 1 day, 10:24:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9350, loss_cls: 1.6930, loss: 1.6930 +2024-09-18 18:27:48,527 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 1 day, 10:23:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9394, loss_cls: 1.6922, loss: 1.6922 +2024-09-18 18:28:10,815 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 1 day, 10:23:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9356, loss_cls: 1.7821, loss: 1.7821 +2024-09-18 18:28:33,461 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 1 day, 10:23:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9319, loss_cls: 1.7178, loss: 1.7178 +2024-09-18 18:28:55,744 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 1 day, 10:22:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9287, loss_cls: 1.7099, loss: 1.7099 +2024-09-18 18:29:18,176 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 1 day, 10:22:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9313, loss_cls: 1.6386, loss: 1.6386 +2024-09-18 18:29:40,292 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 1 day, 10:21:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9281, loss_cls: 1.7585, loss: 1.7585 +2024-09-18 18:30:02,590 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 1 day, 10:21:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9387, loss_cls: 1.6741, loss: 1.6741 +2024-09-18 18:30:24,927 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 1 day, 10:20:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9431, loss_cls: 1.7182, loss: 1.7182 +2024-09-18 18:30:47,060 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 1 day, 10:20:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9287, loss_cls: 1.7177, loss: 1.7177 +2024-09-18 18:31:09,276 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 1 day, 10:19:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 1.6168, loss: 1.6168 +2024-09-18 18:31:31,464 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 1 day, 10:19:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9356, loss_cls: 1.7238, loss: 1.7238 +2024-09-18 18:31:53,393 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 1 day, 10:18:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 1.6333, loss: 1.6333 +2024-09-18 18:32:15,783 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 1 day, 10:18:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9375, loss_cls: 1.8131, loss: 1.8131 +2024-09-18 18:32:37,756 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 1 day, 10:18:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9300, loss_cls: 1.8294, loss: 1.8294 +2024-09-18 18:32:59,948 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 1 day, 10:17:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9325, loss_cls: 1.7581, loss: 1.7581 +2024-09-18 18:33:22,191 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 1 day, 10:17:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9269, loss_cls: 1.7060, loss: 1.7060 +2024-09-18 18:33:44,424 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 1 day, 10:16:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9375, loss_cls: 1.6598, loss: 1.6598 +2024-09-18 18:34:06,639 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 1 day, 10:16:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9331, loss_cls: 1.7290, loss: 1.7290 +2024-09-18 18:34:28,853 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 1 day, 10:15:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 1.6664, loss: 1.6664 +2024-09-18 18:34:51,336 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 1 day, 10:15:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9244, loss_cls: 1.7368, loss: 1.7368 +2024-09-18 18:35:13,771 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 1 day, 10:14:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9287, loss_cls: 1.8488, loss: 1.8488 +2024-09-18 18:35:35,648 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 1 day, 10:14:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9387, loss_cls: 1.6700, loss: 1.6700 +2024-09-18 18:35:57,865 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 1 day, 10:13:59, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9363, loss_cls: 1.7239, loss: 1.7239 +2024-09-18 18:36:20,222 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 1 day, 10:13:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9344, loss_cls: 1.6286, loss: 1.6286 +2024-09-18 18:36:42,003 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 1 day, 10:13:01, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9256, loss_cls: 1.6814, loss: 1.6814 +2024-09-18 18:37:04,361 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 1 day, 10:12:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9406, loss_cls: 1.6358, loss: 1.6358 +2024-09-18 18:37:26,760 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 1 day, 10:12:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9331, loss_cls: 1.7060, loss: 1.7060 +2024-09-18 18:37:49,083 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 1 day, 10:11:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9325, loss_cls: 1.7611, loss: 1.7611 +2024-09-18 18:38:11,446 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 1 day, 10:11:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9287, loss_cls: 1.8042, loss: 1.8042 +2024-09-18 18:38:33,854 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 1 day, 10:10:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 1.6217, loss: 1.6217 +2024-09-18 18:38:56,068 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 1 day, 10:10:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9450, loss_cls: 1.6913, loss: 1.6913 +2024-09-18 18:39:18,469 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 1 day, 10:10:02, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9381, loss_cls: 1.7634, loss: 1.7634 +2024-09-18 18:39:40,721 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 1 day, 10:09:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9306, loss_cls: 1.7177, loss: 1.7177 +2024-09-18 18:40:03,031 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 1 day, 10:09:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9356, loss_cls: 1.6852, loss: 1.6852 +2024-09-18 18:40:25,486 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 1 day, 10:08:46, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9369, loss_cls: 1.6694, loss: 1.6694 +2024-09-18 18:40:47,855 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 1 day, 10:08:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9475, loss_cls: 1.6456, loss: 1.6456 +2024-09-18 18:41:10,229 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 1 day, 10:07:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9213, loss_cls: 1.8076, loss: 1.8076 +2024-09-18 18:41:20,070 - pyskl - INFO - Saving checkpoint at 12 epochs +2024-09-18 18:44:38,151 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 18:44:38,645 - pyskl - INFO - +top1_acc 0.6487 +top5_acc 0.9093 +2024-09-18 18:44:38,662 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6487, top5_acc: 0.9093 +2024-09-18 18:45:30,922 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 1 day, 10:11:20, time: 0.523, data_time: 0.296, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9369, loss_cls: 1.6863, loss: 1.6863 +2024-09-18 18:45:53,166 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 1 day, 10:10:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9450, loss_cls: 1.5872, loss: 1.5872 +2024-09-18 18:46:15,511 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 1 day, 10:10:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9450, loss_cls: 1.5790, loss: 1.5790 +2024-09-18 18:46:37,683 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 1 day, 10:09:59, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9350, loss_cls: 1.6028, loss: 1.6028 +2024-09-18 18:46:59,927 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 1 day, 10:09:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 1.6877, loss: 1.6877 +2024-09-18 18:47:22,199 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 1 day, 10:09:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9319, loss_cls: 1.7583, loss: 1.7583 +2024-09-18 18:47:44,383 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 1 day, 10:08:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9263, loss_cls: 1.7546, loss: 1.7546 +2024-09-18 18:48:06,884 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 1 day, 10:08:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9319, loss_cls: 1.7298, loss: 1.7298 +2024-09-18 18:48:29,358 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 1 day, 10:07:48, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9363, loss_cls: 1.7211, loss: 1.7211 +2024-09-18 18:48:51,817 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 1 day, 10:07:24, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9406, loss_cls: 1.7201, loss: 1.7201 +2024-09-18 18:49:14,187 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 1 day, 10:06:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9331, loss_cls: 1.6662, loss: 1.6662 +2024-09-18 18:49:36,736 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 1 day, 10:06:35, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9363, loss_cls: 1.7068, loss: 1.7068 +2024-09-18 18:49:59,028 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 1 day, 10:06:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9413, loss_cls: 1.6588, loss: 1.6588 +2024-09-18 18:50:21,529 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 1 day, 10:05:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9381, loss_cls: 1.6470, loss: 1.6470 +2024-09-18 18:50:43,977 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 1 day, 10:05:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9225, loss_cls: 1.7888, loss: 1.7888 +2024-09-18 18:51:06,428 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 1 day, 10:04:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9294, loss_cls: 1.7350, loss: 1.7350 +2024-09-18 18:51:28,837 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 1 day, 10:04:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9337, loss_cls: 1.7443, loss: 1.7443 +2024-09-18 18:51:51,172 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 1 day, 10:04:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9287, loss_cls: 1.7870, loss: 1.7870 +2024-09-18 18:52:13,741 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 1 day, 10:03:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9306, loss_cls: 1.6723, loss: 1.6723 +2024-09-18 18:52:36,167 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 1 day, 10:03:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 1.6376, loss: 1.6376 +2024-09-18 18:52:58,645 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 1 day, 10:02:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9337, loss_cls: 1.6644, loss: 1.6644 +2024-09-18 18:53:21,338 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 1 day, 10:02:29, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 1.6110, loss: 1.6110 +2024-09-18 18:53:44,061 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 1 day, 10:02:08, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9337, loss_cls: 1.7491, loss: 1.7491 +2024-09-18 18:54:06,489 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 1 day, 10:01:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9287, loss_cls: 1.7040, loss: 1.7040 +2024-09-18 18:54:28,920 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 1 day, 10:01:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9300, loss_cls: 1.7149, loss: 1.7149 +2024-09-18 18:54:51,733 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 1 day, 10:00:57, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9219, loss_cls: 1.6578, loss: 1.6578 +2024-09-18 18:55:14,223 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 1 day, 10:00:33, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9225, loss_cls: 1.8632, loss: 1.8632 +2024-09-18 18:55:36,577 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 1 day, 10:00:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9456, loss_cls: 1.6515, loss: 1.6515 +2024-09-18 18:55:58,929 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 1 day, 9:59:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9319, loss_cls: 1.7491, loss: 1.7491 +2024-09-18 18:56:21,358 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 1 day, 9:59:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9294, loss_cls: 1.7124, loss: 1.7124 +2024-09-18 18:56:43,677 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 1 day, 9:58:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9419, loss_cls: 1.6512, loss: 1.6512 +2024-09-18 18:57:06,097 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 1 day, 9:58:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 1.6248, loss: 1.6248 +2024-09-18 18:57:28,400 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 1 day, 9:58:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9363, loss_cls: 1.7010, loss: 1.7010 +2024-09-18 18:57:50,917 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 1 day, 9:57:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 1.6298, loss: 1.6298 +2024-09-18 18:58:13,299 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 1 day, 9:57:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9194, loss_cls: 1.7218, loss: 1.7218 +2024-09-18 18:58:35,690 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 1 day, 9:56:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9256, loss_cls: 1.7873, loss: 1.7873 +2024-09-18 18:58:58,056 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 1 day, 9:56:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9400, loss_cls: 1.6901, loss: 1.6901 +2024-09-18 18:59:20,410 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 1 day, 9:55:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9263, loss_cls: 1.7416, loss: 1.7416 +2024-09-18 18:59:42,964 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 1 day, 9:55:32, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9263, loss_cls: 1.8258, loss: 1.8258 +2024-09-18 18:59:52,567 - pyskl - INFO - Saving checkpoint at 13 epochs +2024-09-18 19:03:09,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 19:03:09,871 - pyskl - INFO - +top1_acc 0.6349 +top5_acc 0.9068 +2024-09-18 19:03:09,888 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.6349, top5_acc: 0.9068 +2024-09-18 19:04:00,108 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 1 day, 9:58:15, time: 0.502, data_time: 0.282, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9413, loss_cls: 1.6200, loss: 1.6200 +2024-09-18 19:04:22,372 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 1 day, 9:57:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 1.5522, loss: 1.5522 +2024-09-18 19:04:44,672 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 1 day, 9:57:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9394, loss_cls: 1.6413, loss: 1.6413 +2024-09-18 19:05:06,988 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 1 day, 9:56:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9387, loss_cls: 1.6674, loss: 1.6674 +2024-09-18 19:05:29,278 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 1 day, 9:56:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 1.5266, loss: 1.5266 +2024-09-18 19:05:51,554 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 1 day, 9:56:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9487, loss_cls: 1.5890, loss: 1.5890 +2024-09-18 19:06:13,961 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 1 day, 9:55:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9463, loss_cls: 1.6210, loss: 1.6210 +2024-09-18 19:06:36,108 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 1 day, 9:55:09, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9394, loss_cls: 1.6391, loss: 1.6391 +2024-09-18 19:06:58,118 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 1 day, 9:54:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9400, loss_cls: 1.6763, loss: 1.6763 +2024-09-18 19:07:20,021 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 1 day, 9:54:09, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9381, loss_cls: 1.6510, loss: 1.6510 +2024-09-18 19:07:42,022 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 1 day, 9:53:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9400, loss_cls: 1.6527, loss: 1.6527 +2024-09-18 19:08:03,851 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 1 day, 9:53:09, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9331, loss_cls: 1.7014, loss: 1.7014 +2024-09-18 19:08:25,878 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 1 day, 9:52:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 1.6388, loss: 1.6388 +2024-09-18 19:08:48,171 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 1 day, 9:52:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9437, loss_cls: 1.6086, loss: 1.6086 +2024-09-18 19:09:10,677 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 1 day, 9:51:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9306, loss_cls: 1.7512, loss: 1.7512 +2024-09-18 19:09:33,265 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 1 day, 9:51:26, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9281, loss_cls: 1.7185, loss: 1.7185 +2024-09-18 19:09:55,588 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 1 day, 9:51:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9237, loss_cls: 1.7491, loss: 1.7491 +2024-09-18 19:10:18,177 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 1 day, 9:50:37, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9381, loss_cls: 1.6010, loss: 1.6010 +2024-09-18 19:10:40,529 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 1 day, 9:50:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9313, loss_cls: 1.7255, loss: 1.7255 +2024-09-18 19:11:02,671 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 1 day, 9:49:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 1.6408, loss: 1.6408 +2024-09-18 19:11:25,044 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 1 day, 9:49:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9375, loss_cls: 1.6550, loss: 1.6550 +2024-09-18 19:11:47,418 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 1 day, 9:48:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 1.5879, loss: 1.5879 +2024-09-18 19:12:09,893 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 1 day, 9:48:28, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9400, loss_cls: 1.6958, loss: 1.6958 +2024-09-18 19:12:32,268 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 1 day, 9:48:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9444, loss_cls: 1.5741, loss: 1.5741 +2024-09-18 19:12:54,811 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 1 day, 9:47:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9350, loss_cls: 1.6396, loss: 1.6396 +2024-09-18 19:13:17,260 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 1 day, 9:47:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9369, loss_cls: 1.6437, loss: 1.6437 +2024-09-18 19:13:39,629 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 1 day, 9:46:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9394, loss_cls: 1.6627, loss: 1.6627 +2024-09-18 19:14:02,019 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 1 day, 9:46:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9375, loss_cls: 1.7060, loss: 1.7060 +2024-09-18 19:14:24,097 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 1 day, 9:45:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9244, loss_cls: 1.7136, loss: 1.7136 +2024-09-18 19:14:46,457 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 1 day, 9:45:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9425, loss_cls: 1.6257, loss: 1.6257 +2024-09-18 19:15:08,780 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 1 day, 9:45:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9300, loss_cls: 1.6728, loss: 1.6728 +2024-09-18 19:15:31,105 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 1 day, 9:44:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9356, loss_cls: 1.6343, loss: 1.6343 +2024-09-18 19:15:53,614 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 1 day, 9:44:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9306, loss_cls: 1.7656, loss: 1.7656 +2024-09-18 19:16:16,022 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 1 day, 9:43:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9387, loss_cls: 1.7074, loss: 1.7074 +2024-09-18 19:16:38,715 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 1 day, 9:43:28, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9319, loss_cls: 1.6345, loss: 1.6345 +2024-09-18 19:17:01,209 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 1 day, 9:43:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9337, loss_cls: 1.7196, loss: 1.7196 +2024-09-18 19:17:23,521 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 1 day, 9:42:38, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 1.5703, loss: 1.5703 +2024-09-18 19:17:46,200 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 1 day, 9:42:16, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9413, loss_cls: 1.6211, loss: 1.6211 +2024-09-18 19:18:08,526 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 1 day, 9:41:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9313, loss_cls: 1.7219, loss: 1.7219 +2024-09-18 19:18:18,495 - pyskl - INFO - Saving checkpoint at 14 epochs +2024-09-18 19:21:35,089 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 19:21:35,575 - pyskl - INFO - +top1_acc 0.6508 +top5_acc 0.9071 +2024-09-18 19:21:35,591 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6508, top5_acc: 0.9071 +2024-09-18 19:22:28,189 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 1 day, 9:44:41, time: 0.526, data_time: 0.306, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9494, loss_cls: 1.5353, loss: 1.5353 +2024-09-18 19:22:50,399 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 1 day, 9:44:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.5057, loss: 1.5057 +2024-09-18 19:23:12,507 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 1 day, 9:43:46, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.5508, loss: 1.5508 +2024-09-18 19:23:34,662 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 1 day, 9:43:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9425, loss_cls: 1.6029, loss: 1.6029 +2024-09-18 19:23:56,786 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 1 day, 9:42:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 1.6122, loss: 1.6122 +2024-09-18 19:24:19,089 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 1 day, 9:42:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9431, loss_cls: 1.5638, loss: 1.5638 +2024-09-18 19:24:41,357 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 1 day, 9:41:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9363, loss_cls: 1.6054, loss: 1.6054 +2024-09-18 19:25:03,158 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 1 day, 9:41:26, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9381, loss_cls: 1.6827, loss: 1.6827 +2024-09-18 19:25:25,046 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 1 day, 9:40:56, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9369, loss_cls: 1.6516, loss: 1.6516 +2024-09-18 19:25:47,395 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 1 day, 9:40:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9294, loss_cls: 1.6978, loss: 1.6978 +2024-09-18 19:26:09,818 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 1 day, 9:40:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9350, loss_cls: 1.6451, loss: 1.6451 +2024-09-18 19:26:31,548 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 1 day, 9:39:34, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9475, loss_cls: 1.5723, loss: 1.5723 +2024-09-18 19:26:53,189 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 1 day, 9:39:02, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9437, loss_cls: 1.6093, loss: 1.6093 +2024-09-18 19:27:15,575 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 1 day, 9:38:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9413, loss_cls: 1.6543, loss: 1.6543 +2024-09-18 19:27:37,792 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 1 day, 9:38:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9281, loss_cls: 1.6010, loss: 1.6010 +2024-09-18 19:28:00,209 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 1 day, 9:37:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9356, loss_cls: 1.6903, loss: 1.6903 +2024-09-18 19:28:22,649 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 1 day, 9:37:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9431, loss_cls: 1.5833, loss: 1.5833 +2024-09-18 19:28:45,043 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 1 day, 9:36:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9313, loss_cls: 1.6058, loss: 1.6058 +2024-09-18 19:29:07,490 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 1 day, 9:36:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 1.4749, loss: 1.4749 +2024-09-18 19:29:29,797 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 1 day, 9:36:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9300, loss_cls: 1.6807, loss: 1.6807 +2024-09-18 19:29:52,342 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 1 day, 9:35:40, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9337, loss_cls: 1.7256, loss: 1.7256 +2024-09-18 19:30:14,751 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 1 day, 9:35:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9300, loss_cls: 1.6297, loss: 1.6297 +2024-09-18 19:30:36,971 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 1 day, 9:34:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9356, loss_cls: 1.6628, loss: 1.6628 +2024-09-18 19:30:59,361 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 1 day, 9:34:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9281, loss_cls: 1.6437, loss: 1.6437 +2024-09-18 19:31:21,814 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 1 day, 9:33:59, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9400, loss_cls: 1.5899, loss: 1.5899 +2024-09-18 19:31:44,263 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 1 day, 9:33:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 1.5672, loss: 1.5672 +2024-09-18 19:32:06,744 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 1 day, 9:33:10, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9350, loss_cls: 1.6653, loss: 1.6653 +2024-09-18 19:32:29,388 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 1 day, 9:32:47, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9331, loss_cls: 1.6361, loss: 1.6361 +2024-09-18 19:32:51,831 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 1 day, 9:32:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9413, loss_cls: 1.5903, loss: 1.5903 +2024-09-18 19:33:14,154 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 1 day, 9:31:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9344, loss_cls: 1.6729, loss: 1.6729 +2024-09-18 19:33:36,699 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 1 day, 9:31:33, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9350, loss_cls: 1.6542, loss: 1.6542 +2024-09-18 19:33:59,268 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 1 day, 9:31:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9425, loss_cls: 1.6137, loss: 1.6137 +2024-09-18 19:34:21,831 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 1 day, 9:30:46, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9325, loss_cls: 1.6611, loss: 1.6611 +2024-09-18 19:34:44,250 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 1 day, 9:30:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9337, loss_cls: 1.6634, loss: 1.6634 +2024-09-18 19:35:06,351 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 1 day, 9:29:54, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9381, loss_cls: 1.5580, loss: 1.5580 +2024-09-18 19:35:28,588 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 1 day, 9:29:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9581, loss_cls: 1.5335, loss: 1.5335 +2024-09-18 19:35:51,005 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 1 day, 9:29:02, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9319, loss_cls: 1.7070, loss: 1.7070 +2024-09-18 19:36:13,373 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 1 day, 9:28:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9381, loss_cls: 1.6650, loss: 1.6650 +2024-09-18 19:36:35,763 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 1 day, 9:28:12, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9394, loss_cls: 1.6621, loss: 1.6621 +2024-09-18 19:36:45,581 - pyskl - INFO - Saving checkpoint at 15 epochs +2024-09-18 19:40:02,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 19:40:02,773 - pyskl - INFO - +top1_acc 0.6272 +top5_acc 0.8973 +2024-09-18 19:40:02,790 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6272, top5_acc: 0.8973 +2024-09-18 19:40:53,378 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 1 day, 9:30:30, time: 0.506, data_time: 0.286, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9363, loss_cls: 1.6260, loss: 1.6260 +2024-09-18 19:41:15,547 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 1 day, 9:30:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 1.5227, loss: 1.5227 +2024-09-18 19:41:37,431 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 1 day, 9:29:33, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9563, loss_cls: 1.4744, loss: 1.4744 +2024-09-18 19:41:59,467 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 1 day, 9:29:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 1.5629, loss: 1.5629 +2024-09-18 19:42:21,596 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 1 day, 9:28:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 1.5352, loss: 1.5352 +2024-09-18 19:42:43,693 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 1 day, 9:28:09, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 1.6766, loss: 1.6766 +2024-09-18 19:43:05,698 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 1 day, 9:27:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9437, loss_cls: 1.5796, loss: 1.5796 +2024-09-18 19:43:27,819 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 1 day, 9:27:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9456, loss_cls: 1.6254, loss: 1.6254 +2024-09-18 19:43:50,041 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 1 day, 9:26:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 1.5426, loss: 1.5426 +2024-09-18 19:44:12,123 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 1 day, 9:26:18, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9350, loss_cls: 1.7227, loss: 1.7227 +2024-09-18 19:44:34,694 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 1 day, 9:25:54, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9375, loss_cls: 1.6361, loss: 1.6361 +2024-09-18 19:44:57,192 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 1 day, 9:25:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9369, loss_cls: 1.6729, loss: 1.6729 +2024-09-18 19:45:19,532 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 1 day, 9:25:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9487, loss_cls: 1.5772, loss: 1.5772 +2024-09-18 19:45:42,004 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 1 day, 9:24:40, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9437, loss_cls: 1.6287, loss: 1.6287 +2024-09-18 19:46:04,609 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 1 day, 9:24:17, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9363, loss_cls: 1.5832, loss: 1.5832 +2024-09-18 19:46:26,924 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 1 day, 9:23:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9287, loss_cls: 1.7018, loss: 1.7018 +2024-09-18 19:46:49,259 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 1 day, 9:23:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9487, loss_cls: 1.5109, loss: 1.5109 +2024-09-18 19:47:11,636 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 1 day, 9:23:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9356, loss_cls: 1.6807, loss: 1.6807 +2024-09-18 19:47:33,783 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 1 day, 9:22:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9406, loss_cls: 1.5525, loss: 1.5525 +2024-09-18 19:47:56,148 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 1 day, 9:22:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9400, loss_cls: 1.6132, loss: 1.6132 +2024-09-18 19:48:18,011 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 1 day, 9:21:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9400, loss_cls: 1.6134, loss: 1.6134 +2024-09-18 19:48:40,296 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 1 day, 9:21:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9256, loss_cls: 1.6949, loss: 1.6949 +2024-09-18 19:49:02,839 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 1 day, 9:20:48, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9506, loss_cls: 1.6090, loss: 1.6090 +2024-09-18 19:49:25,228 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 1 day, 9:20:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9363, loss_cls: 1.6581, loss: 1.6581 +2024-09-18 19:49:47,267 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 1 day, 9:19:55, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9494, loss_cls: 1.4631, loss: 1.4631 +2024-09-18 19:50:09,598 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 1 day, 9:19:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9356, loss_cls: 1.6352, loss: 1.6352 +2024-09-18 19:50:32,140 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 1 day, 9:19:06, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 1.5521, loss: 1.5521 +2024-09-18 19:50:54,380 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 1 day, 9:18:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9413, loss_cls: 1.5633, loss: 1.5633 +2024-09-18 19:51:16,743 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 1 day, 9:18:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 1.5434, loss: 1.5434 +2024-09-18 19:51:39,159 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 1 day, 9:17:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 1.5556, loss: 1.5556 +2024-09-18 19:52:01,631 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 1 day, 9:17:25, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9337, loss_cls: 1.6540, loss: 1.6540 +2024-09-18 19:52:24,067 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 1 day, 9:17:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9431, loss_cls: 1.6064, loss: 1.6064 +2024-09-18 19:52:46,395 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 1 day, 9:16:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9419, loss_cls: 1.6168, loss: 1.6168 +2024-09-18 19:53:08,430 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 1 day, 9:16:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 1.6170, loss: 1.6170 +2024-09-18 19:53:30,865 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 1 day, 9:15:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9419, loss_cls: 1.5837, loss: 1.5837 +2024-09-18 19:53:53,336 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 1 day, 9:15:18, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9269, loss_cls: 1.6675, loss: 1.6675 +2024-09-18 19:54:15,650 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 1 day, 9:14:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9406, loss_cls: 1.6000, loss: 1.6000 +2024-09-18 19:54:38,065 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 1 day, 9:14:28, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9231, loss_cls: 1.7350, loss: 1.7350 +2024-09-18 19:55:00,555 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 1 day, 9:14:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9419, loss_cls: 1.7389, loss: 1.7389 +2024-09-18 19:55:10,647 - pyskl - INFO - Saving checkpoint at 16 epochs +2024-09-18 19:58:27,276 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 19:58:27,948 - pyskl - INFO - +top1_acc 0.6925 +top5_acc 0.9358 +2024-09-18 19:58:27,953 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_11.pth was removed +2024-09-18 19:58:28,172 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2024-09-18 19:58:28,173 - pyskl - INFO - Best top1_acc is 0.6925 at 16 epoch. +2024-09-18 19:58:28,192 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6925, top5_acc: 0.9358 +2024-09-18 19:59:19,465 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 1 day, 9:16:15, time: 0.513, data_time: 0.290, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9287, loss_cls: 1.7335, loss: 1.7335 +2024-09-18 19:59:41,688 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 1 day, 9:15:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 1.6202, loss: 1.6202 +2024-09-18 20:00:03,504 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 1 day, 9:15:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 1.6171, loss: 1.6171 +2024-09-18 20:00:25,301 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 1 day, 9:14:49, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9394, loss_cls: 1.5652, loss: 1.5652 +2024-09-18 20:00:47,364 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 1 day, 9:14:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9463, loss_cls: 1.5819, loss: 1.5819 +2024-09-18 20:01:09,655 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 1 day, 9:13:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9356, loss_cls: 1.6362, loss: 1.6362 +2024-09-18 20:01:31,871 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 1 day, 9:13:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9419, loss_cls: 1.6185, loss: 1.6185 +2024-09-18 20:01:53,936 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 1 day, 9:13:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 1.4972, loss: 1.4972 +2024-09-18 20:02:16,081 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 1 day, 9:12:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9419, loss_cls: 1.5602, loss: 1.5602 +2024-09-18 20:02:38,603 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 1 day, 9:12:09, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9481, loss_cls: 1.5215, loss: 1.5215 +2024-09-18 20:03:01,092 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 1 day, 9:11:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9400, loss_cls: 1.6414, loss: 1.6414 +2024-09-18 20:03:23,620 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 1 day, 9:11:21, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 1.5886, loss: 1.5886 +2024-09-18 20:03:46,143 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 1 day, 9:10:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 1.5459, loss: 1.5459 +2024-09-18 20:04:08,494 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 1 day, 9:10:32, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9375, loss_cls: 1.5878, loss: 1.5878 +2024-09-18 20:04:30,627 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 1 day, 9:10:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9413, loss_cls: 1.5948, loss: 1.5948 +2024-09-18 20:04:53,273 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 1 day, 9:09:41, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9344, loss_cls: 1.6182, loss: 1.6182 +2024-09-18 20:05:15,809 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 1 day, 9:09:18, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 1.5130, loss: 1.5130 +2024-09-18 20:05:38,299 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 1 day, 9:08:53, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 1.5636, loss: 1.5636 +2024-09-18 20:06:00,773 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 1 day, 9:08:29, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9375, loss_cls: 1.6090, loss: 1.6090 +2024-09-18 20:06:23,382 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 1 day, 9:08:06, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 1.5445, loss: 1.5445 +2024-09-18 20:06:45,762 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 1 day, 9:07:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 1.4803, loss: 1.4803 +2024-09-18 20:07:08,092 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 1 day, 9:07:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9406, loss_cls: 1.5749, loss: 1.5749 +2024-09-18 20:07:30,625 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 1 day, 9:06:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9344, loss_cls: 1.6335, loss: 1.6335 +2024-09-18 20:07:53,454 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 1 day, 9:06:30, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9306, loss_cls: 1.6463, loss: 1.6463 +2024-09-18 20:08:15,884 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 1 day, 9:06:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9356, loss_cls: 1.6246, loss: 1.6246 +2024-09-18 20:08:38,235 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 1 day, 9:05:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9363, loss_cls: 1.5143, loss: 1.5143 +2024-09-18 20:09:00,838 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 1 day, 9:05:17, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9337, loss_cls: 1.6381, loss: 1.6381 +2024-09-18 20:09:23,273 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 1 day, 9:04:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9406, loss_cls: 1.5985, loss: 1.5985 +2024-09-18 20:09:45,739 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 1 day, 9:04:28, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 1.6070, loss: 1.6070 +2024-09-18 20:10:08,195 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 1 day, 9:04:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 1.5995, loss: 1.5995 +2024-09-18 20:10:30,476 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 1 day, 9:03:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9425, loss_cls: 1.6094, loss: 1.6094 +2024-09-18 20:10:52,957 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 1 day, 9:03:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9350, loss_cls: 1.6556, loss: 1.6556 +2024-09-18 20:11:15,526 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 1 day, 9:02:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9381, loss_cls: 1.6241, loss: 1.6241 +2024-09-18 20:11:37,953 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 1 day, 9:02:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 1.6061, loss: 1.6061 +2024-09-18 20:12:00,713 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 1 day, 9:02:03, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9281, loss_cls: 1.6748, loss: 1.6748 +2024-09-18 20:12:23,217 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 1 day, 9:01:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9356, loss_cls: 1.6077, loss: 1.6077 +2024-09-18 20:12:45,787 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 1 day, 9:01:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 1.5187, loss: 1.5187 +2024-09-18 20:13:08,227 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 1 day, 9:00:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9344, loss_cls: 1.6356, loss: 1.6356 +2024-09-18 20:13:30,752 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 1 day, 9:00:27, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9437, loss_cls: 1.5819, loss: 1.5819 +2024-09-18 20:13:40,735 - pyskl - INFO - Saving checkpoint at 17 epochs +2024-09-18 20:16:56,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 20:16:56,844 - pyskl - INFO - +top1_acc 0.6440 +top5_acc 0.8981 +2024-09-18 20:16:56,861 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6440, top5_acc: 0.8981 +2024-09-18 20:17:48,681 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 1 day, 9:02:32, time: 0.518, data_time: 0.298, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 1.5414, loss: 1.5414 +2024-09-18 20:18:10,337 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 1 day, 9:02:01, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 1.4928, loss: 1.4928 +2024-09-18 20:18:32,117 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 1 day, 9:01:31, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9537, loss_cls: 1.4728, loss: 1.4728 +2024-09-18 20:18:53,999 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 1 day, 9:01:02, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 1.4817, loss: 1.4817 +2024-09-18 20:19:15,780 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 1 day, 9:00:32, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9287, loss_cls: 1.6492, loss: 1.6492 +2024-09-18 20:19:37,647 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 1 day, 9:00:03, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9494, loss_cls: 1.5136, loss: 1.5136 +2024-09-18 20:19:59,906 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 1 day, 8:59:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9550, loss_cls: 1.4832, loss: 1.4832 +2024-09-18 20:20:22,056 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 1 day, 8:59:10, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 1.4658, loss: 1.4658 +2024-09-18 20:20:44,322 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 1 day, 8:58:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 1.5753, loss: 1.5753 +2024-09-18 20:21:06,438 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 1 day, 8:58:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 1.4829, loss: 1.4829 +2024-09-18 20:21:28,838 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 1 day, 8:57:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9375, loss_cls: 1.5664, loss: 1.5664 +2024-09-18 20:21:51,405 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 1 day, 8:57:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 1.4646, loss: 1.4646 +2024-09-18 20:22:14,042 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 1 day, 8:57:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 1.5489, loss: 1.5489 +2024-09-18 20:22:36,717 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 1 day, 8:56:42, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 1.4811, loss: 1.4811 +2024-09-18 20:22:59,390 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 1 day, 8:56:19, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 1.5906, loss: 1.5906 +2024-09-18 20:23:21,909 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 1 day, 8:55:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 1.5960, loss: 1.5960 +2024-09-18 20:23:44,429 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 1 day, 8:55:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9331, loss_cls: 1.6761, loss: 1.6761 +2024-09-18 20:24:06,860 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 1 day, 8:55:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9387, loss_cls: 1.6197, loss: 1.6197 +2024-09-18 20:24:29,062 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 1 day, 8:54:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 1.5535, loss: 1.5535 +2024-09-18 20:24:51,384 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 1 day, 8:54:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9431, loss_cls: 1.6397, loss: 1.6397 +2024-09-18 20:25:13,685 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 1 day, 8:53:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 1.5142, loss: 1.5142 +2024-09-18 20:25:35,919 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 1 day, 8:53:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 1.4574, loss: 1.4574 +2024-09-18 20:25:57,983 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 1 day, 8:52:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9387, loss_cls: 1.6224, loss: 1.6224 +2024-09-18 20:26:19,879 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 1 day, 8:52:27, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9313, loss_cls: 1.5946, loss: 1.5946 +2024-09-18 20:26:42,433 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 1 day, 8:52:03, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 1.5545, loss: 1.5545 +2024-09-18 20:27:04,948 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 1 day, 8:51:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9413, loss_cls: 1.5671, loss: 1.5671 +2024-09-18 20:27:27,357 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 1 day, 8:51:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9381, loss_cls: 1.5095, loss: 1.5095 +2024-09-18 20:27:49,647 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 1 day, 8:50:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9306, loss_cls: 1.6045, loss: 1.6045 +2024-09-18 20:28:12,040 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 1 day, 8:50:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 1.5770, loss: 1.5770 +2024-09-18 20:28:34,415 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 1 day, 8:49:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9425, loss_cls: 1.6187, loss: 1.6187 +2024-09-18 20:28:56,758 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 1 day, 8:49:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9356, loss_cls: 1.5968, loss: 1.5968 +2024-09-18 20:29:19,063 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 1 day, 8:49:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9344, loss_cls: 1.6639, loss: 1.6639 +2024-09-18 20:29:41,536 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 1 day, 8:48:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 1.5300, loss: 1.5300 +2024-09-18 20:30:04,156 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 1 day, 8:48:21, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9375, loss_cls: 1.7019, loss: 1.7019 +2024-09-18 20:30:26,835 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 1 day, 8:47:58, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9319, loss_cls: 1.6730, loss: 1.6730 +2024-09-18 20:30:49,291 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 1 day, 8:47:34, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9394, loss_cls: 1.5592, loss: 1.5592 +2024-09-18 20:31:12,016 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 1 day, 8:47:11, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9481, loss_cls: 1.5773, loss: 1.5773 +2024-09-18 20:31:34,583 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 1 day, 8:46:48, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9387, loss_cls: 1.5724, loss: 1.5724 +2024-09-18 20:31:56,977 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 1 day, 8:46:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9337, loss_cls: 1.6391, loss: 1.6391 +2024-09-18 20:32:06,926 - pyskl - INFO - Saving checkpoint at 18 epochs +2024-09-18 20:35:24,308 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 20:35:24,808 - pyskl - INFO - +top1_acc 0.6564 +top5_acc 0.9133 +2024-09-18 20:35:24,825 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.6564, top5_acc: 0.9133 +2024-09-18 20:36:16,044 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 1 day, 8:48:13, time: 0.512, data_time: 0.295, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 1.4978, loss: 1.4978 +2024-09-18 20:36:37,741 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 1 day, 8:47:43, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 1.5104, loss: 1.5104 +2024-09-18 20:36:59,919 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 1 day, 8:47:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 1.4928, loss: 1.4928 +2024-09-18 20:37:22,351 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 1 day, 8:46:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9475, loss_cls: 1.5071, loss: 1.5071 +2024-09-18 20:37:44,352 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 1 day, 8:46:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9544, loss_cls: 1.5277, loss: 1.5277 +2024-09-18 20:38:06,644 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 1 day, 8:45:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 1.5944, loss: 1.5944 +2024-09-18 20:38:29,004 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 1 day, 8:45:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9363, loss_cls: 1.6562, loss: 1.6562 +2024-09-18 20:38:51,293 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 1 day, 8:45:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9394, loss_cls: 1.5671, loss: 1.5671 +2024-09-18 20:39:13,358 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 1 day, 8:44:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 1.5103, loss: 1.5103 +2024-09-18 20:39:35,772 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 1 day, 8:44:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9256, loss_cls: 1.6805, loss: 1.6805 +2024-09-18 20:39:58,346 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 1 day, 8:43:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9531, loss_cls: 1.4860, loss: 1.4860 +2024-09-18 20:40:21,091 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 1 day, 8:43:29, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 1.6077, loss: 1.6077 +2024-09-18 20:40:43,643 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 1 day, 8:43:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 1.4980, loss: 1.4980 +2024-09-18 20:41:06,027 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 1 day, 8:42:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 1.5280, loss: 1.5280 +2024-09-18 20:41:28,824 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 1 day, 8:42:18, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 1.4969, loss: 1.4969 +2024-09-18 20:41:51,225 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 1 day, 8:41:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 1.5533, loss: 1.5533 +2024-09-18 20:42:13,309 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 1 day, 8:41:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9456, loss_cls: 1.5228, loss: 1.5228 +2024-09-18 20:42:35,198 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 1 day, 8:40:58, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9375, loss_cls: 1.6001, loss: 1.6001 +2024-09-18 20:42:57,823 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 1 day, 8:40:35, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9344, loss_cls: 1.6018, loss: 1.6018 +2024-09-18 20:43:19,944 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 1 day, 8:40:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 1.5337, loss: 1.5337 +2024-09-18 20:43:42,026 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 1 day, 8:39:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9556, loss_cls: 1.4864, loss: 1.4864 +2024-09-18 20:44:04,351 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 1 day, 8:39:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9287, loss_cls: 1.6983, loss: 1.6983 +2024-09-18 20:44:26,768 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 1 day, 8:38:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 1.5566, loss: 1.5566 +2024-09-18 20:44:49,116 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 1 day, 8:38:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9431, loss_cls: 1.5788, loss: 1.5788 +2024-09-18 20:45:11,484 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 1 day, 8:38:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 1.5214, loss: 1.5214 +2024-09-18 20:45:33,577 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 1 day, 8:37:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 1.5403, loss: 1.5403 +2024-09-18 20:45:56,133 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 1 day, 8:37:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9294, loss_cls: 1.5972, loss: 1.5972 +2024-09-18 20:46:18,511 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 1 day, 8:36:45, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9375, loss_cls: 1.5117, loss: 1.5117 +2024-09-18 20:46:41,032 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 1 day, 8:36:21, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 1.4932, loss: 1.4932 +2024-09-18 20:47:03,312 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 1 day, 8:35:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9394, loss_cls: 1.5975, loss: 1.5975 +2024-09-18 20:47:25,796 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 1 day, 8:35:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9481, loss_cls: 1.5822, loss: 1.5822 +2024-09-18 20:47:48,207 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 1 day, 8:35:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9481, loss_cls: 1.5655, loss: 1.5655 +2024-09-18 20:48:10,792 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 1 day, 8:34:43, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 1.5377, loss: 1.5377 +2024-09-18 20:48:33,134 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 1 day, 8:34:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 1.5639, loss: 1.5639 +2024-09-18 20:48:55,565 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 1 day, 8:33:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 1.5632, loss: 1.5632 +2024-09-18 20:49:18,065 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 1 day, 8:33:29, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 1.5776, loss: 1.5776 +2024-09-18 20:49:40,559 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 1 day, 8:33:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9487, loss_cls: 1.5913, loss: 1.5913 +2024-09-18 20:50:03,087 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 1 day, 8:32:41, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 1.5114, loss: 1.5114 +2024-09-18 20:50:25,751 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 1 day, 8:32:18, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9375, loss_cls: 1.5229, loss: 1.5229 +2024-09-18 20:50:35,696 - pyskl - INFO - Saving checkpoint at 19 epochs +2024-09-18 20:53:56,245 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 20:53:56,745 - pyskl - INFO - +top1_acc 0.6838 +top5_acc 0.9244 +2024-09-18 20:53:56,763 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6838, top5_acc: 0.9244 +2024-09-18 20:54:48,517 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 1 day, 8:34:04, time: 0.517, data_time: 0.296, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9419, loss_cls: 1.5255, loss: 1.5255 +2024-09-18 20:55:10,471 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 1 day, 8:33:36, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 1.4440, loss: 1.4440 +2024-09-18 20:55:32,693 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 1 day, 8:33:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 1.5627, loss: 1.5627 +2024-09-18 20:55:54,348 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 1 day, 8:32:40, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9406, loss_cls: 1.5608, loss: 1.5608 +2024-09-18 20:56:16,311 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 1 day, 8:32:12, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 1.4961, loss: 1.4961 +2024-09-18 20:56:38,396 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 1 day, 8:31:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9569, loss_cls: 1.4491, loss: 1.4491 +2024-09-18 20:57:00,342 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 1 day, 8:31:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9419, loss_cls: 1.5246, loss: 1.5246 +2024-09-18 20:57:22,443 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 1 day, 8:30:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 1.5416, loss: 1.5416 +2024-09-18 20:57:44,859 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 1 day, 8:30:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 1.4510, loss: 1.4510 +2024-09-18 20:58:07,678 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 1 day, 8:30:03, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 1.5921, loss: 1.5921 +2024-09-18 20:58:29,989 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 1 day, 8:29:38, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 1.5221, loss: 1.5221 +2024-09-18 20:58:52,392 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 1 day, 8:29:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9400, loss_cls: 1.5297, loss: 1.5297 +2024-09-18 20:59:15,157 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 1 day, 8:28:51, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9425, loss_cls: 1.5480, loss: 1.5480 +2024-09-18 20:59:39,236 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 1 day, 8:28:37, time: 0.241, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9425, loss_cls: 1.6246, loss: 1.6246 +2024-09-18 21:00:01,693 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 1 day, 8:28:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9475, loss_cls: 1.5430, loss: 1.5430 +2024-09-18 21:00:24,100 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 1 day, 8:27:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 1.5200, loss: 1.5200 +2024-09-18 21:00:46,883 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 1 day, 8:27:26, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9413, loss_cls: 1.6076, loss: 1.6076 +2024-09-18 21:01:09,530 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 1 day, 8:27:03, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9587, loss_cls: 1.4568, loss: 1.4568 +2024-09-18 21:01:32,365 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 1 day, 8:26:41, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9444, loss_cls: 1.5542, loss: 1.5542 +2024-09-18 21:01:55,029 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 1 day, 8:26:18, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9344, loss_cls: 1.5776, loss: 1.5776 +2024-09-18 21:02:20,899 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 1 day, 8:26:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9387, loss_cls: 1.5769, loss: 1.5769 +2024-09-18 21:02:42,988 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 1 day, 8:25:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 1.5045, loss: 1.5045 +2024-09-18 21:03:05,163 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 1 day, 8:25:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9456, loss_cls: 1.5751, loss: 1.5751 +2024-09-18 21:03:27,595 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 1 day, 8:24:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 1.3809, loss: 1.3809 +2024-09-18 21:03:49,578 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 1 day, 8:24:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 1.4852, loss: 1.4852 +2024-09-18 21:04:11,906 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 1 day, 8:24:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 1.4729, loss: 1.4729 +2024-09-18 21:04:33,967 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 1 day, 8:23:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 1.4709, loss: 1.4709 +2024-09-18 21:04:56,466 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 1 day, 8:23:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9394, loss_cls: 1.5921, loss: 1.5921 +2024-09-18 21:05:19,086 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 1 day, 8:22:51, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 1.5719, loss: 1.5719 +2024-09-18 21:05:41,345 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 1 day, 8:22:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9294, loss_cls: 1.6641, loss: 1.6641 +2024-09-18 21:06:04,006 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 1 day, 8:22:02, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9363, loss_cls: 1.6185, loss: 1.6185 +2024-09-18 21:06:26,777 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 1 day, 8:21:40, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9563, loss_cls: 1.5470, loss: 1.5470 +2024-09-18 21:06:49,466 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 1 day, 8:21:17, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 1.5391, loss: 1.5391 +2024-09-18 21:07:11,985 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 1 day, 8:20:53, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9406, loss_cls: 1.5161, loss: 1.5161 +2024-09-18 21:07:34,370 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 1 day, 8:20:28, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9337, loss_cls: 1.6094, loss: 1.6094 +2024-09-18 21:07:56,512 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 1 day, 8:20:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 1.5312, loss: 1.5312 +2024-09-18 21:08:18,817 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 1 day, 8:19:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9344, loss_cls: 1.6123, loss: 1.6123 +2024-09-18 21:08:41,538 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 1 day, 8:19:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9369, loss_cls: 1.5333, loss: 1.5333 +2024-09-18 21:09:04,093 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 1 day, 8:18:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9387, loss_cls: 1.5245, loss: 1.5245 +2024-09-18 21:09:13,959 - pyskl - INFO - Saving checkpoint at 20 epochs +2024-09-18 21:12:33,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 21:12:34,194 - pyskl - INFO - +top1_acc 0.6426 +top5_acc 0.9067 +2024-09-18 21:12:34,214 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6426, top5_acc: 0.9067 +2024-09-18 21:13:25,211 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 1 day, 8:20:23, time: 0.510, data_time: 0.290, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9406, loss_cls: 1.5899, loss: 1.5899 +2024-09-18 21:13:47,086 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 1 day, 8:19:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 1.4868, loss: 1.4868 +2024-09-18 21:14:08,702 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 1 day, 8:19:24, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 1.5949, loss: 1.5949 +2024-09-18 21:14:30,590 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 1 day, 8:18:56, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9400, loss_cls: 1.4840, loss: 1.4840 +2024-09-18 21:14:52,775 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 1 day, 8:18:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9331, loss_cls: 1.5163, loss: 1.5163 +2024-09-18 21:15:14,635 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 1 day, 8:18:02, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9481, loss_cls: 1.5087, loss: 1.5087 +2024-09-18 21:15:36,745 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 1 day, 8:17:35, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9375, loss_cls: 1.5778, loss: 1.5778 +2024-09-18 21:15:58,864 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 1 day, 8:17:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 1.4752, loss: 1.4752 +2024-09-18 21:16:21,138 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 1 day, 8:16:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 1.5830, loss: 1.5830 +2024-09-18 21:16:43,484 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 1 day, 8:16:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9425, loss_cls: 1.4100, loss: 1.4100 +2024-09-18 21:17:05,868 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 1 day, 8:15:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9431, loss_cls: 1.5497, loss: 1.5497 +2024-09-18 21:17:28,413 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 1 day, 8:15:29, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 1.3255, loss: 1.3255 +2024-09-18 21:17:51,055 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 1 day, 8:15:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 1.4508, loss: 1.4508 +2024-09-18 21:18:13,540 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 1 day, 8:14:41, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9481, loss_cls: 1.5440, loss: 1.5440 +2024-09-18 21:18:35,927 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 1 day, 8:14:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9381, loss_cls: 1.6217, loss: 1.6217 +2024-09-18 21:18:58,320 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 1 day, 8:13:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9413, loss_cls: 1.4961, loss: 1.4961 +2024-09-18 21:19:20,856 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 1 day, 8:13:27, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 1.4484, loss: 1.4484 +2024-09-18 21:19:43,102 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 1 day, 8:13:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9450, loss_cls: 1.5091, loss: 1.5091 +2024-09-18 21:20:05,469 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 1 day, 8:12:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9381, loss_cls: 1.5426, loss: 1.5426 +2024-09-18 21:20:27,904 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 1 day, 8:12:12, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9369, loss_cls: 1.5548, loss: 1.5548 +2024-09-18 21:20:50,422 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 1 day, 8:11:48, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9306, loss_cls: 1.6013, loss: 1.6013 +2024-09-18 21:21:12,992 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 1 day, 8:11:24, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9475, loss_cls: 1.4680, loss: 1.4680 +2024-09-18 21:21:35,718 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 1 day, 8:11:02, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 1.4920, loss: 1.4920 +2024-09-18 21:21:58,383 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 1 day, 8:10:39, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9506, loss_cls: 1.4918, loss: 1.4918 +2024-09-18 21:22:20,941 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 1 day, 8:10:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9456, loss_cls: 1.4419, loss: 1.4419 +2024-09-18 21:22:43,350 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 1 day, 8:09:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9387, loss_cls: 1.5751, loss: 1.5751 +2024-09-18 21:23:05,937 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 1 day, 8:09:27, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 1.5027, loss: 1.5027 +2024-09-18 21:23:28,331 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 1 day, 8:09:02, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 1.4725, loss: 1.4725 +2024-09-18 21:23:50,874 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 1 day, 8:08:38, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9456, loss_cls: 1.5870, loss: 1.5870 +2024-09-18 21:24:13,213 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 1 day, 8:08:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 1.5549, loss: 1.5549 +2024-09-18 21:24:35,661 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 1 day, 8:07:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9369, loss_cls: 1.5889, loss: 1.5889 +2024-09-18 21:24:58,140 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 1 day, 8:07:24, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 1.3991, loss: 1.3991 +2024-09-18 21:25:20,785 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 1 day, 8:07:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 1.5297, loss: 1.5297 +2024-09-18 21:25:43,339 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 1 day, 8:06:37, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 1.5721, loss: 1.5721 +2024-09-18 21:26:06,040 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 1 day, 8:06:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9344, loss_cls: 1.6294, loss: 1.6294 +2024-09-18 21:26:28,413 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 1 day, 8:05:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 1.5450, loss: 1.5450 +2024-09-18 21:26:50,440 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 1 day, 8:05:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9400, loss_cls: 1.4409, loss: 1.4409 +2024-09-18 21:27:12,717 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 1 day, 8:04:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9413, loss_cls: 1.5936, loss: 1.5936 +2024-09-18 21:27:35,292 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 1 day, 8:04:34, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 1.4894, loss: 1.4894 +2024-09-18 21:27:44,990 - pyskl - INFO - Saving checkpoint at 21 epochs +2024-09-18 21:31:03,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 21:31:04,154 - pyskl - INFO - +top1_acc 0.6764 +top5_acc 0.9227 +2024-09-18 21:31:04,174 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6764, top5_acc: 0.9227 +2024-09-18 21:31:55,761 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 1 day, 8:06:03, time: 0.516, data_time: 0.296, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9431, loss_cls: 1.5965, loss: 1.5965 +2024-09-18 21:32:17,725 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 1 day, 8:05:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9619, loss_cls: 1.3962, loss: 1.3962 +2024-09-18 21:32:40,210 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 1 day, 8:05:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 1.4958, loss: 1.4958 +2024-09-18 21:33:02,621 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 1 day, 8:04:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9487, loss_cls: 1.4551, loss: 1.4551 +2024-09-18 21:33:24,989 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 1 day, 8:04:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9406, loss_cls: 1.4880, loss: 1.4880 +2024-09-18 21:33:47,549 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 1 day, 8:03:58, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 1.4988, loss: 1.4988 +2024-09-18 21:34:09,858 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 1 day, 8:03:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9406, loss_cls: 1.4371, loss: 1.4371 +2024-09-18 21:34:32,349 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 1 day, 8:03:08, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 1.5206, loss: 1.5206 +2024-09-18 21:34:54,718 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 1 day, 8:02:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9394, loss_cls: 1.4666, loss: 1.4666 +2024-09-18 21:35:17,519 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 1 day, 8:02:21, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9463, loss_cls: 1.5238, loss: 1.5238 +2024-09-18 21:35:39,445 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 1 day, 8:01:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9481, loss_cls: 1.5455, loss: 1.5455 +2024-09-18 21:36:01,939 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 1 day, 8:01:29, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9487, loss_cls: 1.4667, loss: 1.4667 +2024-09-18 21:36:24,319 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 1 day, 8:01:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9469, loss_cls: 1.4549, loss: 1.4549 +2024-09-18 21:36:46,829 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 1 day, 8:00:40, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 1.3975, loss: 1.3975 +2024-09-18 21:37:09,388 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 1 day, 8:00:16, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9456, loss_cls: 1.3804, loss: 1.3804 +2024-09-18 21:37:31,891 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 1 day, 7:59:52, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 1.4944, loss: 1.4944 +2024-09-18 21:37:54,886 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 1 day, 7:59:31, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9325, loss_cls: 1.5164, loss: 1.5164 +2024-09-18 21:38:17,437 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 1 day, 7:59:07, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 1.4332, loss: 1.4332 +2024-09-18 21:38:39,827 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 1 day, 7:58:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9375, loss_cls: 1.4958, loss: 1.4958 +2024-09-18 21:39:02,187 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 1 day, 7:58:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 1.5810, loss: 1.5810 +2024-09-18 21:39:24,678 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 1 day, 7:57:53, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 1.6371, loss: 1.6371 +2024-09-18 21:39:47,093 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 1 day, 7:57:28, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9394, loss_cls: 1.5012, loss: 1.5012 +2024-09-18 21:40:09,921 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 1 day, 7:57:06, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9444, loss_cls: 1.5471, loss: 1.5471 +2024-09-18 21:40:32,688 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 1 day, 7:56:43, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 1.4999, loss: 1.4999 +2024-09-18 21:40:54,988 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 1 day, 7:56:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 1.4439, loss: 1.4439 +2024-09-18 21:41:17,313 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 1 day, 7:55:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 1.4668, loss: 1.4668 +2024-09-18 21:41:40,065 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 1 day, 7:55:30, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9413, loss_cls: 1.5013, loss: 1.5013 +2024-09-18 21:42:02,876 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 1 day, 7:55:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9319, loss_cls: 1.6586, loss: 1.6586 +2024-09-18 21:42:25,566 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 1 day, 7:54:45, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 1.5214, loss: 1.5214 +2024-09-18 21:42:48,183 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 1 day, 7:54:22, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9381, loss_cls: 1.5016, loss: 1.5016 +2024-09-18 21:43:10,733 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 1 day, 7:53:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9406, loss_cls: 1.5101, loss: 1.5101 +2024-09-18 21:43:33,317 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 1 day, 7:53:34, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9431, loss_cls: 1.5415, loss: 1.5415 +2024-09-18 21:43:55,816 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 1 day, 7:53:10, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9419, loss_cls: 1.5235, loss: 1.5235 +2024-09-18 21:44:18,437 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 1 day, 7:52:47, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 1.4732, loss: 1.4732 +2024-09-18 21:44:40,967 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 1 day, 7:52:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9369, loss_cls: 1.5722, loss: 1.5722 +2024-09-18 21:45:03,124 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 1 day, 7:51:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9437, loss_cls: 1.6016, loss: 1.6016 +2024-09-18 21:45:25,378 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 1 day, 7:51:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 1.5638, loss: 1.5638 +2024-09-18 21:45:47,796 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 1 day, 7:51:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9425, loss_cls: 1.5479, loss: 1.5479 +2024-09-18 21:46:10,399 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 1 day, 7:50:43, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 1.5725, loss: 1.5725 +2024-09-18 21:46:20,551 - pyskl - INFO - Saving checkpoint at 22 epochs +2024-09-18 21:49:39,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 21:49:40,059 - pyskl - INFO - +top1_acc 0.6886 +top5_acc 0.9276 +2024-09-18 21:49:40,076 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.6886, top5_acc: 0.9276 +2024-09-18 21:50:33,465 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 1 day, 7:52:17, time: 0.534, data_time: 0.296, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 1.5524, loss: 1.5524 +2024-09-18 21:50:56,249 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 1 day, 7:51:54, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 1.4668, loss: 1.4668 +2024-09-18 21:51:18,829 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 1 day, 7:51:30, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 1.4327, loss: 1.4327 +2024-09-18 21:51:41,316 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 1 day, 7:51:06, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9513, loss_cls: 1.4686, loss: 1.4686 +2024-09-18 21:52:04,021 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 1 day, 7:50:43, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9494, loss_cls: 1.5158, loss: 1.5158 +2024-09-18 21:52:26,705 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 1 day, 7:50:20, time: 0.227, data_time: 0.001, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 1.5438, loss: 1.5438 +2024-09-18 21:52:49,389 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 1 day, 7:49:56, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9456, loss_cls: 1.4983, loss: 1.4983 +2024-09-18 21:53:12,061 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 1 day, 7:49:33, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9419, loss_cls: 1.5147, loss: 1.5147 +2024-09-18 21:53:34,651 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 1 day, 7:49:09, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 1.4704, loss: 1.4704 +2024-09-18 21:53:57,131 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 1 day, 7:48:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9344, loss_cls: 1.5524, loss: 1.5524 +2024-09-18 21:54:19,838 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 1 day, 7:48:22, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 1.4241, loss: 1.4241 +2024-09-18 21:54:42,672 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 1 day, 7:48:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 1.4733, loss: 1.4733 +2024-09-18 21:55:05,350 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 1 day, 7:47:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9419, loss_cls: 1.5280, loss: 1.5280 +2024-09-18 21:55:27,915 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 1 day, 7:47:13, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 1.3757, loss: 1.3757 +2024-09-18 21:55:50,137 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 1 day, 7:46:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 1.5349, loss: 1.5349 +2024-09-18 21:56:12,297 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 1 day, 7:46:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 1.3774, loss: 1.3774 +2024-09-18 21:56:34,808 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 1 day, 7:45:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 1.4184, loss: 1.4184 +2024-09-18 21:56:57,113 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 1 day, 7:45:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9400, loss_cls: 1.5344, loss: 1.5344 +2024-09-18 21:57:19,709 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 1 day, 7:45:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 1.5943, loss: 1.5943 +2024-09-18 21:57:42,370 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 1 day, 7:44:45, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 1.4517, loss: 1.4517 +2024-09-18 21:58:05,105 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 1 day, 7:44:22, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 1.4552, loss: 1.4552 +2024-09-18 21:58:27,790 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 1 day, 7:43:59, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9431, loss_cls: 1.4455, loss: 1.4455 +2024-09-18 21:58:50,304 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 1 day, 7:43:34, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9313, loss_cls: 1.6133, loss: 1.6133 +2024-09-18 21:59:12,893 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 1 day, 7:43:11, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9444, loss_cls: 1.5064, loss: 1.5064 +2024-09-18 21:59:35,317 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 1 day, 7:42:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9394, loss_cls: 1.5746, loss: 1.5746 +2024-09-18 21:59:57,831 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 1 day, 7:42:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9556, loss_cls: 1.4755, loss: 1.4755 +2024-09-18 22:00:20,529 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 1 day, 7:41:59, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9263, loss_cls: 1.6439, loss: 1.6439 +2024-09-18 22:00:43,108 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 1 day, 7:41:35, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9531, loss_cls: 1.4728, loss: 1.4728 +2024-09-18 22:01:05,586 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 1 day, 7:41:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9419, loss_cls: 1.5009, loss: 1.5009 +2024-09-18 22:01:28,130 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 1 day, 7:40:47, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9375, loss_cls: 1.5776, loss: 1.5776 +2024-09-18 22:01:50,664 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 1 day, 7:40:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 1.5191, loss: 1.5191 +2024-09-18 22:02:13,216 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 1 day, 7:39:59, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 1.4480, loss: 1.4480 +2024-09-18 22:02:35,907 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 1 day, 7:39:36, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 1.5340, loss: 1.5340 +2024-09-18 22:02:58,600 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 1 day, 7:39:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 1.4999, loss: 1.4999 +2024-09-18 22:03:21,167 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 1 day, 7:38:49, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 1.5133, loss: 1.5133 +2024-09-18 22:03:43,649 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 1 day, 7:38:25, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 1.5796, loss: 1.5796 +2024-09-18 22:04:06,086 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 1 day, 7:38:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 1.4727, loss: 1.4727 +2024-09-18 22:04:28,694 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 1 day, 7:37:37, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9437, loss_cls: 1.5166, loss: 1.5166 +2024-09-18 22:04:51,209 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 1 day, 7:37:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9375, loss_cls: 1.5501, loss: 1.5501 +2024-09-18 22:05:01,200 - pyskl - INFO - Saving checkpoint at 23 epochs +2024-09-18 22:08:18,930 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 22:08:19,427 - pyskl - INFO - +top1_acc 0.6948 +top5_acc 0.9205 +2024-09-18 22:08:19,432 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_16.pth was removed +2024-09-18 22:08:19,708 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2024-09-18 22:08:19,709 - pyskl - INFO - Best top1_acc is 0.6948 at 23 epoch. +2024-09-18 22:08:19,726 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.6948, top5_acc: 0.9205 +2024-09-18 22:09:11,151 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 1 day, 7:38:29, time: 0.514, data_time: 0.291, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 1.5576, loss: 1.5576 +2024-09-18 22:09:33,547 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 1 day, 7:38:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.3295, loss: 1.3295 +2024-09-18 22:09:56,324 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 1 day, 7:37:42, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 1.4478, loss: 1.4478 +2024-09-18 22:10:18,919 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 1 day, 7:37:18, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 1.4010, loss: 1.4010 +2024-09-18 22:10:41,384 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 1 day, 7:36:54, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 1.4734, loss: 1.4734 +2024-09-18 22:11:03,953 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 1 day, 7:36:30, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9481, loss_cls: 1.4625, loss: 1.4625 +2024-09-18 22:11:26,426 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 1 day, 7:36:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9425, loss_cls: 1.5357, loss: 1.5357 +2024-09-18 22:11:48,633 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 1 day, 7:35:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 1.4431, loss: 1.4431 +2024-09-18 22:12:10,925 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 1 day, 7:35:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 1.4652, loss: 1.4652 +2024-09-18 22:12:33,439 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 1 day, 7:34:50, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9463, loss_cls: 1.4740, loss: 1.4740 +2024-09-18 22:12:55,713 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 1 day, 7:34:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 1.4860, loss: 1.4860 +2024-09-18 22:13:17,676 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 1 day, 7:33:57, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.5227, loss: 1.5227 +2024-09-18 22:13:39,997 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 1 day, 7:33:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 1.4671, loss: 1.4671 +2024-09-18 22:14:02,603 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 1 day, 7:33:09, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 1.5141, loss: 1.5141 +2024-09-18 22:14:25,026 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 1 day, 7:32:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 1.4574, loss: 1.4574 +2024-09-18 22:14:47,753 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 1 day, 7:32:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9481, loss_cls: 1.4856, loss: 1.4856 +2024-09-18 22:15:10,188 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 1 day, 7:31:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 1.4995, loss: 1.4995 +2024-09-18 22:15:32,476 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 1 day, 7:31:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9531, loss_cls: 1.4637, loss: 1.4637 +2024-09-18 22:15:54,833 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 1 day, 7:31:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 1.5283, loss: 1.5283 +2024-09-18 22:16:17,127 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 1 day, 7:30:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9444, loss_cls: 1.4730, loss: 1.4730 +2024-09-18 22:16:39,582 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 1 day, 7:30:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9431, loss_cls: 1.4502, loss: 1.4502 +2024-09-18 22:17:01,812 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 1 day, 7:29:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 1.5218, loss: 1.5218 +2024-09-18 22:17:24,247 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 1 day, 7:29:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9419, loss_cls: 1.4875, loss: 1.4875 +2024-09-18 22:17:46,139 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 1 day, 7:28:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9469, loss_cls: 1.4157, loss: 1.4157 +2024-09-18 22:18:08,244 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 1 day, 7:28:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 1.4409, loss: 1.4409 +2024-09-18 22:18:30,662 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 1 day, 7:28:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 1.4553, loss: 1.4553 +2024-09-18 22:18:53,129 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 1 day, 7:27:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 1.5725, loss: 1.5725 +2024-09-18 22:19:15,635 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 1 day, 7:27:20, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9513, loss_cls: 1.5097, loss: 1.5097 +2024-09-18 22:19:37,935 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 1 day, 7:26:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 1.4873, loss: 1.4873 +2024-09-18 22:20:00,320 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 1 day, 7:26:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9406, loss_cls: 1.5587, loss: 1.5587 +2024-09-18 22:20:22,524 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 1 day, 7:26:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9425, loss_cls: 1.4903, loss: 1.4903 +2024-09-18 22:20:44,865 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 1 day, 7:25:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9419, loss_cls: 1.5232, loss: 1.5232 +2024-09-18 22:21:07,382 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 1 day, 7:25:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9319, loss_cls: 1.5149, loss: 1.5149 +2024-09-18 22:21:29,952 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 1 day, 7:24:51, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9531, loss_cls: 1.4773, loss: 1.4773 +2024-09-18 22:21:52,392 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 1 day, 7:24:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 1.5317, loss: 1.5317 +2024-09-18 22:22:14,710 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 1 day, 7:24:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 1.5550, loss: 1.5550 +2024-09-18 22:22:37,190 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 1 day, 7:23:38, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9469, loss_cls: 1.4641, loss: 1.4641 +2024-09-18 22:22:59,858 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 1 day, 7:23:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 1.3824, loss: 1.3824 +2024-09-18 22:23:22,368 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 1 day, 7:22:50, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9625, loss_cls: 1.3335, loss: 1.3335 +2024-09-18 22:23:32,062 - pyskl - INFO - Saving checkpoint at 24 epochs +2024-09-18 22:26:48,683 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 22:26:49,274 - pyskl - INFO - +top1_acc 0.6857 +top5_acc 0.9258 +2024-09-18 22:26:49,292 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.6857, top5_acc: 0.9258 +2024-09-18 22:27:42,593 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 1 day, 7:24:11, time: 0.533, data_time: 0.310, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 1.4634, loss: 1.4634 +2024-09-18 22:28:04,735 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 1 day, 7:23:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9644, loss_cls: 1.3369, loss: 1.3369 +2024-09-18 22:28:26,883 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 1 day, 7:23:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 1.3683, loss: 1.3683 +2024-09-18 22:28:48,872 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 1 day, 7:22:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9437, loss_cls: 1.4477, loss: 1.4477 +2024-09-18 22:29:10,890 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 1 day, 7:22:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 1.4140, loss: 1.4140 +2024-09-18 22:29:33,167 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 1 day, 7:22:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 1.3811, loss: 1.3811 +2024-09-18 22:29:55,445 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 1 day, 7:21:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9569, loss_cls: 1.3869, loss: 1.3869 +2024-09-18 22:30:18,133 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 1 day, 7:21:11, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 1.3973, loss: 1.3973 +2024-09-18 22:30:40,522 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 1 day, 7:20:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9456, loss_cls: 1.4521, loss: 1.4521 +2024-09-18 22:31:02,880 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 1 day, 7:20:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 1.5322, loss: 1.5322 +2024-09-18 22:31:25,047 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 1 day, 7:19:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 1.5154, loss: 1.5154 +2024-09-18 22:31:47,329 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 1 day, 7:19:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9587, loss_cls: 1.4166, loss: 1.4166 +2024-09-18 22:32:09,708 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 1 day, 7:19:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9450, loss_cls: 1.5119, loss: 1.5119 +2024-09-18 22:32:32,054 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 1 day, 7:18:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 1.4424, loss: 1.4424 +2024-09-18 22:32:54,318 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 1 day, 7:18:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 1.5112, loss: 1.5112 +2024-09-18 22:33:17,268 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 1 day, 7:17:53, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 1.3768, loss: 1.3768 +2024-09-18 22:33:40,331 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 1 day, 7:17:32, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9419, loss_cls: 1.5491, loss: 1.5491 +2024-09-18 22:34:02,708 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 1 day, 7:17:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 1.4146, loss: 1.4146 +2024-09-18 22:34:25,447 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 1 day, 7:16:44, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 1.4225, loss: 1.4225 +2024-09-18 22:34:47,850 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 1 day, 7:16:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9531, loss_cls: 1.4717, loss: 1.4717 +2024-09-18 22:35:10,440 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 1 day, 7:15:56, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9400, loss_cls: 1.5450, loss: 1.5450 +2024-09-18 22:35:32,852 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 1 day, 7:15:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9375, loss_cls: 1.5533, loss: 1.5533 +2024-09-18 22:35:55,240 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 1 day, 7:15:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9375, loss_cls: 1.5901, loss: 1.5901 +2024-09-18 22:36:17,702 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 1 day, 7:14:42, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 1.5480, loss: 1.5480 +2024-09-18 22:36:40,177 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 1 day, 7:14:18, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9437, loss_cls: 1.5560, loss: 1.5560 +2024-09-18 22:37:02,523 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 1 day, 7:13:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9413, loss_cls: 1.4759, loss: 1.4759 +2024-09-18 22:37:24,780 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 1 day, 7:13:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9419, loss_cls: 1.5009, loss: 1.5009 +2024-09-18 22:37:46,859 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 1 day, 7:13:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9325, loss_cls: 1.6108, loss: 1.6108 +2024-09-18 22:38:09,567 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 1 day, 7:12:38, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 1.4982, loss: 1.4982 +2024-09-18 22:38:31,965 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 1 day, 7:12:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 1.4192, loss: 1.4192 +2024-09-18 22:38:54,166 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 1 day, 7:11:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9381, loss_cls: 1.5833, loss: 1.5833 +2024-09-18 22:39:16,423 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 1 day, 7:11:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.5309, loss: 1.5309 +2024-09-18 22:39:39,056 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 1 day, 7:10:59, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9456, loss_cls: 1.5060, loss: 1.5060 +2024-09-18 22:40:01,517 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 1 day, 7:10:35, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9313, loss_cls: 1.6390, loss: 1.6390 +2024-09-18 22:40:24,179 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 1 day, 7:10:12, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 1.4848, loss: 1.4848 +2024-09-18 22:40:46,602 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 1 day, 7:09:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 1.5170, loss: 1.5170 +2024-09-18 22:41:09,040 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 1 day, 7:09:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 1.5312, loss: 1.5312 +2024-09-18 22:41:31,657 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 1 day, 7:08:59, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9356, loss_cls: 1.5374, loss: 1.5374 +2024-09-18 22:41:54,255 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 1 day, 7:08:36, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9513, loss_cls: 1.5026, loss: 1.5026 +2024-09-18 22:42:04,134 - pyskl - INFO - Saving checkpoint at 25 epochs +2024-09-18 22:45:20,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 22:45:21,042 - pyskl - INFO - +top1_acc 0.6241 +top5_acc 0.8863 +2024-09-18 22:45:21,060 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6241, top5_acc: 0.8863 +2024-09-18 22:46:15,083 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 1 day, 7:09:54, time: 0.540, data_time: 0.316, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 1.3827, loss: 1.3827 +2024-09-18 22:46:37,472 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 1 day, 7:09:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 1.4440, loss: 1.4440 +2024-09-18 22:46:59,864 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 1 day, 7:09:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 1.4214, loss: 1.4214 +2024-09-18 22:47:21,783 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 1 day, 7:08:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 1.4746, loss: 1.4746 +2024-09-18 22:47:43,821 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 1 day, 7:08:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9581, loss_cls: 1.4309, loss: 1.4309 +2024-09-18 22:48:06,196 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 1 day, 7:07:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 1.3930, loss: 1.3930 +2024-09-18 22:48:28,614 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 1 day, 7:07:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9431, loss_cls: 1.5132, loss: 1.5132 +2024-09-18 22:48:51,067 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 1 day, 7:06:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 1.3630, loss: 1.3630 +2024-09-18 22:49:13,265 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 1 day, 7:06:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 1.4486, loss: 1.4486 +2024-09-18 22:49:35,386 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 1 day, 7:06:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 1.4982, loss: 1.4982 +2024-09-18 22:49:57,761 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 1 day, 7:05:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9506, loss_cls: 1.4548, loss: 1.4548 +2024-09-18 22:50:19,994 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 1 day, 7:05:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 1.4945, loss: 1.4945 +2024-09-18 22:50:42,381 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 1 day, 7:04:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 1.3898, loss: 1.3898 +2024-09-18 22:51:04,665 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 1 day, 7:04:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 1.3634, loss: 1.3634 +2024-09-18 22:51:27,202 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 1 day, 7:04:02, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9437, loss_cls: 1.4669, loss: 1.4669 +2024-09-18 22:51:49,476 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 1 day, 7:03:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9569, loss_cls: 1.4550, loss: 1.4550 +2024-09-18 22:52:11,936 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 1 day, 7:03:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 1.5585, loss: 1.5585 +2024-09-18 22:52:34,186 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 1 day, 7:02:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9387, loss_cls: 1.4874, loss: 1.4874 +2024-09-18 22:52:56,561 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 1 day, 7:02:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9431, loss_cls: 1.4770, loss: 1.4770 +2024-09-18 22:53:19,182 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 1 day, 7:01:58, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9394, loss_cls: 1.5307, loss: 1.5307 +2024-09-18 22:53:41,658 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 1 day, 7:01:34, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 1.4769, loss: 1.4769 +2024-09-18 22:54:03,909 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 1 day, 7:01:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 1.4572, loss: 1.4572 +2024-09-18 22:54:26,281 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 1 day, 7:00:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9344, loss_cls: 1.5352, loss: 1.5352 +2024-09-18 22:54:48,636 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 1 day, 7:00:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9425, loss_cls: 1.4904, loss: 1.4904 +2024-09-18 22:55:11,045 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 1 day, 6:59:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 1.4242, loss: 1.4242 +2024-09-18 22:55:33,503 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 1 day, 6:59:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 1.4594, loss: 1.4594 +2024-09-18 22:55:56,179 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 1 day, 6:59:07, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9475, loss_cls: 1.5331, loss: 1.5331 +2024-09-18 22:56:19,142 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 1 day, 6:58:45, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9431, loss_cls: 1.4670, loss: 1.4670 +2024-09-18 22:56:41,946 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 1 day, 6:58:23, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9294, loss_cls: 1.5956, loss: 1.5956 +2024-09-18 22:57:04,436 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 1 day, 6:57:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 1.4354, loss: 1.4354 +2024-09-18 22:57:26,878 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 1 day, 6:57:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9437, loss_cls: 1.4660, loss: 1.4660 +2024-09-18 22:57:49,493 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 1 day, 6:57:11, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 1.5017, loss: 1.5017 +2024-09-18 22:58:11,686 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 1 day, 6:56:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 1.4071, loss: 1.4071 +2024-09-18 22:58:33,775 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 1 day, 6:56:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9544, loss_cls: 1.4387, loss: 1.4387 +2024-09-18 22:58:56,015 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 1 day, 6:55:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 1.5064, loss: 1.5064 +2024-09-18 22:59:18,325 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 1 day, 6:55:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9481, loss_cls: 1.4802, loss: 1.4802 +2024-09-18 22:59:40,731 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 1 day, 6:55:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9463, loss_cls: 1.4481, loss: 1.4481 +2024-09-18 23:00:03,102 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 1 day, 6:54:39, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9563, loss_cls: 1.4324, loss: 1.4324 +2024-09-18 23:00:25,584 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 1 day, 6:54:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9463, loss_cls: 1.4487, loss: 1.4487 +2024-09-18 23:00:35,529 - pyskl - INFO - Saving checkpoint at 26 epochs +2024-09-18 23:03:51,557 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 23:03:52,043 - pyskl - INFO - +top1_acc 0.6754 +top5_acc 0.9259 +2024-09-18 23:03:52,060 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.6754, top5_acc: 0.9259 +2024-09-18 23:04:43,429 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 1 day, 6:55:16, time: 0.514, data_time: 0.295, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 1.4230, loss: 1.4230 +2024-09-18 23:05:05,739 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 1 day, 6:54:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9400, loss_cls: 1.4810, loss: 1.4810 +2024-09-18 23:05:28,051 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 1 day, 6:54:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 1.3690, loss: 1.3690 +2024-09-18 23:05:50,366 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 1 day, 6:54:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 1.4340, loss: 1.4340 +2024-09-18 23:06:12,352 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 1 day, 6:53:34, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 1.4680, loss: 1.4680 +2024-09-18 23:06:34,855 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 1 day, 6:53:10, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9531, loss_cls: 1.4421, loss: 1.4421 +2024-09-18 23:06:56,714 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 1 day, 6:52:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 1.4363, loss: 1.4363 +2024-09-18 23:07:18,614 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 1 day, 6:52:16, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 1.5160, loss: 1.5160 +2024-09-18 23:07:40,544 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 1 day, 6:51:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 1.4260, loss: 1.4260 +2024-09-18 23:08:02,466 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 1 day, 6:51:22, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 1.4713, loss: 1.4713 +2024-09-18 23:08:24,534 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 1 day, 6:50:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 1.4528, loss: 1.4528 +2024-09-18 23:08:46,390 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 1 day, 6:50:29, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 1.4456, loss: 1.4456 +2024-09-18 23:09:08,390 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 1 day, 6:50:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 1.3092, loss: 1.3092 +2024-09-18 23:09:30,643 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 1 day, 6:49:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9475, loss_cls: 1.4991, loss: 1.4991 +2024-09-18 23:09:53,002 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 1 day, 6:49:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 1.5004, loss: 1.5004 +2024-09-18 23:10:15,585 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 1 day, 6:48:49, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 1.4516, loss: 1.4516 +2024-09-18 23:10:38,142 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 1 day, 6:48:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 1.3994, loss: 1.3994 +2024-09-18 23:11:00,470 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 1 day, 6:48:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9500, loss_cls: 1.3669, loss: 1.3669 +2024-09-18 23:11:22,754 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 1 day, 6:47:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9337, loss_cls: 1.4661, loss: 1.4661 +2024-09-18 23:11:44,776 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 1 day, 6:47:09, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 1.3261, loss: 1.3261 +2024-09-18 23:12:07,255 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 1 day, 6:46:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9431, loss_cls: 1.4799, loss: 1.4799 +2024-09-18 23:12:29,774 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 1 day, 6:46:21, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9387, loss_cls: 1.4791, loss: 1.4791 +2024-09-18 23:12:52,178 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 1 day, 6:45:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9344, loss_cls: 1.4809, loss: 1.4809 +2024-09-18 23:13:14,922 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 1 day, 6:45:33, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9413, loss_cls: 1.5217, loss: 1.5217 +2024-09-18 23:13:37,525 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 1 day, 6:45:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 1.4294, loss: 1.4294 +2024-09-18 23:13:59,828 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 1 day, 6:44:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 1.4244, loss: 1.4244 +2024-09-18 23:14:22,194 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 1 day, 6:44:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9431, loss_cls: 1.4516, loss: 1.4516 +2024-09-18 23:14:44,527 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 1 day, 6:43:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 1.4942, loss: 1.4942 +2024-09-18 23:15:06,866 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 1 day, 6:43:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 1.4230, loss: 1.4230 +2024-09-18 23:15:29,146 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 1 day, 6:43:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 1.4512, loss: 1.4512 +2024-09-18 23:15:51,035 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 1 day, 6:42:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 1.4653, loss: 1.4653 +2024-09-18 23:16:13,041 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 1 day, 6:42:12, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9456, loss_cls: 1.4498, loss: 1.4498 +2024-09-18 23:16:35,219 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 1 day, 6:41:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9437, loss_cls: 1.4458, loss: 1.4458 +2024-09-18 23:16:57,262 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 1 day, 6:41:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 1.4869, loss: 1.4869 +2024-09-18 23:17:19,518 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 1 day, 6:40:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 1.5095, loss: 1.5095 +2024-09-18 23:17:41,927 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 1 day, 6:40:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9431, loss_cls: 1.4904, loss: 1.4904 +2024-09-18 23:18:04,212 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 1 day, 6:40:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9563, loss_cls: 1.3968, loss: 1.3968 +2024-09-18 23:18:26,535 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 1 day, 6:39:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 1.4834, loss: 1.4834 +2024-09-18 23:18:49,248 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 1 day, 6:39:18, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 1.4563, loss: 1.4563 +2024-09-18 23:18:59,217 - pyskl - INFO - Saving checkpoint at 27 epochs +2024-09-18 23:22:15,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 23:22:16,165 - pyskl - INFO - +top1_acc 0.6906 +top5_acc 0.9300 +2024-09-18 23:22:16,182 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.6906, top5_acc: 0.9300 +2024-09-18 23:23:07,539 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 1 day, 6:40:15, time: 0.513, data_time: 0.286, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9550, loss_cls: 1.4311, loss: 1.4311 +2024-09-18 23:23:30,553 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 1 day, 6:39:53, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 1.4403, loss: 1.4403 +2024-09-18 23:23:52,872 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 1 day, 6:39:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9469, loss_cls: 1.3785, loss: 1.3785 +2024-09-18 23:24:16,038 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 1 day, 6:39:07, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9387, loss_cls: 1.4342, loss: 1.4342 +2024-09-18 23:24:38,201 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 1 day, 6:38:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 1.3222, loss: 1.3222 +2024-09-18 23:25:00,155 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 1 day, 6:38:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9437, loss_cls: 1.4550, loss: 1.4550 +2024-09-18 23:25:22,270 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 1 day, 6:37:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 1.4204, loss: 1.4204 +2024-09-18 23:25:44,158 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 1 day, 6:37:22, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 1.4880, loss: 1.4880 +2024-09-18 23:26:05,994 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 1 day, 6:36:55, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 1.3490, loss: 1.3490 +2024-09-18 23:26:27,664 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 1 day, 6:36:27, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9400, loss_cls: 1.4061, loss: 1.4061 +2024-09-18 23:26:49,409 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 1 day, 6:36:00, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9413, loss_cls: 1.5065, loss: 1.5065 +2024-09-18 23:27:11,240 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 1 day, 6:35:33, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 1.5266, loss: 1.5266 +2024-09-18 23:27:33,091 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 1 day, 6:35:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9431, loss_cls: 1.4097, loss: 1.4097 +2024-09-18 23:27:55,093 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 1 day, 6:34:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9537, loss_cls: 1.4578, loss: 1.4578 +2024-09-18 23:28:17,261 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 1 day, 6:34:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 1.4717, loss: 1.4717 +2024-09-18 23:28:39,697 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 1 day, 6:33:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9487, loss_cls: 1.4069, loss: 1.4069 +2024-09-18 23:29:02,430 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 1 day, 6:33:27, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 1.4057, loss: 1.4057 +2024-09-18 23:29:24,828 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 1 day, 6:33:02, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 1.4447, loss: 1.4447 +2024-09-18 23:29:47,419 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 1 day, 6:32:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 1.3507, loss: 1.3507 +2024-09-18 23:30:09,891 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 1 day, 6:32:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9481, loss_cls: 1.4689, loss: 1.4689 +2024-09-18 23:30:32,211 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 1 day, 6:31:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 1.4679, loss: 1.4679 +2024-09-18 23:30:54,368 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 1 day, 6:31:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 1.4014, loss: 1.4014 +2024-09-18 23:31:16,833 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 1 day, 6:31:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 1.3813, loss: 1.3813 +2024-09-18 23:31:39,297 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 1 day, 6:30:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 1.4092, loss: 1.4092 +2024-09-18 23:32:01,819 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 1 day, 6:30:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9575, loss_cls: 1.4644, loss: 1.4644 +2024-09-18 23:32:24,526 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 1 day, 6:29:49, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9494, loss_cls: 1.4561, loss: 1.4561 +2024-09-18 23:32:47,426 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 1 day, 6:29:26, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9500, loss_cls: 1.4636, loss: 1.4636 +2024-09-18 23:33:09,814 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 1 day, 6:29:02, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9419, loss_cls: 1.5109, loss: 1.5109 +2024-09-18 23:33:32,134 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 1 day, 6:28:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 1.4207, loss: 1.4207 +2024-09-18 23:33:54,591 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 1 day, 6:28:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9425, loss_cls: 1.4560, loss: 1.4560 +2024-09-18 23:34:16,835 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 1 day, 6:27:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 1.3717, loss: 1.3717 +2024-09-18 23:34:39,270 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 1 day, 6:27:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9581, loss_cls: 1.3434, loss: 1.3434 +2024-09-18 23:35:01,472 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 1 day, 6:26:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9450, loss_cls: 1.4060, loss: 1.4060 +2024-09-18 23:35:23,668 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 1 day, 6:26:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9356, loss_cls: 1.4920, loss: 1.4920 +2024-09-18 23:35:46,787 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 1 day, 6:26:12, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9381, loss_cls: 1.5068, loss: 1.5068 +2024-09-18 23:36:08,998 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 1 day, 6:25:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 1.3444, loss: 1.3444 +2024-09-18 23:36:31,168 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 1 day, 6:25:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9344, loss_cls: 1.5304, loss: 1.5304 +2024-09-18 23:36:53,400 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 1 day, 6:24:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9406, loss_cls: 1.4668, loss: 1.4668 +2024-09-18 23:37:15,478 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 1 day, 6:24:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9425, loss_cls: 1.5285, loss: 1.5285 +2024-09-18 23:37:25,428 - pyskl - INFO - Saving checkpoint at 28 epochs +2024-09-18 23:40:42,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 23:40:42,783 - pyskl - INFO - +top1_acc 0.6675 +top5_acc 0.9226 +2024-09-18 23:40:42,804 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.6675, top5_acc: 0.9226 +2024-09-18 23:41:37,443 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 1 day, 6:25:37, time: 0.546, data_time: 0.323, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 1.3982, loss: 1.3982 +2024-09-18 23:41:59,442 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 1 day, 6:25:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 1.3877, loss: 1.3877 +2024-09-18 23:42:21,455 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 1 day, 6:24:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 1.4060, loss: 1.4060 +2024-09-18 23:42:43,557 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 1 day, 6:24:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 1.3891, loss: 1.3891 +2024-09-18 23:43:05,927 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 1 day, 6:23:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9400, loss_cls: 1.5481, loss: 1.5481 +2024-09-18 23:43:28,390 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 1 day, 6:23:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9494, loss_cls: 1.4077, loss: 1.4077 +2024-09-18 23:43:51,009 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 1 day, 6:23:07, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 1.3421, loss: 1.3421 +2024-09-18 23:44:13,451 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 1 day, 6:22:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 1.3654, loss: 1.3654 +2024-09-18 23:44:35,517 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 1 day, 6:22:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 1.4382, loss: 1.4382 +2024-09-18 23:44:57,455 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 1 day, 6:21:50, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 1.4198, loss: 1.4198 +2024-09-18 23:45:19,478 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 1 day, 6:21:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 1.4167, loss: 1.4167 +2024-09-18 23:45:40,782 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 1 day, 6:20:55, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 1.4317, loss: 1.4317 +2024-09-18 23:46:02,311 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 1 day, 6:20:27, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 1.5576, loss: 1.5576 +2024-09-18 23:46:24,482 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 1 day, 6:20:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9456, loss_cls: 1.4464, loss: 1.4464 +2024-09-18 23:46:46,793 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 1 day, 6:19:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9475, loss_cls: 1.3903, loss: 1.3903 +2024-09-18 23:47:08,665 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 1 day, 6:19:10, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 1.4234, loss: 1.4234 +2024-09-18 23:47:30,979 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 1 day, 6:18:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 1.3912, loss: 1.3912 +2024-09-18 23:47:52,944 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 1 day, 6:18:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 1.4488, loss: 1.4488 +2024-09-18 23:48:14,878 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 1 day, 6:17:52, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 1.4830, loss: 1.4830 +2024-09-18 23:48:36,608 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 1 day, 6:17:25, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 1.5199, loss: 1.5199 +2024-09-18 23:48:58,924 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 1 day, 6:17:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9394, loss_cls: 1.4727, loss: 1.4727 +2024-09-18 23:49:21,432 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 1 day, 6:16:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9537, loss_cls: 1.4294, loss: 1.4294 +2024-09-18 23:49:43,928 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 1 day, 6:16:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 1.4823, loss: 1.4823 +2024-09-18 23:50:06,199 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 1 day, 6:15:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 1.3868, loss: 1.3868 +2024-09-18 23:50:28,463 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 1 day, 6:15:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9537, loss_cls: 1.4724, loss: 1.4724 +2024-09-18 23:50:51,147 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 1 day, 6:14:59, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9450, loss_cls: 1.4268, loss: 1.4268 +2024-09-18 23:51:13,206 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 1 day, 6:14:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 1.3673, loss: 1.3673 +2024-09-18 23:51:35,163 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 1 day, 6:14:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 1.3235, loss: 1.3235 +2024-09-18 23:51:58,063 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 1 day, 6:13:45, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 1.4101, loss: 1.4101 +2024-09-18 23:52:21,089 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 1 day, 6:13:23, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 1.4573, loss: 1.4573 +2024-09-18 23:52:43,301 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 1 day, 6:12:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9369, loss_cls: 1.5331, loss: 1.5331 +2024-09-18 23:53:06,047 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 1 day, 6:12:35, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9494, loss_cls: 1.2991, loss: 1.2991 +2024-09-18 23:53:28,909 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 1 day, 6:12:13, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9363, loss_cls: 1.5556, loss: 1.5556 +2024-09-18 23:53:51,410 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 1 day, 6:11:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9475, loss_cls: 1.4975, loss: 1.4975 +2024-09-18 23:54:13,833 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 1 day, 6:11:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9406, loss_cls: 1.5283, loss: 1.5283 +2024-09-18 23:54:36,247 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 1 day, 6:11:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9587, loss_cls: 1.3511, loss: 1.3511 +2024-09-18 23:54:59,083 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 1 day, 6:10:38, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 1.4222, loss: 1.4222 +2024-09-18 23:55:21,989 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 1 day, 6:10:15, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 1.5739, loss: 1.5739 +2024-09-18 23:55:44,615 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 1 day, 6:09:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9463, loss_cls: 1.3597, loss: 1.3597 +2024-09-18 23:55:54,271 - pyskl - INFO - Saving checkpoint at 29 epochs +2024-09-18 23:59:09,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-18 23:59:10,129 - pyskl - INFO - +top1_acc 0.6826 +top5_acc 0.9316 +2024-09-18 23:59:10,149 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.6826, top5_acc: 0.9316 +2024-09-19 00:00:00,518 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 1 day, 6:10:37, time: 0.504, data_time: 0.278, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 1.4453, loss: 1.4453 +2024-09-19 00:00:23,339 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 1 day, 6:10:14, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 1.3777, loss: 1.3777 +2024-09-19 00:00:45,858 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 1 day, 6:09:50, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9381, loss_cls: 1.4506, loss: 1.4506 +2024-09-19 00:01:08,241 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 1 day, 6:09:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 1.3469, loss: 1.3469 +2024-09-19 00:01:30,458 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 1 day, 6:09:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 1.3047, loss: 1.3047 +2024-09-19 00:01:52,797 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 1 day, 6:08:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9456, loss_cls: 1.4573, loss: 1.4573 +2024-09-19 00:02:15,519 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 1 day, 6:08:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 1.4213, loss: 1.4213 +2024-09-19 00:02:37,420 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 1 day, 6:07:46, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9475, loss_cls: 1.4076, loss: 1.4076 +2024-09-19 00:02:59,183 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 1 day, 6:07:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9419, loss_cls: 1.4623, loss: 1.4623 +2024-09-19 00:03:20,649 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 1 day, 6:06:51, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 1.4301, loss: 1.4301 +2024-09-19 00:03:42,880 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 1 day, 6:06:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9400, loss_cls: 1.4770, loss: 1.4770 +2024-09-19 00:04:05,083 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 1 day, 6:06:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 1.3163, loss: 1.3163 +2024-09-19 00:04:27,304 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 1 day, 6:05:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 1.4461, loss: 1.4461 +2024-09-19 00:04:49,523 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 1 day, 6:05:11, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9594, loss_cls: 1.4207, loss: 1.4207 +2024-09-19 00:05:11,730 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 1 day, 6:04:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 1.4278, loss: 1.4278 +2024-09-19 00:05:34,297 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 1 day, 6:04:22, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9619, loss_cls: 1.3935, loss: 1.3935 +2024-09-19 00:05:56,937 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 1 day, 6:03:58, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 1.4624, loss: 1.4624 +2024-09-19 00:06:19,723 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 1 day, 6:03:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 1.4455, loss: 1.4455 +2024-09-19 00:06:42,273 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 1 day, 6:03:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 1.4453, loss: 1.4453 +2024-09-19 00:07:04,515 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 1 day, 6:02:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 1.3757, loss: 1.3757 +2024-09-19 00:07:26,517 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 1 day, 6:02:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 1.3321, loss: 1.3321 +2024-09-19 00:07:48,763 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 1 day, 6:01:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 1.4756, loss: 1.4756 +2024-09-19 00:08:11,129 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 1 day, 6:01:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9406, loss_cls: 1.3922, loss: 1.3922 +2024-09-19 00:08:33,760 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 1 day, 6:01:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 1.4611, loss: 1.4611 +2024-09-19 00:08:56,193 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 1 day, 6:00:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 1.4495, loss: 1.4495 +2024-09-19 00:09:18,582 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 1 day, 6:00:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 1.4910, loss: 1.4910 +2024-09-19 00:09:40,971 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 1 day, 5:59:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 1.4051, loss: 1.4051 +2024-09-19 00:10:03,350 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 1 day, 5:59:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 1.4323, loss: 1.4323 +2024-09-19 00:10:25,792 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 1 day, 5:59:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9425, loss_cls: 1.4655, loss: 1.4655 +2024-09-19 00:10:48,597 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 1 day, 5:58:44, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9463, loss_cls: 1.4189, loss: 1.4189 +2024-09-19 00:11:10,703 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 1 day, 5:58:18, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 1.5421, loss: 1.5421 +2024-09-19 00:11:33,260 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 1 day, 5:57:55, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 1.4270, loss: 1.4270 +2024-09-19 00:11:56,100 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 1 day, 5:57:32, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9506, loss_cls: 1.4782, loss: 1.4782 +2024-09-19 00:12:18,399 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 1 day, 5:57:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 1.3804, loss: 1.3804 +2024-09-19 00:12:40,308 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 1 day, 5:56:41, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9531, loss_cls: 1.4564, loss: 1.4564 +2024-09-19 00:13:02,672 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 1 day, 5:56:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 1.3839, loss: 1.3839 +2024-09-19 00:13:25,165 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 1 day, 5:55:53, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 1.4306, loss: 1.4306 +2024-09-19 00:13:48,015 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 1 day, 5:55:30, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9506, loss_cls: 1.3501, loss: 1.3501 +2024-09-19 00:14:10,815 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 1 day, 5:55:07, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 1.4111, loss: 1.4111 +2024-09-19 00:14:20,690 - pyskl - INFO - Saving checkpoint at 30 epochs +2024-09-19 00:17:36,103 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 00:17:36,586 - pyskl - INFO - +top1_acc 0.7262 +top5_acc 0.9388 +2024-09-19 00:17:36,590 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_23.pth was removed +2024-09-19 00:17:36,742 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. +2024-09-19 00:17:36,743 - pyskl - INFO - Best top1_acc is 0.7262 at 30 epoch. +2024-09-19 00:17:36,758 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.7262, top5_acc: 0.9388 +2024-09-19 00:18:29,062 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 1 day, 5:55:57, time: 0.523, data_time: 0.298, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9456, loss_cls: 1.4536, loss: 1.4536 +2024-09-19 00:18:51,323 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 1 day, 5:55:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 1.4161, loss: 1.4161 +2024-09-19 00:19:13,446 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 1 day, 5:55:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 1.3137, loss: 1.3137 +2024-09-19 00:19:34,940 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 1 day, 5:54:39, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 1.3738, loss: 1.3738 +2024-09-19 00:19:57,479 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 1 day, 5:54:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 1.3893, loss: 1.3893 +2024-09-19 00:20:19,445 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 1 day, 5:53:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9500, loss_cls: 1.3352, loss: 1.3352 +2024-09-19 00:20:41,237 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 1 day, 5:53:22, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 1.3833, loss: 1.3833 +2024-09-19 00:21:03,753 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 1 day, 5:52:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 1.3408, loss: 1.3408 +2024-09-19 00:21:25,768 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 1 day, 5:52:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9425, loss_cls: 1.4416, loss: 1.4416 +2024-09-19 00:21:47,830 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 1 day, 5:52:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9331, loss_cls: 1.4502, loss: 1.4502 +2024-09-19 00:22:09,929 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 1 day, 5:51:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 1.5107, loss: 1.5107 +2024-09-19 00:22:32,119 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 1 day, 5:51:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 1.4000, loss: 1.4000 +2024-09-19 00:22:54,067 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 1 day, 5:50:50, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 1.4199, loss: 1.4199 +2024-09-19 00:23:16,278 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 1 day, 5:50:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 1.4009, loss: 1.4009 +2024-09-19 00:23:38,417 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 1 day, 5:49:59, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9319, loss_cls: 1.5963, loss: 1.5963 +2024-09-19 00:24:01,126 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 1 day, 5:49:36, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 1.4245, loss: 1.4245 +2024-09-19 00:24:23,582 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 1 day, 5:49:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 1.2997, loss: 1.2997 +2024-09-19 00:24:46,562 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 1 day, 5:48:50, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 1.4140, loss: 1.4140 +2024-09-19 00:25:08,851 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 1 day, 5:48:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 1.3929, loss: 1.3929 +2024-09-19 00:25:31,059 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 1 day, 5:48:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 1.4383, loss: 1.4383 +2024-09-19 00:25:53,554 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 1 day, 5:47:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 1.3293, loss: 1.3293 +2024-09-19 00:26:16,435 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 1 day, 5:47:14, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 1.3647, loss: 1.3647 +2024-09-19 00:26:38,738 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 1 day, 5:46:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9600, loss_cls: 1.3864, loss: 1.3864 +2024-09-19 00:27:01,194 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 1 day, 5:46:25, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 1.3770, loss: 1.3770 +2024-09-19 00:27:23,996 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 1 day, 5:46:03, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 1.4087, loss: 1.4087 +2024-09-19 00:27:46,916 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 1 day, 5:45:40, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 1.5476, loss: 1.5476 +2024-09-19 00:28:09,787 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 1 day, 5:45:18, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9475, loss_cls: 1.4049, loss: 1.4049 +2024-09-19 00:28:32,077 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 1 day, 5:44:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 1.3755, loss: 1.3755 +2024-09-19 00:28:54,328 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 1 day, 5:44:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 1.3414, loss: 1.3414 +2024-09-19 00:29:16,537 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 1 day, 5:44:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9400, loss_cls: 1.4581, loss: 1.4581 +2024-09-19 00:29:39,423 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 1 day, 5:43:41, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 1.4680, loss: 1.4680 +2024-09-19 00:30:01,826 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 1 day, 5:43:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9469, loss_cls: 1.3951, loss: 1.3951 +2024-09-19 00:30:24,204 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 1 day, 5:42:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9437, loss_cls: 1.4157, loss: 1.4157 +2024-09-19 00:30:47,405 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 1 day, 5:42:31, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 1.3823, loss: 1.3823 +2024-09-19 00:31:09,736 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 1 day, 5:42:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9456, loss_cls: 1.3888, loss: 1.3888 +2024-09-19 00:31:32,004 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 1 day, 5:41:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9419, loss_cls: 1.4538, loss: 1.4538 +2024-09-19 00:31:54,354 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 1 day, 5:41:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 1.5375, loss: 1.5375 +2024-09-19 00:32:16,692 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 1 day, 5:40:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.4859, loss: 1.4859 +2024-09-19 00:32:39,052 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 1 day, 5:40:28, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9363, loss_cls: 1.4543, loss: 1.4543 +2024-09-19 00:32:49,064 - pyskl - INFO - Saving checkpoint at 31 epochs +2024-09-19 00:36:06,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 00:36:06,851 - pyskl - INFO - +top1_acc 0.6824 +top5_acc 0.9248 +2024-09-19 00:36:06,878 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.6824, top5_acc: 0.9248 +2024-09-19 00:37:01,708 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 1 day, 5:41:24, time: 0.548, data_time: 0.315, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 1.3760, loss: 1.3760 +2024-09-19 00:37:24,390 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 1 day, 5:41:01, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 1.3760, loss: 1.3760 +2024-09-19 00:37:46,889 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 1 day, 5:40:37, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9631, loss_cls: 1.2904, loss: 1.2904 +2024-09-19 00:38:09,247 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 1 day, 5:40:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9513, loss_cls: 1.4510, loss: 1.4510 +2024-09-19 00:38:31,640 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 1 day, 5:39:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 1.4026, loss: 1.4026 +2024-09-19 00:38:54,954 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 1 day, 5:39:27, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 1.3748, loss: 1.3748 +2024-09-19 00:39:17,558 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 1 day, 5:39:04, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9450, loss_cls: 1.4145, loss: 1.4145 +2024-09-19 00:39:40,516 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 1 day, 5:38:42, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9406, loss_cls: 1.4000, loss: 1.4000 +2024-09-19 00:40:02,605 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 1 day, 5:38:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9613, loss_cls: 1.3699, loss: 1.3699 +2024-09-19 00:40:24,791 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 1 day, 5:37:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 1.4007, loss: 1.4007 +2024-09-19 00:40:46,906 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 1 day, 5:37:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 1.3870, loss: 1.3870 +2024-09-19 00:41:09,071 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 1 day, 5:37:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 1.4541, loss: 1.4541 +2024-09-19 00:41:31,155 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 1 day, 5:36:35, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 1.2874, loss: 1.2874 +2024-09-19 00:41:53,472 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 1 day, 5:36:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 1.4114, loss: 1.4114 +2024-09-19 00:42:15,638 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 1 day, 5:35:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 1.2855, loss: 1.2855 +2024-09-19 00:42:37,836 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 1 day, 5:35:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9469, loss_cls: 1.3898, loss: 1.3898 +2024-09-19 00:43:00,642 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 1 day, 5:34:57, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 1.3638, loss: 1.3638 +2024-09-19 00:43:22,960 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 1 day, 5:34:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9487, loss_cls: 1.3351, loss: 1.3351 +2024-09-19 00:43:44,587 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 1 day, 5:34:05, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 1.4570, loss: 1.4570 +2024-09-19 00:44:06,692 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 1 day, 5:33:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 1.4556, loss: 1.4556 +2024-09-19 00:44:28,882 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 1 day, 5:33:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 1.3797, loss: 1.3797 +2024-09-19 00:44:51,295 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 1 day, 5:32:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9419, loss_cls: 1.5360, loss: 1.5360 +2024-09-19 00:45:13,662 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 1 day, 5:32:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 1.3731, loss: 1.3731 +2024-09-19 00:45:35,483 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 1 day, 5:32:00, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 1.3670, loss: 1.3670 +2024-09-19 00:45:57,526 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 1 day, 5:31:34, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9456, loss_cls: 1.4149, loss: 1.4149 +2024-09-19 00:46:19,835 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 1 day, 5:31:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 1.4215, loss: 1.4215 +2024-09-19 00:46:42,003 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 1 day, 5:30:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9463, loss_cls: 1.4266, loss: 1.4266 +2024-09-19 00:47:04,502 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 1 day, 5:30:21, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9413, loss_cls: 1.4399, loss: 1.4399 +2024-09-19 00:47:26,938 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 1 day, 5:29:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9413, loss_cls: 1.3636, loss: 1.3636 +2024-09-19 00:47:49,417 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 1 day, 5:29:33, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9425, loss_cls: 1.4572, loss: 1.4572 +2024-09-19 00:48:12,372 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 1 day, 5:29:10, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 1.3866, loss: 1.3866 +2024-09-19 00:48:35,002 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 1 day, 5:28:47, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 1.3840, loss: 1.3840 +2024-09-19 00:48:57,287 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 1 day, 5:28:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 1.4183, loss: 1.4183 +2024-09-19 00:49:19,526 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 1 day, 5:27:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9406, loss_cls: 1.5390, loss: 1.5390 +2024-09-19 00:49:41,803 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 1 day, 5:27:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9463, loss_cls: 1.4505, loss: 1.4505 +2024-09-19 00:50:04,003 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 1 day, 5:27:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 1.4379, loss: 1.4379 +2024-09-19 00:50:26,305 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 1 day, 5:26:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 1.3233, loss: 1.3233 +2024-09-19 00:50:48,618 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 1 day, 5:26:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 1.2948, loss: 1.2948 +2024-09-19 00:51:11,151 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 1 day, 5:25:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9425, loss_cls: 1.4015, loss: 1.4015 +2024-09-19 00:51:20,627 - pyskl - INFO - Saving checkpoint at 32 epochs +2024-09-19 00:54:37,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 00:54:37,731 - pyskl - INFO - +top1_acc 0.7012 +top5_acc 0.9301 +2024-09-19 00:54:37,770 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.7012, top5_acc: 0.9301 +2024-09-19 00:55:30,356 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 1 day, 5:26:39, time: 0.526, data_time: 0.301, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 1.2998, loss: 1.2998 +2024-09-19 00:55:52,326 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 1 day, 5:26:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 1.4058, loss: 1.4058 +2024-09-19 00:56:15,254 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 1 day, 5:25:51, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9400, loss_cls: 1.4427, loss: 1.4427 +2024-09-19 00:56:37,917 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 1 day, 5:25:28, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9544, loss_cls: 1.3208, loss: 1.3208 +2024-09-19 00:57:00,343 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 1 day, 5:25:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 1.3064, loss: 1.3064 +2024-09-19 00:57:22,987 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 1 day, 5:24:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 1.3613, loss: 1.3613 +2024-09-19 00:57:45,595 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 1 day, 5:24:17, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 1.3020, loss: 1.3020 +2024-09-19 00:58:08,478 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 1 day, 5:23:54, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 1.4388, loss: 1.4388 +2024-09-19 00:58:30,816 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 1 day, 5:23:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 1.3785, loss: 1.3785 +2024-09-19 00:58:52,767 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 1 day, 5:23:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 1.4038, loss: 1.4038 +2024-09-19 00:59:14,921 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 1 day, 5:22:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 1.3395, loss: 1.3395 +2024-09-19 00:59:37,060 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 1 day, 5:22:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 1.4017, loss: 1.4017 +2024-09-19 00:59:59,303 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 1 day, 5:21:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 1.3702, loss: 1.3702 +2024-09-19 01:00:21,429 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 1 day, 5:21:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9431, loss_cls: 1.4842, loss: 1.4842 +2024-09-19 01:00:43,491 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 1 day, 5:20:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 1.3563, loss: 1.3563 +2024-09-19 01:01:05,531 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 1 day, 5:20:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 1.4754, loss: 1.4754 +2024-09-19 01:01:28,092 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 1 day, 5:20:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 1.4112, loss: 1.4112 +2024-09-19 01:01:50,579 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 1 day, 5:19:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 1.3590, loss: 1.3590 +2024-09-19 01:02:12,660 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 1 day, 5:19:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 1.3829, loss: 1.3829 +2024-09-19 01:02:35,683 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 1 day, 5:18:57, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 1.4279, loss: 1.4279 +2024-09-19 01:02:57,964 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 1 day, 5:18:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 1.3939, loss: 1.3939 +2024-09-19 01:03:20,868 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 1 day, 5:18:10, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 1.4784, loss: 1.4784 +2024-09-19 01:03:42,911 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 1 day, 5:17:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 1.4813, loss: 1.4813 +2024-09-19 01:04:05,042 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 1 day, 5:17:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 1.4242, loss: 1.4242 +2024-09-19 01:04:27,168 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 1 day, 5:16:54, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9487, loss_cls: 1.4552, loss: 1.4552 +2024-09-19 01:04:49,211 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 1 day, 5:16:29, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 1.4304, loss: 1.4304 +2024-09-19 01:05:11,424 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 1 day, 5:16:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 1.4029, loss: 1.4029 +2024-09-19 01:05:34,038 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 1 day, 5:15:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9375, loss_cls: 1.5024, loss: 1.5024 +2024-09-19 01:05:56,368 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 1 day, 5:15:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 1.3823, loss: 1.3823 +2024-09-19 01:06:18,500 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 1 day, 5:14:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9444, loss_cls: 1.3897, loss: 1.3897 +2024-09-19 01:06:41,117 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 1 day, 5:14:27, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9469, loss_cls: 1.3465, loss: 1.3465 +2024-09-19 01:07:03,604 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 1 day, 5:14:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 1.3942, loss: 1.3942 +2024-09-19 01:07:26,326 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 1 day, 5:13:40, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 1.3274, loss: 1.3274 +2024-09-19 01:07:48,308 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 1 day, 5:13:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 1.3450, loss: 1.3450 +2024-09-19 01:08:10,261 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 1 day, 5:12:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 1.5126, loss: 1.5126 +2024-09-19 01:08:32,999 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 1 day, 5:12:26, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 1.3810, loss: 1.3810 +2024-09-19 01:08:55,233 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 1 day, 5:12:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 1.3201, loss: 1.3201 +2024-09-19 01:09:17,638 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 1 day, 5:11:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9419, loss_cls: 1.4563, loss: 1.4563 +2024-09-19 01:09:40,286 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 1 day, 5:11:13, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 1.5196, loss: 1.5196 +2024-09-19 01:09:50,018 - pyskl - INFO - Saving checkpoint at 33 epochs +2024-09-19 01:13:06,239 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 01:13:06,711 - pyskl - INFO - +top1_acc 0.5985 +top5_acc 0.8923 +2024-09-19 01:13:06,731 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.5985, top5_acc: 0.8923 +2024-09-19 01:14:00,426 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 1 day, 5:11:59, time: 0.537, data_time: 0.313, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 1.3561, loss: 1.3561 +2024-09-19 01:14:22,293 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 1 day, 5:11:33, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 1.3429, loss: 1.3429 +2024-09-19 01:14:44,320 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 1 day, 5:11:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 1.4116, loss: 1.4116 +2024-09-19 01:15:06,428 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 1 day, 5:10:42, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 1.4484, loss: 1.4484 +2024-09-19 01:15:29,246 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 1 day, 5:10:19, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9475, loss_cls: 1.3648, loss: 1.3648 +2024-09-19 01:15:51,703 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 1 day, 5:09:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9487, loss_cls: 1.4592, loss: 1.4592 +2024-09-19 01:16:13,976 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 1 day, 5:09:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 1.3941, loss: 1.3941 +2024-09-19 01:16:36,672 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 1 day, 5:09:07, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 1.3475, loss: 1.3475 +2024-09-19 01:16:59,329 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 1 day, 5:08:44, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 1.3288, loss: 1.3288 +2024-09-19 01:17:21,617 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 1 day, 5:08:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9563, loss_cls: 1.2782, loss: 1.2782 +2024-09-19 01:17:43,567 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 1 day, 5:07:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 1.3454, loss: 1.3454 +2024-09-19 01:18:05,444 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 1 day, 5:07:27, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 1.4085, loss: 1.4085 +2024-09-19 01:18:27,560 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 1 day, 5:07:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9437, loss_cls: 1.4238, loss: 1.4238 +2024-09-19 01:18:49,612 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 1 day, 5:06:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 1.3305, loss: 1.3305 +2024-09-19 01:19:11,546 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 1 day, 5:06:11, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 1.3844, loss: 1.3844 +2024-09-19 01:19:33,659 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 1 day, 5:05:46, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 1.3602, loss: 1.3602 +2024-09-19 01:19:56,080 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 1 day, 5:05:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9419, loss_cls: 1.3999, loss: 1.3999 +2024-09-19 01:20:18,528 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 1 day, 5:04:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 1.3304, loss: 1.3304 +2024-09-19 01:20:40,439 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 1 day, 5:04:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 1.4343, loss: 1.4343 +2024-09-19 01:21:02,072 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 1 day, 5:04:05, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9487, loss_cls: 1.3258, loss: 1.3258 +2024-09-19 01:21:24,771 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 1 day, 5:03:41, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 1.4028, loss: 1.4028 +2024-09-19 01:21:46,897 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 1 day, 5:03:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 1.3477, loss: 1.3477 +2024-09-19 01:22:09,183 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 1 day, 5:02:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 1.2762, loss: 1.2762 +2024-09-19 01:22:31,772 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 1 day, 5:02:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 1.3981, loss: 1.3981 +2024-09-19 01:22:54,399 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 1 day, 5:02:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.3867, loss: 1.3867 +2024-09-19 01:23:16,829 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 1 day, 5:01:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9425, loss_cls: 1.3572, loss: 1.3572 +2024-09-19 01:23:39,174 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 1 day, 5:01:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 1.4031, loss: 1.4031 +2024-09-19 01:24:01,782 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 1 day, 5:00:53, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9487, loss_cls: 1.3984, loss: 1.3984 +2024-09-19 01:24:24,105 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 1 day, 5:00:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 1.3054, loss: 1.3054 +2024-09-19 01:24:46,323 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 1 day, 5:00:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 1.4772, loss: 1.4772 +2024-09-19 01:25:08,535 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 1 day, 4:59:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.3174, loss: 1.3174 +2024-09-19 01:25:30,095 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 1 day, 4:59:12, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 1.3886, loss: 1.3886 +2024-09-19 01:25:51,994 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 1 day, 4:58:46, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 1.4310, loss: 1.4310 +2024-09-19 01:26:14,355 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 1 day, 4:58:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 1.3828, loss: 1.3828 +2024-09-19 01:26:36,739 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 1 day, 4:57:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9375, loss_cls: 1.4535, loss: 1.4535 +2024-09-19 01:26:58,798 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 1 day, 4:57:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9431, loss_cls: 1.4402, loss: 1.4402 +2024-09-19 01:27:20,682 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 1 day, 4:57:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 1.3653, loss: 1.3653 +2024-09-19 01:27:43,102 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 1 day, 4:56:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 1.3463, loss: 1.3463 +2024-09-19 01:28:05,214 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 1 day, 4:56:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9456, loss_cls: 1.4196, loss: 1.4196 +2024-09-19 01:28:14,994 - pyskl - INFO - Saving checkpoint at 34 epochs +2024-09-19 01:31:31,810 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 01:31:32,257 - pyskl - INFO - +top1_acc 0.7395 +top5_acc 0.9450 +2024-09-19 01:31:32,262 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_30.pth was removed +2024-09-19 01:31:32,413 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. +2024-09-19 01:31:32,414 - pyskl - INFO - Best top1_acc is 0.7395 at 34 epoch. +2024-09-19 01:31:32,431 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.7395, top5_acc: 0.9450 +2024-09-19 01:32:24,792 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 1 day, 4:56:55, time: 0.524, data_time: 0.302, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9463, loss_cls: 1.3128, loss: 1.3128 +2024-09-19 01:32:46,429 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 1 day, 4:56:28, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 1.3341, loss: 1.3341 +2024-09-19 01:33:08,098 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 1 day, 4:56:01, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 1.2851, loss: 1.2851 +2024-09-19 01:33:29,700 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 1 day, 4:55:34, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 1.3606, loss: 1.3606 +2024-09-19 01:33:51,825 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 1 day, 4:55:09, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 1.2935, loss: 1.2935 +2024-09-19 01:34:13,702 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 1 day, 4:54:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 1.2984, loss: 1.2984 +2024-09-19 01:34:35,282 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 1 day, 4:54:16, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9613, loss_cls: 1.3594, loss: 1.3594 +2024-09-19 01:34:57,707 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 1 day, 4:53:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9406, loss_cls: 1.4659, loss: 1.4659 +2024-09-19 01:35:20,213 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 1 day, 4:53:29, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9450, loss_cls: 1.3478, loss: 1.3478 +2024-09-19 01:35:42,440 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 1 day, 4:53:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9606, loss_cls: 1.3855, loss: 1.3855 +2024-09-19 01:36:04,639 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 1 day, 4:52:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 1.4224, loss: 1.4224 +2024-09-19 01:36:26,313 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 1 day, 4:52:12, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9537, loss_cls: 1.3982, loss: 1.3982 +2024-09-19 01:36:48,472 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 1 day, 4:51:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 1.3401, loss: 1.3401 +2024-09-19 01:37:10,731 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 1 day, 4:51:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 1.3968, loss: 1.3968 +2024-09-19 01:37:32,763 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 1 day, 4:50:57, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9506, loss_cls: 1.4508, loss: 1.4508 +2024-09-19 01:37:54,782 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 1 day, 4:50:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 1.3034, loss: 1.3034 +2024-09-19 01:38:17,055 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 1 day, 4:50:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 1.3718, loss: 1.3718 +2024-09-19 01:38:39,401 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 1 day, 4:49:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 1.3396, loss: 1.3396 +2024-09-19 01:39:01,656 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 1 day, 4:49:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 1.4511, loss: 1.4511 +2024-09-19 01:39:24,048 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 1 day, 4:48:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 1.4546, loss: 1.4546 +2024-09-19 01:39:46,886 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 1 day, 4:48:32, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9563, loss_cls: 1.3867, loss: 1.3867 +2024-09-19 01:40:09,432 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 1 day, 4:48:08, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 1.2969, loss: 1.2969 +2024-09-19 01:40:32,325 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 1 day, 4:47:46, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 1.4358, loss: 1.4358 +2024-09-19 01:40:55,042 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 1 day, 4:47:22, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 1.4487, loss: 1.4487 +2024-09-19 01:41:17,358 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 1 day, 4:46:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 1.3338, loss: 1.3338 +2024-09-19 01:41:39,795 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 1 day, 4:46:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 1.4268, loss: 1.4268 +2024-09-19 01:42:02,339 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 1 day, 4:46:10, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 1.4396, loss: 1.4396 +2024-09-19 01:42:24,673 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 1 day, 4:45:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 1.3950, loss: 1.3950 +2024-09-19 01:42:46,837 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 1 day, 4:45:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9663, loss_cls: 1.2960, loss: 1.2960 +2024-09-19 01:43:09,192 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 1 day, 4:44:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9550, loss_cls: 1.2581, loss: 1.2581 +2024-09-19 01:43:31,384 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 1 day, 4:44:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 1.2750, loss: 1.2750 +2024-09-19 01:43:53,039 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 1 day, 4:44:06, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 1.4379, loss: 1.4379 +2024-09-19 01:44:15,725 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 1 day, 4:43:42, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 1.4475, loss: 1.4475 +2024-09-19 01:44:37,856 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 1 day, 4:43:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 1.4405, loss: 1.4405 +2024-09-19 01:45:00,088 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 1 day, 4:42:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 1.3832, loss: 1.3832 +2024-09-19 01:45:22,177 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 1 day, 4:42:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 1.4187, loss: 1.4187 +2024-09-19 01:45:44,665 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 1 day, 4:42:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9463, loss_cls: 1.4226, loss: 1.4226 +2024-09-19 01:46:07,465 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 1 day, 4:41:41, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9394, loss_cls: 1.3973, loss: 1.3973 +2024-09-19 01:46:29,982 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 1 day, 4:41:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 1.2983, loss: 1.2983 +2024-09-19 01:46:39,480 - pyskl - INFO - Saving checkpoint at 35 epochs +2024-09-19 01:49:55,949 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 01:49:56,400 - pyskl - INFO - +top1_acc 0.6590 +top5_acc 0.9195 +2024-09-19 01:49:56,417 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.6590, top5_acc: 0.9195 +2024-09-19 01:50:48,398 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 1 day, 4:41:51, time: 0.520, data_time: 0.293, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 1.3544, loss: 1.3544 +2024-09-19 01:51:10,571 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 1 day, 4:41:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9494, loss_cls: 1.2554, loss: 1.2554 +2024-09-19 01:51:33,013 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 1 day, 4:41:02, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 1.3915, loss: 1.3915 +2024-09-19 01:51:55,089 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 1 day, 4:40:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 1.4030, loss: 1.4030 +2024-09-19 01:52:17,482 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 1 day, 4:40:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 1.3542, loss: 1.3542 +2024-09-19 01:52:39,914 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 1 day, 4:39:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 1.2688, loss: 1.2688 +2024-09-19 01:53:02,487 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 1 day, 4:39:26, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9594, loss_cls: 1.3651, loss: 1.3651 +2024-09-19 01:53:24,715 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 1 day, 4:39:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 1.3549, loss: 1.3549 +2024-09-19 01:53:47,476 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 1 day, 4:38:38, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 1.3797, loss: 1.3797 +2024-09-19 01:54:09,543 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 1 day, 4:38:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 1.3039, loss: 1.3039 +2024-09-19 01:54:31,820 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 1 day, 4:37:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 1.2613, loss: 1.2613 +2024-09-19 01:54:53,964 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 1 day, 4:37:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 1.4226, loss: 1.4226 +2024-09-19 01:55:16,163 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 1 day, 4:36:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9475, loss_cls: 1.3032, loss: 1.3032 +2024-09-19 01:55:38,160 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 1 day, 4:36:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 1.3731, loss: 1.3731 +2024-09-19 01:55:59,615 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 1 day, 4:36:06, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 1.3504, loss: 1.3504 +2024-09-19 01:56:21,622 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 1 day, 4:35:41, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 1.3932, loss: 1.3932 +2024-09-19 01:56:43,928 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 1 day, 4:35:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9575, loss_cls: 1.3642, loss: 1.3642 +2024-09-19 01:57:06,428 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 1 day, 4:34:52, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9419, loss_cls: 1.4343, loss: 1.4343 +2024-09-19 01:57:28,670 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 1 day, 4:34:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 1.3917, loss: 1.3917 +2024-09-19 01:57:51,016 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 1 day, 4:34:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.4086, loss: 1.4086 +2024-09-19 01:58:13,457 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 1 day, 4:33:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 1.3135, loss: 1.3135 +2024-09-19 01:58:35,693 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 1 day, 4:33:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 1.3724, loss: 1.3724 +2024-09-19 01:58:57,927 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 1 day, 4:32:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9463, loss_cls: 1.3228, loss: 1.3228 +2024-09-19 01:59:19,976 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 1 day, 4:32:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 1.3805, loss: 1.3805 +2024-09-19 01:59:43,019 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 1 day, 4:32:03, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 1.4457, loss: 1.4457 +2024-09-19 02:00:05,541 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 1 day, 4:31:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 1.3901, loss: 1.3901 +2024-09-19 02:00:28,578 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 1 day, 4:31:17, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 1.3948, loss: 1.3948 +2024-09-19 02:00:51,307 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 1 day, 4:30:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 1.3611, loss: 1.3611 +2024-09-19 02:01:13,842 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 1 day, 4:30:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9631, loss_cls: 1.3542, loss: 1.3542 +2024-09-19 02:01:36,194 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 1 day, 4:30:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9575, loss_cls: 1.3633, loss: 1.3633 +2024-09-19 02:01:58,603 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 1 day, 4:29:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 1.4221, loss: 1.4221 +2024-09-19 02:02:20,940 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 1 day, 4:29:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 1.4002, loss: 1.4002 +2024-09-19 02:02:43,217 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 1 day, 4:28:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9369, loss_cls: 1.4506, loss: 1.4506 +2024-09-19 02:03:05,511 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 1 day, 4:28:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 1.3646, loss: 1.3646 +2024-09-19 02:03:28,180 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 1 day, 4:28:06, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 1.4262, loss: 1.4262 +2024-09-19 02:03:50,460 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 1 day, 4:27:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 1.3778, loss: 1.3778 +2024-09-19 02:04:13,126 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 1 day, 4:27:19, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9563, loss_cls: 1.4047, loss: 1.4047 +2024-09-19 02:04:35,360 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 1 day, 4:26:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9481, loss_cls: 1.3355, loss: 1.3355 +2024-09-19 02:04:58,221 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 1 day, 4:26:31, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 1.4516, loss: 1.4516 +2024-09-19 02:05:08,086 - pyskl - INFO - Saving checkpoint at 36 epochs +2024-09-19 02:08:25,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 02:08:26,276 - pyskl - INFO - +top1_acc 0.6968 +top5_acc 0.9322 +2024-09-19 02:08:26,292 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.6968, top5_acc: 0.9322 +2024-09-19 02:09:18,995 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 1 day, 4:27:05, time: 0.527, data_time: 0.304, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 1.3279, loss: 1.3279 +2024-09-19 02:09:42,039 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 1 day, 4:26:43, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 1.2010, loss: 1.2010 +2024-09-19 02:10:04,331 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 1 day, 4:26:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 1.3075, loss: 1.3075 +2024-09-19 02:10:26,839 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 1 day, 4:25:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 1.2743, loss: 1.2743 +2024-09-19 02:10:49,073 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 1 day, 4:25:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9475, loss_cls: 1.3880, loss: 1.3880 +2024-09-19 02:11:11,212 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 1 day, 4:25:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 1.3392, loss: 1.3392 +2024-09-19 02:11:33,485 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 1 day, 4:24:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 1.3011, loss: 1.3011 +2024-09-19 02:11:55,941 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 1 day, 4:24:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9487, loss_cls: 1.3539, loss: 1.3539 +2024-09-19 02:12:18,340 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 1 day, 4:23:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9406, loss_cls: 1.3190, loss: 1.3190 +2024-09-19 02:12:40,774 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 1 day, 4:23:29, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.3072, loss: 1.3072 +2024-09-19 02:13:02,947 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 1 day, 4:23:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 1.3804, loss: 1.3804 +2024-09-19 02:13:25,214 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 1 day, 4:22:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9444, loss_cls: 1.3506, loss: 1.3506 +2024-09-19 02:13:47,641 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 1 day, 4:22:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9381, loss_cls: 1.4344, loss: 1.4344 +2024-09-19 02:14:09,883 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 1 day, 4:21:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 1.3923, loss: 1.3923 +2024-09-19 02:14:32,175 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 1 day, 4:21:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 1.3270, loss: 1.3270 +2024-09-19 02:14:54,519 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 1 day, 4:21:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.2963, loss: 1.2963 +2024-09-19 02:15:16,744 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 1 day, 4:20:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 1.3124, loss: 1.3124 +2024-09-19 02:15:38,890 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 1 day, 4:20:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9437, loss_cls: 1.4370, loss: 1.4370 +2024-09-19 02:16:00,874 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 1 day, 4:19:48, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 1.3096, loss: 1.3096 +2024-09-19 02:16:23,195 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 1 day, 4:19:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 1.2955, loss: 1.2955 +2024-09-19 02:16:45,207 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 1 day, 4:18:58, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 1.3665, loss: 1.3665 +2024-09-19 02:17:06,927 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 1 day, 4:18:32, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 1.4004, loss: 1.4004 +2024-09-19 02:17:29,384 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 1 day, 4:18:08, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 1.3466, loss: 1.3466 +2024-09-19 02:17:51,937 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 1 day, 4:17:44, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9450, loss_cls: 1.3987, loss: 1.3987 +2024-09-19 02:18:15,122 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 1 day, 4:17:23, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 1.2789, loss: 1.2789 +2024-09-19 02:18:37,843 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 1 day, 4:17:00, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 1.4192, loss: 1.4192 +2024-09-19 02:19:00,088 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 1 day, 4:16:35, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 1.3178, loss: 1.3178 +2024-09-19 02:19:22,274 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 1 day, 4:16:11, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 1.4175, loss: 1.4175 +2024-09-19 02:19:45,144 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 1 day, 4:15:48, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 1.3422, loss: 1.3422 +2024-09-19 02:20:07,518 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 1 day, 4:15:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 1.3503, loss: 1.3503 +2024-09-19 02:20:29,895 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 1 day, 4:15:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 1.3518, loss: 1.3518 +2024-09-19 02:20:52,417 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 1 day, 4:14:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 1.3954, loss: 1.3954 +2024-09-19 02:21:14,919 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 1 day, 4:14:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 1.4592, loss: 1.4592 +2024-09-19 02:21:37,459 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 1 day, 4:13:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 1.3545, loss: 1.3545 +2024-09-19 02:21:59,691 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 1 day, 4:13:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 1.3306, loss: 1.3306 +2024-09-19 02:22:22,196 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 1 day, 4:13:01, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9406, loss_cls: 1.4883, loss: 1.4883 +2024-09-19 02:22:44,879 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 1 day, 4:12:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9506, loss_cls: 1.3099, loss: 1.3099 +2024-09-19 02:23:07,133 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 1 day, 4:12:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 1.3892, loss: 1.3892 +2024-09-19 02:23:29,324 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 1 day, 4:11:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 1.2847, loss: 1.2847 +2024-09-19 02:23:39,059 - pyskl - INFO - Saving checkpoint at 37 epochs +2024-09-19 02:26:56,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 02:26:56,968 - pyskl - INFO - +top1_acc 0.6396 +top5_acc 0.8991 +2024-09-19 02:26:56,985 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.6396, top5_acc: 0.8991 +2024-09-19 02:27:47,152 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 1 day, 4:12:12, time: 0.502, data_time: 0.286, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 1.4172, loss: 1.4172 +2024-09-19 02:28:09,166 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 1 day, 4:11:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 1.3045, loss: 1.3045 +2024-09-19 02:28:31,448 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 1 day, 4:11:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 1.3099, loss: 1.3099 +2024-09-19 02:28:54,336 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 1 day, 4:11:00, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.3121, loss: 1.3121 +2024-09-19 02:29:16,735 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 1 day, 4:10:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 1.3635, loss: 1.3635 +2024-09-19 02:29:39,869 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 1 day, 4:10:14, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 1.1980, loss: 1.1980 +2024-09-19 02:30:02,390 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 1 day, 4:09:50, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 1.3398, loss: 1.3398 +2024-09-19 02:30:24,624 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 1 day, 4:09:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 1.3041, loss: 1.3041 +2024-09-19 02:30:48,136 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 1 day, 4:09:05, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9487, loss_cls: 1.3380, loss: 1.3380 +2024-09-19 02:31:10,471 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 1 day, 4:08:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 1.3787, loss: 1.3787 +2024-09-19 02:31:32,855 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 1 day, 4:08:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9450, loss_cls: 1.3643, loss: 1.3643 +2024-09-19 02:31:55,148 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 1 day, 4:07:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 1.2947, loss: 1.2947 +2024-09-19 02:32:17,201 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 1 day, 4:07:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 1.3387, loss: 1.3387 +2024-09-19 02:32:39,160 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 1 day, 4:07:02, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 1.3742, loss: 1.3742 +2024-09-19 02:33:01,352 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 1 day, 4:06:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 1.3565, loss: 1.3565 +2024-09-19 02:33:23,432 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 1 day, 4:06:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 1.3240, loss: 1.3240 +2024-09-19 02:33:45,731 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 1 day, 4:05:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 1.3092, loss: 1.3092 +2024-09-19 02:34:08,073 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 1 day, 4:05:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 1.3917, loss: 1.3917 +2024-09-19 02:34:30,156 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 1 day, 4:04:59, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.3605, loss: 1.3605 +2024-09-19 02:34:52,208 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 1 day, 4:04:34, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 1.3566, loss: 1.3566 +2024-09-19 02:35:14,777 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 1 day, 4:04:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 1.3126, loss: 1.3126 +2024-09-19 02:35:37,345 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 1 day, 4:03:47, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 1.3131, loss: 1.3131 +2024-09-19 02:36:00,070 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 1 day, 4:03:23, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 1.3875, loss: 1.3875 +2024-09-19 02:36:22,719 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 1 day, 4:03:00, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 1.2993, loss: 1.2993 +2024-09-19 02:36:45,156 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 1 day, 4:02:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 1.4362, loss: 1.4362 +2024-09-19 02:37:07,452 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 1 day, 4:02:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 1.3416, loss: 1.3416 +2024-09-19 02:37:29,888 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 1 day, 4:01:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9456, loss_cls: 1.3930, loss: 1.3930 +2024-09-19 02:37:52,195 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 1 day, 4:01:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 1.4030, loss: 1.4030 +2024-09-19 02:38:14,642 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 1 day, 4:01:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 1.3132, loss: 1.3132 +2024-09-19 02:38:36,938 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 1 day, 4:00:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9513, loss_cls: 1.2869, loss: 1.2869 +2024-09-19 02:38:59,223 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 1 day, 4:00:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 1.3524, loss: 1.3524 +2024-09-19 02:39:21,872 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 1 day, 3:59:48, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 1.3886, loss: 1.3886 +2024-09-19 02:39:44,288 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 1 day, 3:59:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 1.3913, loss: 1.3913 +2024-09-19 02:40:06,492 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 1 day, 3:59:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9475, loss_cls: 1.4275, loss: 1.4275 +2024-09-19 02:40:28,866 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 1 day, 3:58:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 1.2832, loss: 1.2832 +2024-09-19 02:40:51,868 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 1 day, 3:58:13, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 1.3616, loss: 1.3616 +2024-09-19 02:41:14,437 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 1 day, 3:57:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 1.3678, loss: 1.3678 +2024-09-19 02:41:36,790 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 1 day, 3:57:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9425, loss_cls: 1.4372, loss: 1.4372 +2024-09-19 02:41:59,064 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 1 day, 3:57:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9437, loss_cls: 1.3541, loss: 1.3541 +2024-09-19 02:42:08,611 - pyskl - INFO - Saving checkpoint at 38 epochs +2024-09-19 02:45:22,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 02:45:22,969 - pyskl - INFO - +top1_acc 0.6844 +top5_acc 0.9249 +2024-09-19 02:45:22,985 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.6844, top5_acc: 0.9249 +2024-09-19 02:46:14,015 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 1 day, 3:57:26, time: 0.510, data_time: 0.285, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 1.3212, loss: 1.3212 +2024-09-19 02:46:36,366 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 1 day, 3:57:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 1.3195, loss: 1.3195 +2024-09-19 02:46:58,779 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 1 day, 3:56:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9487, loss_cls: 1.2729, loss: 1.2729 +2024-09-19 02:47:21,501 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 1 day, 3:56:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 1.2608, loss: 1.2608 +2024-09-19 02:47:43,809 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 1 day, 3:55:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9463, loss_cls: 1.3391, loss: 1.3391 +2024-09-19 02:48:06,269 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 1 day, 3:55:26, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9400, loss_cls: 1.4124, loss: 1.4124 +2024-09-19 02:48:28,777 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 1 day, 3:55:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 1.3062, loss: 1.3062 +2024-09-19 02:48:50,868 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 1 day, 3:54:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 1.3400, loss: 1.3400 +2024-09-19 02:49:14,135 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 1 day, 3:54:16, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 1.2002, loss: 1.2002 +2024-09-19 02:49:36,863 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 1 day, 3:53:53, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 1.3554, loss: 1.3554 +2024-09-19 02:49:59,291 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 1 day, 3:53:29, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9469, loss_cls: 1.3032, loss: 1.3032 +2024-09-19 02:50:21,820 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 1 day, 3:53:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 1.3098, loss: 1.3098 +2024-09-19 02:50:44,560 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 1 day, 3:52:42, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 1.3693, loss: 1.3693 +2024-09-19 02:51:06,838 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 1 day, 3:52:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 1.3052, loss: 1.3052 +2024-09-19 02:51:29,034 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 1 day, 3:51:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9519, loss_cls: 1.2788, loss: 1.2788 +2024-09-19 02:51:51,141 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 1 day, 3:51:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 1.2879, loss: 1.2879 +2024-09-19 02:52:13,229 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 1 day, 3:51:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 1.2920, loss: 1.2920 +2024-09-19 02:52:35,503 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 1 day, 3:50:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 1.3301, loss: 1.3301 +2024-09-19 02:52:57,766 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 1 day, 3:50:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 1.3528, loss: 1.3528 +2024-09-19 02:53:20,020 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 1 day, 3:49:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9475, loss_cls: 1.3153, loss: 1.3153 +2024-09-19 02:53:42,175 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 1 day, 3:49:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 1.4074, loss: 1.4074 +2024-09-19 02:54:04,452 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 1 day, 3:49:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 1.2867, loss: 1.2867 +2024-09-19 02:54:26,806 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 1 day, 3:48:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 1.3758, loss: 1.3758 +2024-09-19 02:54:49,582 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 1 day, 3:48:15, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 1.3803, loss: 1.3803 +2024-09-19 02:55:12,065 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 1 day, 3:47:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 1.2679, loss: 1.2679 +2024-09-19 02:55:34,387 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 1 day, 3:47:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 1.3656, loss: 1.3656 +2024-09-19 02:55:56,649 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 1 day, 3:47:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 1.2622, loss: 1.2622 +2024-09-19 02:56:19,112 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 1 day, 3:46:38, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9537, loss_cls: 1.3986, loss: 1.3986 +2024-09-19 02:56:41,291 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 1 day, 3:46:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 1.3868, loss: 1.3868 +2024-09-19 02:57:03,336 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 1 day, 3:45:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 1.2806, loss: 1.2806 +2024-09-19 02:57:24,808 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 1 day, 3:45:22, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 1.4417, loss: 1.4417 +2024-09-19 02:57:46,929 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 1 day, 3:44:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9494, loss_cls: 1.3544, loss: 1.3544 +2024-09-19 02:58:09,024 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 1 day, 3:44:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 1.3420, loss: 1.3420 +2024-09-19 02:58:31,164 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 1 day, 3:44:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 1.3467, loss: 1.3467 +2024-09-19 02:58:53,534 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 1 day, 3:43:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 1.4129, loss: 1.4129 +2024-09-19 02:59:16,293 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 1 day, 3:43:21, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9500, loss_cls: 1.3994, loss: 1.3994 +2024-09-19 02:59:38,498 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 1 day, 3:42:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 1.4738, loss: 1.4738 +2024-09-19 03:00:00,598 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 1 day, 3:42:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 1.4437, loss: 1.4437 +2024-09-19 03:00:22,904 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 1 day, 3:42:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 1.3767, loss: 1.3767 +2024-09-19 03:00:32,699 - pyskl - INFO - Saving checkpoint at 39 epochs +2024-09-19 03:03:49,508 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 03:03:49,968 - pyskl - INFO - +top1_acc 0.6801 +top5_acc 0.9080 +2024-09-19 03:03:49,984 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.6801, top5_acc: 0.9080 +2024-09-19 03:04:43,603 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 1 day, 3:42:37, time: 0.536, data_time: 0.306, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 1.2812, loss: 1.2812 +2024-09-19 03:05:06,131 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 1 day, 3:42:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 1.3605, loss: 1.3605 +2024-09-19 03:05:28,603 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 1 day, 3:41:50, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 1.1558, loss: 1.1558 +2024-09-19 03:05:51,054 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 1 day, 3:41:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9575, loss_cls: 1.3471, loss: 1.3471 +2024-09-19 03:06:13,337 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 1 day, 3:41:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.2470, loss: 1.2470 +2024-09-19 03:06:35,989 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 1 day, 3:40:38, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 1.3798, loss: 1.3798 +2024-09-19 03:06:58,669 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 1 day, 3:40:15, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9569, loss_cls: 1.2103, loss: 1.2103 +2024-09-19 03:07:21,219 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 1 day, 3:39:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 1.3313, loss: 1.3313 +2024-09-19 03:07:44,258 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 1 day, 3:39:29, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 1.3484, loss: 1.3484 +2024-09-19 03:08:07,047 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 1 day, 3:39:06, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 1.2576, loss: 1.2576 +2024-09-19 03:08:29,222 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 1 day, 3:38:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 1.2162, loss: 1.2162 +2024-09-19 03:08:51,714 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 1 day, 3:38:18, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9431, loss_cls: 1.4172, loss: 1.4172 +2024-09-19 03:09:14,015 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 1 day, 3:37:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 1.3415, loss: 1.3415 +2024-09-19 03:09:36,128 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 1 day, 3:37:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 1.3673, loss: 1.3673 +2024-09-19 03:09:58,476 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 1 day, 3:37:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 1.3315, loss: 1.3315 +2024-09-19 03:10:20,392 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 1 day, 3:36:40, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 1.4177, loss: 1.4177 +2024-09-19 03:10:42,134 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 1 day, 3:36:14, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 1.3773, loss: 1.3773 +2024-09-19 03:11:03,636 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 1 day, 3:35:47, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 1.3306, loss: 1.3306 +2024-09-19 03:11:25,096 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 1 day, 3:35:21, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9550, loss_cls: 1.2626, loss: 1.2626 +2024-09-19 03:11:47,311 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 1 day, 3:34:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9444, loss_cls: 1.3338, loss: 1.3338 +2024-09-19 03:12:09,185 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 1 day, 3:34:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9444, loss_cls: 1.3931, loss: 1.3931 +2024-09-19 03:12:31,564 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 1 day, 3:34:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 1.2707, loss: 1.2707 +2024-09-19 03:12:54,207 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 1 day, 3:33:44, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 1.4430, loss: 1.4430 +2024-09-19 03:13:16,150 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 1 day, 3:33:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 1.3340, loss: 1.3340 +2024-09-19 03:13:38,445 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 1 day, 3:32:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9494, loss_cls: 1.3328, loss: 1.3328 +2024-09-19 03:14:00,696 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 1 day, 3:32:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 1.2433, loss: 1.2433 +2024-09-19 03:14:23,059 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 1 day, 3:32:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 1.3396, loss: 1.3396 +2024-09-19 03:14:45,660 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 1 day, 3:31:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 1.3503, loss: 1.3503 +2024-09-19 03:15:08,101 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 1 day, 3:31:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 1.2919, loss: 1.2919 +2024-09-19 03:15:29,745 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 1 day, 3:30:52, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9487, loss_cls: 1.2772, loss: 1.2772 +2024-09-19 03:15:52,324 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 1 day, 3:30:29, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 1.3546, loss: 1.3546 +2024-09-19 03:16:14,562 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 1 day, 3:30:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 1.3144, loss: 1.3144 +2024-09-19 03:16:37,070 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 1 day, 3:29:41, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 1.4736, loss: 1.4736 +2024-09-19 03:16:59,400 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 1 day, 3:29:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 1.4422, loss: 1.4422 +2024-09-19 03:17:21,868 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 1 day, 3:28:53, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 1.4578, loss: 1.4578 +2024-09-19 03:17:44,465 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 1 day, 3:28:30, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 1.3976, loss: 1.3976 +2024-09-19 03:18:06,658 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 1 day, 3:28:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 1.3756, loss: 1.3756 +2024-09-19 03:18:28,988 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 1 day, 3:27:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 1.3309, loss: 1.3309 +2024-09-19 03:18:50,973 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 1 day, 3:27:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 1.2238, loss: 1.2238 +2024-09-19 03:19:00,825 - pyskl - INFO - Saving checkpoint at 40 epochs +2024-09-19 03:22:18,042 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 03:22:18,733 - pyskl - INFO - +top1_acc 0.6939 +top5_acc 0.9289 +2024-09-19 03:22:18,760 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.6939, top5_acc: 0.9289 +2024-09-19 03:23:13,932 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 1 day, 3:27:48, time: 0.552, data_time: 0.325, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 1.2762, loss: 1.2762 +2024-09-19 03:23:36,154 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 1 day, 3:27:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 1.2783, loss: 1.2783 +2024-09-19 03:23:59,038 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 1 day, 3:27:01, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 1.2234, loss: 1.2234 +2024-09-19 03:24:21,744 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 1 day, 3:26:38, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 1.2801, loss: 1.2801 +2024-09-19 03:24:44,359 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 1 day, 3:26:14, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 1.3276, loss: 1.3276 +2024-09-19 03:25:07,037 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 1 day, 3:25:51, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9475, loss_cls: 1.3832, loss: 1.3832 +2024-09-19 03:25:29,067 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 1 day, 3:25:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 1.3466, loss: 1.3466 +2024-09-19 03:25:51,115 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 1 day, 3:25:01, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9456, loss_cls: 1.3888, loss: 1.3888 +2024-09-19 03:26:12,958 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 1 day, 3:24:36, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 1.2871, loss: 1.2871 +2024-09-19 03:26:35,169 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 1 day, 3:24:11, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 1.2819, loss: 1.2819 +2024-09-19 03:26:57,390 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 1 day, 3:23:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 1.2356, loss: 1.2356 +2024-09-19 03:27:19,791 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 1 day, 3:23:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 1.2044, loss: 1.2044 +2024-09-19 03:27:42,439 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 1 day, 3:23:00, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9487, loss_cls: 1.3028, loss: 1.3028 +2024-09-19 03:28:05,020 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 1 day, 3:22:36, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9537, loss_cls: 1.2390, loss: 1.2390 +2024-09-19 03:28:27,796 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 1 day, 3:22:13, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 1.3092, loss: 1.3092 +2024-09-19 03:28:50,373 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 1 day, 3:21:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 1.2770, loss: 1.2770 +2024-09-19 03:29:12,130 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 1 day, 3:21:24, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 1.3763, loss: 1.3763 +2024-09-19 03:29:34,173 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 1 day, 3:20:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 1.4303, loss: 1.4303 +2024-09-19 03:29:56,149 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 1 day, 3:20:34, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 1.3686, loss: 1.3686 +2024-09-19 03:30:18,015 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 1 day, 3:20:09, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 1.2983, loss: 1.2983 +2024-09-19 03:30:40,246 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 1 day, 3:19:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 1.2420, loss: 1.2420 +2024-09-19 03:31:02,446 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 1 day, 3:19:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 1.4280, loss: 1.4280 +2024-09-19 03:31:24,719 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 1 day, 3:18:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 1.3282, loss: 1.3282 +2024-09-19 03:31:46,840 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 1 day, 3:18:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 1.3482, loss: 1.3482 +2024-09-19 03:32:08,948 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 1 day, 3:18:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9431, loss_cls: 1.4261, loss: 1.4261 +2024-09-19 03:32:31,318 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 1 day, 3:17:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 1.2794, loss: 1.2794 +2024-09-19 03:32:54,007 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 1 day, 3:17:19, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 1.2910, loss: 1.2910 +2024-09-19 03:33:16,356 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 1 day, 3:16:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9444, loss_cls: 1.4262, loss: 1.4262 +2024-09-19 03:33:38,506 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 1 day, 3:16:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 1.3181, loss: 1.3181 +2024-09-19 03:34:00,542 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 1 day, 3:16:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 1.2498, loss: 1.2498 +2024-09-19 03:34:22,793 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 1 day, 3:15:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 1.4128, loss: 1.4128 +2024-09-19 03:34:45,280 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 1 day, 3:15:18, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9444, loss_cls: 1.4446, loss: 1.4446 +2024-09-19 03:35:07,948 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 1 day, 3:14:55, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 1.2229, loss: 1.2229 +2024-09-19 03:35:30,267 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 1 day, 3:14:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 1.3593, loss: 1.3593 +2024-09-19 03:35:53,634 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 1 day, 3:14:09, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 1.3166, loss: 1.3166 +2024-09-19 03:36:16,330 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 1 day, 3:13:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 1.3362, loss: 1.3362 +2024-09-19 03:36:38,567 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 1 day, 3:13:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 1.3219, loss: 1.3219 +2024-09-19 03:37:01,044 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 1 day, 3:12:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 1.3170, loss: 1.3170 +2024-09-19 03:37:22,905 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 1 day, 3:12:33, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 1.4276, loss: 1.4276 +2024-09-19 03:37:32,567 - pyskl - INFO - Saving checkpoint at 41 epochs +2024-09-19 03:40:50,260 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 03:40:50,749 - pyskl - INFO - +top1_acc 0.7097 +top5_acc 0.9357 +2024-09-19 03:40:50,772 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.7097, top5_acc: 0.9357 +2024-09-19 03:41:44,254 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 1 day, 3:12:58, time: 0.535, data_time: 0.311, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 1.3688, loss: 1.3688 +2024-09-19 03:42:06,662 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 1 day, 3:12:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 1.4406, loss: 1.4406 +2024-09-19 03:42:28,843 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 1 day, 3:12:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 1.3583, loss: 1.3583 +2024-09-19 03:42:50,838 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 1 day, 3:11:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 1.2507, loss: 1.2507 +2024-09-19 03:43:13,927 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 1 day, 3:11:23, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 1.2502, loss: 1.2502 +2024-09-19 03:43:36,621 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 1 day, 3:10:59, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 1.2254, loss: 1.2254 +2024-09-19 03:43:59,413 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 1 day, 3:10:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 1.2679, loss: 1.2679 +2024-09-19 03:44:21,924 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 1 day, 3:10:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9625, loss_cls: 1.3152, loss: 1.3152 +2024-09-19 03:44:44,430 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 1 day, 3:09:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 1.3149, loss: 1.3149 +2024-09-19 03:45:06,719 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 1 day, 3:09:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 1.2525, loss: 1.2525 +2024-09-19 03:45:28,891 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 1 day, 3:09:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 1.2838, loss: 1.2838 +2024-09-19 03:45:50,802 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 1 day, 3:08:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 1.2744, loss: 1.2744 +2024-09-19 03:46:12,798 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 1 day, 3:08:10, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 1.2686, loss: 1.2686 +2024-09-19 03:46:35,065 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 1 day, 3:07:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9513, loss_cls: 1.2790, loss: 1.2790 +2024-09-19 03:46:57,204 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 1 day, 3:07:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9575, loss_cls: 1.3442, loss: 1.3442 +2024-09-19 03:47:19,490 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 1 day, 3:06:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 1.3618, loss: 1.3618 +2024-09-19 03:47:41,666 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 1 day, 3:06:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9463, loss_cls: 1.3264, loss: 1.3264 +2024-09-19 03:48:03,774 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 1 day, 3:06:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 1.3436, loss: 1.3436 +2024-09-19 03:48:25,969 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 1 day, 3:05:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 1.3426, loss: 1.3426 +2024-09-19 03:48:47,951 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 1 day, 3:05:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 1.2912, loss: 1.2912 +2024-09-19 03:49:09,901 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 1 day, 3:04:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 1.3255, loss: 1.3255 +2024-09-19 03:49:31,398 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 1 day, 3:04:27, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9600, loss_cls: 1.3412, loss: 1.3412 +2024-09-19 03:49:52,564 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 1 day, 3:04:00, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 1.2615, loss: 1.2615 +2024-09-19 03:50:14,734 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 1 day, 3:03:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 1.2952, loss: 1.2952 +2024-09-19 03:50:37,031 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 1 day, 3:03:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 1.3689, loss: 1.3689 +2024-09-19 03:50:59,210 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 1 day, 3:02:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 1.3281, loss: 1.3281 +2024-09-19 03:51:21,520 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 1 day, 3:02:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9519, loss_cls: 1.2577, loss: 1.2577 +2024-09-19 03:51:43,886 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 1 day, 3:01:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 1.3727, loss: 1.3727 +2024-09-19 03:52:06,523 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 1 day, 3:01:36, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9456, loss_cls: 1.3571, loss: 1.3571 +2024-09-19 03:52:28,869 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 1 day, 3:01:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 1.2199, loss: 1.2199 +2024-09-19 03:52:51,733 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 1 day, 3:00:49, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 1.3766, loss: 1.3766 +2024-09-19 03:53:14,626 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 1 day, 3:00:26, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9456, loss_cls: 1.3504, loss: 1.3504 +2024-09-19 03:53:37,644 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 1 day, 3:00:04, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 1.3476, loss: 1.3476 +2024-09-19 03:53:59,580 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 1 day, 2:59:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 1.4047, loss: 1.4047 +2024-09-19 03:54:22,095 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 1 day, 2:59:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9475, loss_cls: 1.3782, loss: 1.3782 +2024-09-19 03:54:44,292 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 1 day, 2:58:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9537, loss_cls: 1.2194, loss: 1.2194 +2024-09-19 03:55:06,525 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 1 day, 2:58:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9444, loss_cls: 1.3630, loss: 1.3630 +2024-09-19 03:55:28,540 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 1 day, 2:58:02, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 1.3116, loss: 1.3116 +2024-09-19 03:55:50,730 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 1 day, 2:57:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 1.2284, loss: 1.2284 +2024-09-19 03:55:59,988 - pyskl - INFO - Saving checkpoint at 42 epochs +2024-09-19 03:59:14,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 03:59:15,263 - pyskl - INFO - +top1_acc 0.7102 +top5_acc 0.9374 +2024-09-19 03:59:15,281 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.7102, top5_acc: 0.9374 +2024-09-19 04:00:07,482 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 1 day, 2:57:58, time: 0.522, data_time: 0.296, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 1.3613, loss: 1.3613 +2024-09-19 04:00:29,688 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 1 day, 2:57:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 1.2709, loss: 1.2709 +2024-09-19 04:00:52,416 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 1 day, 2:57:10, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 1.2408, loss: 1.2408 +2024-09-19 04:01:15,433 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 1 day, 2:56:48, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9544, loss_cls: 1.2483, loss: 1.2483 +2024-09-19 04:01:37,594 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 1 day, 2:56:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 1.2712, loss: 1.2712 +2024-09-19 04:01:59,950 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 1 day, 2:55:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 1.2913, loss: 1.2913 +2024-09-19 04:02:22,226 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 1 day, 2:55:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 1.3412, loss: 1.3412 +2024-09-19 04:02:44,305 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 1 day, 2:55:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 1.2558, loss: 1.2558 +2024-09-19 04:03:06,084 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 1 day, 2:54:45, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 1.2629, loss: 1.2629 +2024-09-19 04:03:29,606 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 1 day, 2:54:24, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 1.3514, loss: 1.3514 +2024-09-19 04:03:51,892 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 1 day, 2:54:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 1.2568, loss: 1.2568 +2024-09-19 04:04:13,749 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 1 day, 2:53:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 1.3833, loss: 1.3833 +2024-09-19 04:04:36,263 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 1 day, 2:53:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 1.2963, loss: 1.2963 +2024-09-19 04:04:58,959 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 1 day, 2:52:48, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 1.3387, loss: 1.3387 +2024-09-19 04:05:21,404 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 1 day, 2:52:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 1.4389, loss: 1.4389 +2024-09-19 04:05:44,114 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 1 day, 2:52:01, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9663, loss_cls: 1.2474, loss: 1.2474 +2024-09-19 04:06:06,730 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 1 day, 2:51:38, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 1.2660, loss: 1.2660 +2024-09-19 04:06:28,511 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 1 day, 2:51:12, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9481, loss_cls: 1.3052, loss: 1.3052 +2024-09-19 04:06:50,609 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 1 day, 2:50:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 1.2877, loss: 1.2877 +2024-09-19 04:07:12,571 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 1 day, 2:50:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9475, loss_cls: 1.3167, loss: 1.3167 +2024-09-19 04:07:34,595 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 1 day, 2:49:58, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 1.1943, loss: 1.1943 +2024-09-19 04:07:56,597 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 1 day, 2:49:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9463, loss_cls: 1.3703, loss: 1.3703 +2024-09-19 04:08:18,451 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 1 day, 2:49:08, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 1.3358, loss: 1.3358 +2024-09-19 04:08:40,728 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 1 day, 2:48:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 1.2921, loss: 1.2921 +2024-09-19 04:09:03,024 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 1 day, 2:48:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 1.2516, loss: 1.2516 +2024-09-19 04:09:25,382 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 1 day, 2:47:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 1.1943, loss: 1.1943 +2024-09-19 04:09:47,811 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 1 day, 2:47:32, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 1.2863, loss: 1.2863 +2024-09-19 04:10:10,205 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 1 day, 2:47:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 1.2867, loss: 1.2867 +2024-09-19 04:10:32,762 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 1 day, 2:46:44, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 1.3513, loss: 1.3513 +2024-09-19 04:10:55,516 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 1 day, 2:46:22, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 1.3562, loss: 1.3562 +2024-09-19 04:11:17,981 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 1 day, 2:45:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 1.2216, loss: 1.2216 +2024-09-19 04:11:40,273 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 1 day, 2:45:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 1.3440, loss: 1.3440 +2024-09-19 04:12:03,486 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 1 day, 2:45:12, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 1.3037, loss: 1.3037 +2024-09-19 04:12:26,687 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 1 day, 2:44:50, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 1.3560, loss: 1.3560 +2024-09-19 04:12:49,012 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 1 day, 2:44:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 1.3733, loss: 1.3733 +2024-09-19 04:13:11,264 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 1 day, 2:44:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 1.3328, loss: 1.3328 +2024-09-19 04:13:33,289 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 1 day, 2:43:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 1.2313, loss: 1.2313 +2024-09-19 04:13:55,547 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 1 day, 2:43:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 1.3077, loss: 1.3077 +2024-09-19 04:14:17,737 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 1 day, 2:42:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 1.3502, loss: 1.3502 +2024-09-19 04:14:27,242 - pyskl - INFO - Saving checkpoint at 43 epochs +2024-09-19 04:17:44,165 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 04:17:44,639 - pyskl - INFO - +top1_acc 0.7149 +top5_acc 0.9375 +2024-09-19 04:17:44,655 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.7149, top5_acc: 0.9375 +2024-09-19 04:18:38,583 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 1 day, 2:43:11, time: 0.539, data_time: 0.311, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 1.3244, loss: 1.3244 +2024-09-19 04:19:00,693 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 1 day, 2:42:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9569, loss_cls: 1.2210, loss: 1.2210 +2024-09-19 04:19:23,206 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 1 day, 2:42:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9581, loss_cls: 1.1718, loss: 1.1718 +2024-09-19 04:19:45,237 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 1 day, 2:41:58, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 1.3398, loss: 1.3398 +2024-09-19 04:20:07,680 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 1 day, 2:41:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 1.2836, loss: 1.2836 +2024-09-19 04:20:29,926 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 1 day, 2:41:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.2827, loss: 1.2827 +2024-09-19 04:20:52,138 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 1 day, 2:40:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 1.2332, loss: 1.2332 +2024-09-19 04:21:14,222 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 1 day, 2:40:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 1.2725, loss: 1.2725 +2024-09-19 04:21:36,355 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 1 day, 2:39:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 1.3957, loss: 1.3957 +2024-09-19 04:21:58,802 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 1 day, 2:39:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9513, loss_cls: 1.3006, loss: 1.3006 +2024-09-19 04:22:21,751 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 1 day, 2:39:11, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 1.3462, loss: 1.3462 +2024-09-19 04:22:44,183 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 1 day, 2:38:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 1.2557, loss: 1.2557 +2024-09-19 04:23:06,617 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 1 day, 2:38:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 1.2500, loss: 1.2500 +2024-09-19 04:23:28,992 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 1 day, 2:37:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 1.2325, loss: 1.2325 +2024-09-19 04:23:51,163 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 1 day, 2:37:35, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 1.2525, loss: 1.2525 +2024-09-19 04:24:13,256 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 1 day, 2:37:10, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 1.3424, loss: 1.3424 +2024-09-19 04:24:35,369 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 1 day, 2:36:46, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 1.2862, loss: 1.2862 +2024-09-19 04:24:57,863 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 1 day, 2:36:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 1.3662, loss: 1.3662 +2024-09-19 04:25:20,156 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 1 day, 2:35:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 1.2629, loss: 1.2629 +2024-09-19 04:25:42,154 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 1 day, 2:35:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9500, loss_cls: 1.2838, loss: 1.2838 +2024-09-19 04:26:04,063 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 1 day, 2:35:08, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9419, loss_cls: 1.3077, loss: 1.3077 +2024-09-19 04:26:25,538 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 1 day, 2:34:42, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9494, loss_cls: 1.3427, loss: 1.3427 +2024-09-19 04:26:47,201 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 1 day, 2:34:16, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9525, loss_cls: 1.2578, loss: 1.2578 +2024-09-19 04:27:09,194 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 1 day, 2:33:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 1.3073, loss: 1.3073 +2024-09-19 04:27:31,293 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 1 day, 2:33:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 1.3029, loss: 1.3029 +2024-09-19 04:27:53,822 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 1 day, 2:33:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 1.2547, loss: 1.2547 +2024-09-19 04:28:16,640 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 1 day, 2:32:41, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 1.3945, loss: 1.3945 +2024-09-19 04:28:39,118 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 1 day, 2:32:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9513, loss_cls: 1.3387, loss: 1.3387 +2024-09-19 04:29:01,083 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 1 day, 2:31:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 1.3050, loss: 1.3050 +2024-09-19 04:29:24,013 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 1 day, 2:31:30, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9456, loss_cls: 1.3910, loss: 1.3910 +2024-09-19 04:29:46,291 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 1 day, 2:31:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9506, loss_cls: 1.3336, loss: 1.3336 +2024-09-19 04:30:08,713 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 1 day, 2:30:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9463, loss_cls: 1.3509, loss: 1.3509 +2024-09-19 04:30:31,407 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 1 day, 2:30:19, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 1.3407, loss: 1.3407 +2024-09-19 04:30:54,005 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 1 day, 2:29:55, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 1.3493, loss: 1.3493 +2024-09-19 04:31:16,347 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 1 day, 2:29:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9600, loss_cls: 1.3733, loss: 1.3733 +2024-09-19 04:31:38,317 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 1 day, 2:29:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 1.3279, loss: 1.3279 +2024-09-19 04:32:00,101 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 1 day, 2:28:41, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 1.3475, loss: 1.3475 +2024-09-19 04:32:22,150 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 1 day, 2:28:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 1.1748, loss: 1.1748 +2024-09-19 04:32:44,396 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 1 day, 2:27:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 1.3001, loss: 1.3001 +2024-09-19 04:32:54,109 - pyskl - INFO - Saving checkpoint at 44 epochs +2024-09-19 04:36:08,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 04:36:08,869 - pyskl - INFO - +top1_acc 0.6898 +top5_acc 0.9270 +2024-09-19 04:36:08,885 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.6898, top5_acc: 0.9270 +2024-09-19 04:37:03,997 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 1 day, 2:28:16, time: 0.551, data_time: 0.321, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 1.3695, loss: 1.3695 +2024-09-19 04:37:26,637 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 1 day, 2:27:53, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 1.2065, loss: 1.2065 +2024-09-19 04:37:48,970 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 1 day, 2:27:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.2580, loss: 1.2580 +2024-09-19 04:38:11,926 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 1 day, 2:27:06, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 1.2474, loss: 1.2474 +2024-09-19 04:38:34,128 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 1 day, 2:26:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 1.2800, loss: 1.2800 +2024-09-19 04:38:56,808 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 1 day, 2:26:19, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 1.3036, loss: 1.3036 +2024-09-19 04:39:19,031 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 1 day, 2:25:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 1.3593, loss: 1.3593 +2024-09-19 04:39:41,384 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 1 day, 2:25:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9500, loss_cls: 1.3136, loss: 1.3136 +2024-09-19 04:40:03,551 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 1 day, 2:25:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 1.2068, loss: 1.2068 +2024-09-19 04:40:26,075 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 1 day, 2:24:43, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9487, loss_cls: 1.3260, loss: 1.3260 +2024-09-19 04:40:49,202 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 1 day, 2:24:21, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9463, loss_cls: 1.3295, loss: 1.3295 +2024-09-19 04:41:11,838 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 1 day, 2:23:57, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 1.2968, loss: 1.2968 +2024-09-19 04:41:34,311 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 1 day, 2:23:34, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 1.1979, loss: 1.1979 +2024-09-19 04:41:56,519 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 1 day, 2:23:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 1.2239, loss: 1.2239 +2024-09-19 04:42:19,119 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 1 day, 2:22:46, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9475, loss_cls: 1.3224, loss: 1.3224 +2024-09-19 04:42:41,501 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 1 day, 2:22:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 1.2717, loss: 1.2717 +2024-09-19 04:43:04,280 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 1 day, 2:21:59, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 1.3083, loss: 1.3083 +2024-09-19 04:43:26,974 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 1 day, 2:21:36, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 1.3199, loss: 1.3199 +2024-09-19 04:43:49,656 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 1 day, 2:21:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 1.3716, loss: 1.3716 +2024-09-19 04:44:11,995 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 1 day, 2:20:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 1.3552, loss: 1.3552 +2024-09-19 04:44:34,142 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 1 day, 2:20:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9463, loss_cls: 1.3599, loss: 1.3599 +2024-09-19 04:44:56,236 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 1 day, 2:20:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9500, loss_cls: 1.3413, loss: 1.3413 +2024-09-19 04:45:17,905 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 1 day, 2:19:35, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9463, loss_cls: 1.3911, loss: 1.3911 +2024-09-19 04:45:39,663 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 1 day, 2:19:09, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 1.2840, loss: 1.2840 +2024-09-19 04:46:01,711 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 1 day, 2:18:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 1.2857, loss: 1.2857 +2024-09-19 04:46:23,184 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 1 day, 2:18:19, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 1.3016, loss: 1.3016 +2024-09-19 04:46:44,570 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 1 day, 2:17:52, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9481, loss_cls: 1.3433, loss: 1.3433 +2024-09-19 04:47:05,777 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 1 day, 2:17:26, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 1.2317, loss: 1.2317 +2024-09-19 04:47:27,486 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 1 day, 2:17:00, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 1.2008, loss: 1.2008 +2024-09-19 04:47:49,361 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 1 day, 2:16:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 1.3899, loss: 1.3899 +2024-09-19 04:48:11,695 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 1 day, 2:16:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9525, loss_cls: 1.2261, loss: 1.2261 +2024-09-19 04:48:34,027 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 1 day, 2:15:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 1.3904, loss: 1.3904 +2024-09-19 04:48:56,855 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 1 day, 2:15:25, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9563, loss_cls: 1.3257, loss: 1.3257 +2024-09-19 04:49:19,303 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 1 day, 2:15:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 1.2898, loss: 1.2898 +2024-09-19 04:49:41,603 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 1 day, 2:14:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 1.2064, loss: 1.2064 +2024-09-19 04:50:03,711 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 1 day, 2:14:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 1.3837, loss: 1.3837 +2024-09-19 04:50:26,253 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 1 day, 2:13:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9506, loss_cls: 1.3193, loss: 1.3193 +2024-09-19 04:50:48,134 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 1 day, 2:13:24, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9581, loss_cls: 1.2516, loss: 1.2516 +2024-09-19 04:51:10,024 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 1 day, 2:12:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 1.3280, loss: 1.3280 +2024-09-19 04:51:19,503 - pyskl - INFO - Saving checkpoint at 45 epochs +2024-09-19 04:54:34,318 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 04:54:34,787 - pyskl - INFO - +top1_acc 0.7046 +top5_acc 0.9350 +2024-09-19 04:54:34,804 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.7046, top5_acc: 0.9350 +2024-09-19 04:55:28,142 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 1 day, 2:13:17, time: 0.533, data_time: 0.306, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 1.2776, loss: 1.2776 +2024-09-19 04:55:50,337 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 1 day, 2:12:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 1.2048, loss: 1.2048 +2024-09-19 04:56:12,406 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 1 day, 2:12:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 1.2209, loss: 1.2209 +2024-09-19 04:56:34,782 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 1 day, 2:12:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9519, loss_cls: 1.2473, loss: 1.2473 +2024-09-19 04:56:57,055 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 1 day, 2:11:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 1.2675, loss: 1.2675 +2024-09-19 04:57:19,442 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 1 day, 2:11:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 1.2648, loss: 1.2648 +2024-09-19 04:57:41,204 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 1 day, 2:10:51, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 1.2650, loss: 1.2650 +2024-09-19 04:58:03,432 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 1 day, 2:10:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 1.2515, loss: 1.2515 +2024-09-19 04:58:25,959 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 1 day, 2:10:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 1.1781, loss: 1.1781 +2024-09-19 04:58:48,199 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 1 day, 2:09:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 1.2486, loss: 1.2486 +2024-09-19 04:59:10,479 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 1 day, 2:09:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 1.3575, loss: 1.3575 +2024-09-19 04:59:32,179 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 1 day, 2:08:50, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 1.2388, loss: 1.2388 +2024-09-19 04:59:54,415 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 1 day, 2:08:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 1.3190, loss: 1.3190 +2024-09-19 05:00:17,106 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 1 day, 2:08:02, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 1.2970, loss: 1.2970 +2024-09-19 05:00:39,431 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 1 day, 2:07:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 1.3084, loss: 1.3084 +2024-09-19 05:01:01,560 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 1 day, 2:07:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 1.3678, loss: 1.3678 +2024-09-19 05:01:24,452 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 1 day, 2:06:51, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 1.2283, loss: 1.2283 +2024-09-19 05:01:47,016 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 1 day, 2:06:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 1.2506, loss: 1.2506 +2024-09-19 05:02:09,300 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 1 day, 2:06:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 1.2539, loss: 1.2539 +2024-09-19 05:02:32,048 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 1 day, 2:05:41, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 1.3317, loss: 1.3317 +2024-09-19 05:02:54,464 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 1 day, 2:05:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 1.2653, loss: 1.2653 +2024-09-19 05:03:16,543 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 1 day, 2:04:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 1.2864, loss: 1.2864 +2024-09-19 05:03:38,672 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 1 day, 2:04:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 1.2989, loss: 1.2989 +2024-09-19 05:04:00,758 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 1 day, 2:04:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 1.2077, loss: 1.2077 +2024-09-19 05:04:22,780 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 1 day, 2:03:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 1.2957, loss: 1.2957 +2024-09-19 05:04:44,803 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 1 day, 2:03:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 1.2037, loss: 1.2037 +2024-09-19 05:05:07,011 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 1 day, 2:02:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 1.3121, loss: 1.3121 +2024-09-19 05:05:29,197 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 1 day, 2:02:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 1.2578, loss: 1.2578 +2024-09-19 05:05:51,240 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 1 day, 2:02:02, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 1.3260, loss: 1.3260 +2024-09-19 05:06:13,386 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 1 day, 2:01:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9469, loss_cls: 1.3587, loss: 1.3587 +2024-09-19 05:06:36,353 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 1 day, 2:01:15, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 1.3289, loss: 1.3289 +2024-09-19 05:06:59,204 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 1 day, 2:00:52, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 1.3077, loss: 1.3077 +2024-09-19 05:07:21,673 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 1 day, 2:00:28, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 1.2662, loss: 1.2662 +2024-09-19 05:07:44,198 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 1 day, 2:00:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 1.2440, loss: 1.2440 +2024-09-19 05:08:06,212 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 1 day, 1:59:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 1.2802, loss: 1.2802 +2024-09-19 05:08:28,409 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 1 day, 1:59:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 1.3136, loss: 1.3136 +2024-09-19 05:08:50,477 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 1 day, 1:58:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 1.3092, loss: 1.3092 +2024-09-19 05:09:12,597 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 1 day, 1:58:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 1.3193, loss: 1.3193 +2024-09-19 05:09:34,551 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 1 day, 1:58:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 1.2883, loss: 1.2883 +2024-09-19 05:09:43,952 - pyskl - INFO - Saving checkpoint at 46 epochs +2024-09-19 05:12:59,905 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 05:13:00,368 - pyskl - INFO - +top1_acc 0.7345 +top5_acc 0.9386 +2024-09-19 05:13:00,385 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.7345, top5_acc: 0.9386 +2024-09-19 05:13:52,808 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 1 day, 1:58:17, time: 0.524, data_time: 0.308, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 1.1704, loss: 1.1704 +2024-09-19 05:14:14,480 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 1 day, 1:57:51, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 1.2933, loss: 1.2933 +2024-09-19 05:14:36,324 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 1 day, 1:57:26, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 1.1538, loss: 1.1538 +2024-09-19 05:14:58,680 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 1 day, 1:57:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9550, loss_cls: 1.2379, loss: 1.2379 +2024-09-19 05:15:20,895 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 1 day, 1:56:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9463, loss_cls: 1.2668, loss: 1.2668 +2024-09-19 05:15:43,103 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 1 day, 1:56:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 1.2879, loss: 1.2879 +2024-09-19 05:16:05,277 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 1 day, 1:55:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 1.2959, loss: 1.2959 +2024-09-19 05:16:27,574 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 1 day, 1:55:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9431, loss_cls: 1.3167, loss: 1.3167 +2024-09-19 05:16:49,828 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 1 day, 1:55:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 1.2300, loss: 1.2300 +2024-09-19 05:17:12,004 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 1 day, 1:54:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 1.3189, loss: 1.3189 +2024-09-19 05:17:34,697 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 1 day, 1:54:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 1.3117, loss: 1.3117 +2024-09-19 05:17:57,875 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 1 day, 1:53:52, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 1.3946, loss: 1.3946 +2024-09-19 05:18:19,842 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 1 day, 1:53:28, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9531, loss_cls: 1.2537, loss: 1.2537 +2024-09-19 05:18:42,047 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 1 day, 1:53:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 1.2255, loss: 1.2255 +2024-09-19 05:19:04,520 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 1 day, 1:52:40, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 1.2847, loss: 1.2847 +2024-09-19 05:19:27,162 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 1 day, 1:52:17, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 1.2396, loss: 1.2396 +2024-09-19 05:19:49,294 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 1 day, 1:51:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 1.2974, loss: 1.2974 +2024-09-19 05:20:10,824 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 1 day, 1:51:27, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 1.1769, loss: 1.1769 +2024-09-19 05:20:33,139 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 1 day, 1:51:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9506, loss_cls: 1.2994, loss: 1.2994 +2024-09-19 05:20:56,094 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 1 day, 1:50:40, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.2168, loss: 1.2168 +2024-09-19 05:21:18,329 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 1 day, 1:50:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 1.2380, loss: 1.2380 +2024-09-19 05:21:40,491 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 1 day, 1:49:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 1.3205, loss: 1.3205 +2024-09-19 05:22:02,628 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 1 day, 1:49:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 1.1572, loss: 1.1572 +2024-09-19 05:22:24,865 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 1 day, 1:49:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 1.2094, loss: 1.2094 +2024-09-19 05:22:47,177 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 1 day, 1:48:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 1.3257, loss: 1.3257 +2024-09-19 05:23:09,364 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 1 day, 1:48:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 1.3438, loss: 1.3438 +2024-09-19 05:23:31,727 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 1 day, 1:47:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 1.2640, loss: 1.2640 +2024-09-19 05:23:53,865 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 1 day, 1:47:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 1.2848, loss: 1.2848 +2024-09-19 05:24:16,245 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 1 day, 1:47:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 1.2700, loss: 1.2700 +2024-09-19 05:24:38,399 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 1 day, 1:46:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 1.3238, loss: 1.3238 +2024-09-19 05:25:00,606 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 1 day, 1:46:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 1.3594, loss: 1.3594 +2024-09-19 05:25:23,432 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 1 day, 1:45:52, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9513, loss_cls: 1.3052, loss: 1.3052 +2024-09-19 05:25:46,687 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 1 day, 1:45:30, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 1.2455, loss: 1.2455 +2024-09-19 05:26:09,054 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 1 day, 1:45:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 1.2393, loss: 1.2393 +2024-09-19 05:26:31,415 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 1 day, 1:44:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 1.3338, loss: 1.3338 +2024-09-19 05:26:53,581 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 1 day, 1:44:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 1.4681, loss: 1.4681 +2024-09-19 05:27:15,280 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 1 day, 1:43:53, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 1.3134, loss: 1.3134 +2024-09-19 05:27:37,783 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 1 day, 1:43:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9494, loss_cls: 1.2795, loss: 1.2795 +2024-09-19 05:27:59,937 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 1 day, 1:43:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 1.2834, loss: 1.2834 +2024-09-19 05:28:09,535 - pyskl - INFO - Saving checkpoint at 47 epochs +2024-09-19 05:31:26,276 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 05:31:26,743 - pyskl - INFO - +top1_acc 0.7273 +top5_acc 0.9386 +2024-09-19 05:31:26,761 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7273, top5_acc: 0.9386 +2024-09-19 05:32:18,021 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 1 day, 1:43:16, time: 0.513, data_time: 0.286, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 1.2902, loss: 1.2902 +2024-09-19 05:32:40,340 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 1 day, 1:42:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 1.2853, loss: 1.2853 +2024-09-19 05:33:02,191 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 1 day, 1:42:27, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 1.3152, loss: 1.3152 +2024-09-19 05:33:24,433 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 1 day, 1:42:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 1.1753, loss: 1.1753 +2024-09-19 05:33:47,460 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 1 day, 1:41:40, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 1.2835, loss: 1.2835 +2024-09-19 05:34:10,167 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 1 day, 1:41:17, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 1.1906, loss: 1.1906 +2024-09-19 05:34:32,557 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 1 day, 1:40:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 1.1782, loss: 1.1782 +2024-09-19 05:34:55,093 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 1 day, 1:40:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 1.2345, loss: 1.2345 +2024-09-19 05:35:17,368 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 1 day, 1:40:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 1.1958, loss: 1.1958 +2024-09-19 05:35:39,995 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 1 day, 1:39:43, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 1.2083, loss: 1.2083 +2024-09-19 05:36:02,776 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 1 day, 1:39:20, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 1.2203, loss: 1.2203 +2024-09-19 05:36:25,236 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 1 day, 1:38:56, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 1.1324, loss: 1.1324 +2024-09-19 05:36:47,494 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 1 day, 1:38:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 1.2486, loss: 1.2486 +2024-09-19 05:37:10,133 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 1 day, 1:38:09, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9587, loss_cls: 1.2145, loss: 1.2145 +2024-09-19 05:37:32,322 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 1 day, 1:37:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 1.2833, loss: 1.2833 +2024-09-19 05:37:54,593 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 1 day, 1:37:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 1.2293, loss: 1.2293 +2024-09-19 05:38:16,967 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 1 day, 1:36:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 1.2843, loss: 1.2843 +2024-09-19 05:38:39,237 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 1 day, 1:36:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9537, loss_cls: 1.2367, loss: 1.2367 +2024-09-19 05:39:01,479 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 1 day, 1:36:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9481, loss_cls: 1.2762, loss: 1.2762 +2024-09-19 05:39:24,206 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 1 day, 1:35:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 1.2145, loss: 1.2145 +2024-09-19 05:39:47,340 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 1 day, 1:35:24, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9569, loss_cls: 1.2149, loss: 1.2149 +2024-09-19 05:40:09,772 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 1 day, 1:35:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 1.3511, loss: 1.3511 +2024-09-19 05:40:32,031 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 1 day, 1:34:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 1.1922, loss: 1.1922 +2024-09-19 05:40:54,700 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 1 day, 1:34:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 1.3021, loss: 1.3021 +2024-09-19 05:41:17,001 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 1 day, 1:33:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 1.2334, loss: 1.2334 +2024-09-19 05:41:39,220 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 1 day, 1:33:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 1.2315, loss: 1.2315 +2024-09-19 05:42:01,493 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 1 day, 1:33:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9531, loss_cls: 1.2702, loss: 1.2702 +2024-09-19 05:42:23,207 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 1 day, 1:32:36, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 1.1813, loss: 1.1813 +2024-09-19 05:42:45,313 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 1 day, 1:32:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9506, loss_cls: 1.2587, loss: 1.2587 +2024-09-19 05:43:07,759 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 1 day, 1:31:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 1.2707, loss: 1.2707 +2024-09-19 05:43:30,829 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 1 day, 1:31:26, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 1.3179, loss: 1.3179 +2024-09-19 05:43:53,562 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 1 day, 1:31:03, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 1.3345, loss: 1.3345 +2024-09-19 05:44:15,719 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 1 day, 1:30:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 1.2799, loss: 1.2799 +2024-09-19 05:44:38,136 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 1 day, 1:30:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 1.3552, loss: 1.3552 +2024-09-19 05:45:00,758 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 1 day, 1:29:51, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 1.3192, loss: 1.3192 +2024-09-19 05:45:23,152 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 1 day, 1:29:28, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 1.2156, loss: 1.2156 +2024-09-19 05:45:45,523 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 1 day, 1:29:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 1.2767, loss: 1.2767 +2024-09-19 05:46:07,617 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 1 day, 1:28:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9450, loss_cls: 1.2904, loss: 1.2904 +2024-09-19 05:46:29,881 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 1 day, 1:28:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 1.2710, loss: 1.2710 +2024-09-19 05:46:39,495 - pyskl - INFO - Saving checkpoint at 48 epochs +2024-09-19 05:49:56,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 05:49:56,648 - pyskl - INFO - +top1_acc 0.7153 +top5_acc 0.9308 +2024-09-19 05:49:56,664 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.7153, top5_acc: 0.9308 +2024-09-19 05:50:50,163 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 1 day, 1:28:29, time: 0.535, data_time: 0.314, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 1.2864, loss: 1.2864 +2024-09-19 05:51:12,252 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 1 day, 1:28:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 1.1738, loss: 1.1738 +2024-09-19 05:51:34,631 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 1 day, 1:27:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 1.2085, loss: 1.2085 +2024-09-19 05:51:56,991 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 1 day, 1:27:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 1.2204, loss: 1.2204 +2024-09-19 05:52:18,865 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 1 day, 1:26:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 1.2395, loss: 1.2395 +2024-09-19 05:52:41,337 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 1 day, 1:26:29, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 1.1606, loss: 1.1606 +2024-09-19 05:53:03,552 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 1 day, 1:26:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9537, loss_cls: 1.2172, loss: 1.2172 +2024-09-19 05:53:25,847 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 1 day, 1:25:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 1.2650, loss: 1.2650 +2024-09-19 05:53:48,088 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 1 day, 1:25:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 1.2366, loss: 1.2366 +2024-09-19 05:54:10,806 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 1 day, 1:24:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 1.2351, loss: 1.2351 +2024-09-19 05:54:33,448 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 1 day, 1:24:31, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 1.3496, loss: 1.3496 +2024-09-19 05:54:56,511 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 1 day, 1:24:08, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 1.2916, loss: 1.2916 +2024-09-19 05:55:18,867 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 1 day, 1:23:45, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 1.2166, loss: 1.2166 +2024-09-19 05:55:41,226 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 1 day, 1:23:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9519, loss_cls: 1.2072, loss: 1.2072 +2024-09-19 05:56:03,326 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 1 day, 1:22:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 1.2947, loss: 1.2947 +2024-09-19 05:56:25,747 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 1 day, 1:22:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 1.2004, loss: 1.2004 +2024-09-19 05:56:47,537 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 1 day, 1:22:08, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9513, loss_cls: 1.2804, loss: 1.2804 +2024-09-19 05:57:09,933 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 1 day, 1:21:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 1.1706, loss: 1.1706 +2024-09-19 05:57:32,324 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 1 day, 1:21:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 1.2645, loss: 1.2645 +2024-09-19 05:57:54,117 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 1 day, 1:20:55, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 1.2879, loss: 1.2879 +2024-09-19 05:58:15,811 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 1 day, 1:20:30, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 1.2890, loss: 1.2890 +2024-09-19 05:58:38,619 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 1 day, 1:20:07, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 1.2035, loss: 1.2035 +2024-09-19 05:59:00,496 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 1 day, 1:19:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 1.2584, loss: 1.2584 +2024-09-19 05:59:22,211 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 1 day, 1:19:17, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9481, loss_cls: 1.2533, loss: 1.2533 +2024-09-19 05:59:44,191 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 1 day, 1:18:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 1.2043, loss: 1.2043 +2024-09-19 06:00:05,843 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 1 day, 1:18:28, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9519, loss_cls: 1.2551, loss: 1.2551 +2024-09-19 06:00:28,028 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 1 day, 1:18:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9500, loss_cls: 1.2731, loss: 1.2731 +2024-09-19 06:00:49,745 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 1 day, 1:17:38, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 1.3495, loss: 1.3495 +2024-09-19 06:01:11,800 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 1 day, 1:17:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 1.2769, loss: 1.2769 +2024-09-19 06:01:33,981 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 1 day, 1:16:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 1.2767, loss: 1.2767 +2024-09-19 06:01:56,267 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 1 day, 1:16:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 1.1571, loss: 1.1571 +2024-09-19 06:02:19,060 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 1 day, 1:16:03, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 1.2294, loss: 1.2294 +2024-09-19 06:02:41,394 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 1 day, 1:15:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9513, loss_cls: 1.2171, loss: 1.2171 +2024-09-19 06:03:03,762 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 1 day, 1:15:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 1.2208, loss: 1.2208 +2024-09-19 06:03:26,120 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 1 day, 1:14:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 1.2601, loss: 1.2601 +2024-09-19 06:03:48,240 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 1 day, 1:14:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 1.2929, loss: 1.2929 +2024-09-19 06:04:10,022 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 1 day, 1:14:02, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 1.1810, loss: 1.1810 +2024-09-19 06:04:32,224 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 1 day, 1:13:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 1.2909, loss: 1.2909 +2024-09-19 06:04:54,394 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 1 day, 1:13:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 1.3073, loss: 1.3073 +2024-09-19 06:05:03,868 - pyskl - INFO - Saving checkpoint at 49 epochs +2024-09-19 06:08:20,432 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 06:08:21,096 - pyskl - INFO - +top1_acc 0.6820 +top5_acc 0.9246 +2024-09-19 06:08:21,116 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.6820, top5_acc: 0.9246 +2024-09-19 06:09:13,058 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 1 day, 1:13:23, time: 0.519, data_time: 0.291, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 1.2974, loss: 1.2974 +2024-09-19 06:09:35,734 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 1 day, 1:13:00, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 1.2755, loss: 1.2755 +2024-09-19 06:09:58,120 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 1 day, 1:12:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9500, loss_cls: 1.2373, loss: 1.2373 +2024-09-19 06:10:20,496 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 1 day, 1:12:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 1.1887, loss: 1.1887 +2024-09-19 06:10:42,704 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 1 day, 1:11:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 1.1987, loss: 1.1987 +2024-09-19 06:11:05,291 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 1 day, 1:11:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 1.2225, loss: 1.2225 +2024-09-19 06:11:27,552 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 1 day, 1:11:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 1.2019, loss: 1.2019 +2024-09-19 06:11:49,852 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 1 day, 1:10:38, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 1.2175, loss: 1.2175 +2024-09-19 06:12:12,023 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 1 day, 1:10:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 1.2771, loss: 1.2771 +2024-09-19 06:12:34,628 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 1 day, 1:09:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 1.2509, loss: 1.2509 +2024-09-19 06:12:57,160 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 1 day, 1:09:27, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 1.2933, loss: 1.2933 +2024-09-19 06:13:19,062 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 1 day, 1:09:02, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 1.2242, loss: 1.2242 +2024-09-19 06:13:41,388 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 1 day, 1:08:38, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 1.2062, loss: 1.2062 +2024-09-19 06:14:04,471 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 1 day, 1:08:16, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 1.2523, loss: 1.2523 +2024-09-19 06:14:26,944 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 1 day, 1:07:52, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 1.3412, loss: 1.3412 +2024-09-19 06:14:49,542 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 1 day, 1:07:29, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 1.1703, loss: 1.1703 +2024-09-19 06:15:12,244 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 1 day, 1:07:06, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 1.2166, loss: 1.2166 +2024-09-19 06:15:34,592 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 1 day, 1:06:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9556, loss_cls: 1.2110, loss: 1.2110 +2024-09-19 06:15:57,449 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 1 day, 1:06:20, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 1.2350, loss: 1.2350 +2024-09-19 06:16:20,028 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 1 day, 1:05:56, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9563, loss_cls: 1.1733, loss: 1.1733 +2024-09-19 06:16:42,291 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 1 day, 1:05:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 1.2069, loss: 1.2069 +2024-09-19 06:17:04,769 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 1 day, 1:05:09, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9487, loss_cls: 1.2800, loss: 1.2800 +2024-09-19 06:17:27,271 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 1 day, 1:04:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 1.2843, loss: 1.2843 +2024-09-19 06:17:49,594 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 1 day, 1:04:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 1.3110, loss: 1.3110 +2024-09-19 06:18:11,571 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 1 day, 1:03:57, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 1.2064, loss: 1.2064 +2024-09-19 06:18:33,727 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 1 day, 1:03:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 1.1916, loss: 1.1916 +2024-09-19 06:18:55,982 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 1 day, 1:03:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 1.2862, loss: 1.2862 +2024-09-19 06:19:18,188 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 1 day, 1:02:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 1.2028, loss: 1.2028 +2024-09-19 06:19:40,396 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 1 day, 1:02:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 1.3029, loss: 1.3029 +2024-09-19 06:20:02,729 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 1 day, 1:01:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 1.2265, loss: 1.2265 +2024-09-19 06:20:25,616 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 1 day, 1:01:34, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 1.2738, loss: 1.2738 +2024-09-19 06:20:48,206 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 1 day, 1:01:11, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 1.2991, loss: 1.2991 +2024-09-19 06:21:10,482 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 1 day, 1:00:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 1.2460, loss: 1.2460 +2024-09-19 06:21:33,050 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 1 day, 1:00:24, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 1.2722, loss: 1.2722 +2024-09-19 06:21:54,635 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 1 day, 0:59:58, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 1.2828, loss: 1.2828 +2024-09-19 06:22:16,386 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 1 day, 0:59:33, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 1.2537, loss: 1.2537 +2024-09-19 06:22:37,981 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 1 day, 0:59:08, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 1.1902, loss: 1.1902 +2024-09-19 06:22:59,958 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 1 day, 0:58:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9531, loss_cls: 1.2589, loss: 1.2589 +2024-09-19 06:23:21,698 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 1 day, 0:58:19, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 1.2842, loss: 1.2842 +2024-09-19 06:23:31,005 - pyskl - INFO - Saving checkpoint at 50 epochs +2024-09-19 06:26:49,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 06:26:49,847 - pyskl - INFO - +top1_acc 0.7370 +top5_acc 0.9449 +2024-09-19 06:26:49,863 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.7370, top5_acc: 0.9449 +2024-09-19 06:27:43,608 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 1 day, 0:58:30, time: 0.537, data_time: 0.313, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 1.2766, loss: 1.2766 +2024-09-19 06:28:06,002 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 1 day, 0:58:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 1.2096, loss: 1.2096 +2024-09-19 06:28:28,211 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 1 day, 0:57:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 1.1304, loss: 1.1304 +2024-09-19 06:28:49,733 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 1 day, 0:57:17, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 1.2879, loss: 1.2879 +2024-09-19 06:29:11,792 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 1 day, 0:56:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 1.1915, loss: 1.1915 +2024-09-19 06:29:33,997 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 1 day, 0:56:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 1.2471, loss: 1.2471 +2024-09-19 06:29:56,423 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 1 day, 0:56:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9575, loss_cls: 1.2023, loss: 1.2023 +2024-09-19 06:30:19,496 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 1 day, 0:55:43, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 1.2653, loss: 1.2653 +2024-09-19 06:30:42,393 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 1 day, 0:55:20, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 1.1538, loss: 1.1538 +2024-09-19 06:31:04,719 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 1 day, 0:54:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 1.2818, loss: 1.2818 +2024-09-19 06:31:27,052 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 1 day, 0:54:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9563, loss_cls: 1.1710, loss: 1.1710 +2024-09-19 06:31:49,450 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 1 day, 0:54:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9513, loss_cls: 1.2821, loss: 1.2821 +2024-09-19 06:32:12,312 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 1 day, 0:53:46, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 1.1751, loss: 1.1751 +2024-09-19 06:32:35,334 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 1 day, 0:53:24, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.2811, loss: 1.2811 +2024-09-19 06:32:57,529 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 1 day, 0:53:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 1.2213, loss: 1.2213 +2024-09-19 06:33:19,941 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 1 day, 0:52:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9519, loss_cls: 1.2864, loss: 1.2864 +2024-09-19 06:33:42,256 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 1 day, 0:52:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 1.1267, loss: 1.1267 +2024-09-19 06:34:04,634 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 1 day, 0:51:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 1.1994, loss: 1.1994 +2024-09-19 06:34:26,767 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 1 day, 0:51:24, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 1.1657, loss: 1.1657 +2024-09-19 06:34:49,040 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 1 day, 0:51:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 1.1394, loss: 1.1394 +2024-09-19 06:35:11,420 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 1 day, 0:50:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 1.2575, loss: 1.2575 +2024-09-19 06:35:34,190 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 1 day, 0:50:14, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9500, loss_cls: 1.3205, loss: 1.3205 +2024-09-19 06:35:56,832 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 1 day, 0:49:51, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9537, loss_cls: 1.2542, loss: 1.2542 +2024-09-19 06:36:19,072 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 1 day, 0:49:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9569, loss_cls: 1.1525, loss: 1.1525 +2024-09-19 06:36:41,119 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 1 day, 0:49:02, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 1.2844, loss: 1.2844 +2024-09-19 06:37:03,365 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 1 day, 0:48:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9531, loss_cls: 1.1638, loss: 1.1638 +2024-09-19 06:37:25,654 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 1 day, 0:48:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9500, loss_cls: 1.3140, loss: 1.3140 +2024-09-19 06:37:47,952 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 1 day, 0:47:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 1.2010, loss: 1.2010 +2024-09-19 06:38:10,260 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 1 day, 0:47:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 1.3157, loss: 1.3157 +2024-09-19 06:38:32,524 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 1 day, 0:47:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 1.2819, loss: 1.2819 +2024-09-19 06:38:54,727 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 1 day, 0:46:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 1.1964, loss: 1.1964 +2024-09-19 06:39:17,153 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 1 day, 0:46:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 1.3358, loss: 1.3358 +2024-09-19 06:39:39,432 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 1 day, 0:45:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 1.2500, loss: 1.2500 +2024-09-19 06:40:01,308 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 1 day, 0:45:27, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 1.2181, loss: 1.2181 +2024-09-19 06:40:23,037 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 1 day, 0:45:02, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 1.2184, loss: 1.2184 +2024-09-19 06:40:44,719 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 1 day, 0:44:37, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 1.1910, loss: 1.1910 +2024-09-19 06:41:06,832 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 1 day, 0:44:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 1.2801, loss: 1.2801 +2024-09-19 06:41:29,097 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 1 day, 0:43:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 1.2468, loss: 1.2468 +2024-09-19 06:41:51,028 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 1 day, 0:43:24, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 1.3211, loss: 1.3211 +2024-09-19 06:42:00,545 - pyskl - INFO - Saving checkpoint at 51 epochs +2024-09-19 06:45:17,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 06:45:17,867 - pyskl - INFO - +top1_acc 0.7216 +top5_acc 0.9372 +2024-09-19 06:45:17,886 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.7216, top5_acc: 0.9372 +2024-09-19 06:46:11,390 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 1 day, 0:43:34, time: 0.535, data_time: 0.306, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 1.1963, loss: 1.1963 +2024-09-19 06:46:33,644 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 1 day, 0:43:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 1.1533, loss: 1.1533 +2024-09-19 06:46:56,070 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 1 day, 0:42:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 1.0982, loss: 1.0982 +2024-09-19 06:47:18,753 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 1 day, 0:42:23, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9513, loss_cls: 1.2123, loss: 1.2123 +2024-09-19 06:47:41,044 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 1 day, 0:41:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 1.3001, loss: 1.3001 +2024-09-19 06:48:03,791 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 1 day, 0:41:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 1.1274, loss: 1.1274 +2024-09-19 06:48:26,068 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 1 day, 0:41:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 1.2586, loss: 1.2586 +2024-09-19 06:48:48,472 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 1 day, 0:40:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 1.1167, loss: 1.1167 +2024-09-19 06:49:10,581 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 1 day, 0:40:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 1.1819, loss: 1.1819 +2024-09-19 06:49:33,192 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 1 day, 0:40:02, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.1846, loss: 1.1846 +2024-09-19 06:49:55,475 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 1 day, 0:39:38, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 1.1925, loss: 1.1925 +2024-09-19 06:50:17,707 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 1 day, 0:39:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9525, loss_cls: 1.2587, loss: 1.2587 +2024-09-19 06:50:39,888 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 1 day, 0:38:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9569, loss_cls: 1.2193, loss: 1.2193 +2024-09-19 06:51:02,688 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 1 day, 0:38:27, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 1.2266, loss: 1.2266 +2024-09-19 06:51:25,163 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 1 day, 0:38:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 1.1271, loss: 1.1271 +2024-09-19 06:51:47,482 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 1 day, 0:37:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9644, loss_cls: 1.2912, loss: 1.2912 +2024-09-19 06:52:09,949 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 1 day, 0:37:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 1.2695, loss: 1.2695 +2024-09-19 06:52:32,233 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 1 day, 0:36:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 1.2579, loss: 1.2579 +2024-09-19 06:52:54,472 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 1 day, 0:36:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 1.2454, loss: 1.2454 +2024-09-19 06:53:16,687 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 1 day, 0:36:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 1.2665, loss: 1.2665 +2024-09-19 06:53:39,184 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 1 day, 0:35:41, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 1.2439, loss: 1.2439 +2024-09-19 06:54:01,716 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 1 day, 0:35:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 1.1537, loss: 1.1537 +2024-09-19 06:54:24,451 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 1 day, 0:34:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9563, loss_cls: 1.2448, loss: 1.2448 +2024-09-19 06:54:46,857 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 1 day, 0:34:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 1.2241, loss: 1.2241 +2024-09-19 06:55:09,165 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 1 day, 0:34:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 1.2606, loss: 1.2606 +2024-09-19 06:55:31,455 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 1 day, 0:33:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 1.2473, loss: 1.2473 +2024-09-19 06:55:53,660 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 1 day, 0:33:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 1.2227, loss: 1.2227 +2024-09-19 06:56:15,825 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 1 day, 0:32:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 1.2201, loss: 1.2201 +2024-09-19 06:56:37,703 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 1 day, 0:32:30, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 1.2688, loss: 1.2688 +2024-09-19 06:56:59,569 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 1 day, 0:32:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9581, loss_cls: 1.1959, loss: 1.1959 +2024-09-19 06:57:21,691 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 1 day, 0:31:42, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 1.1715, loss: 1.1715 +2024-09-19 06:57:43,900 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 1 day, 0:31:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 1.1703, loss: 1.1703 +2024-09-19 06:58:06,276 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 1 day, 0:30:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 1.1442, loss: 1.1442 +2024-09-19 06:58:28,475 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 1 day, 0:30:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 1.2202, loss: 1.2202 +2024-09-19 06:58:50,857 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 1 day, 0:30:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 1.2584, loss: 1.2584 +2024-09-19 06:59:13,285 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 1 day, 0:29:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 1.3379, loss: 1.3379 +2024-09-19 06:59:35,524 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 1 day, 0:29:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 1.2456, loss: 1.2456 +2024-09-19 06:59:57,847 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 1 day, 0:28:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 1.2573, loss: 1.2573 +2024-09-19 07:00:20,503 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 0:28:32, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 1.1215, loss: 1.1215 +2024-09-19 07:00:30,522 - pyskl - INFO - Saving checkpoint at 52 epochs +2024-09-19 07:03:51,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 07:03:51,991 - pyskl - INFO - +top1_acc 0.7310 +top5_acc 0.9406 +2024-09-19 07:03:52,016 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.7310, top5_acc: 0.9406 +2024-09-19 07:04:44,234 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 0:28:38, time: 0.522, data_time: 0.304, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 1.1940, loss: 1.1940 +2024-09-19 07:05:05,891 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 0:28:13, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 1.2824, loss: 1.2824 +2024-09-19 07:05:27,697 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 0:27:48, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9569, loss_cls: 1.2383, loss: 1.2383 +2024-09-19 07:05:50,343 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 0:27:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9606, loss_cls: 1.1216, loss: 1.1216 +2024-09-19 07:06:13,098 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 0:27:02, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 1.1415, loss: 1.1415 +2024-09-19 07:06:35,429 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 0:26:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 1.2183, loss: 1.2183 +2024-09-19 07:06:57,873 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 0:26:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 1.1513, loss: 1.1513 +2024-09-19 07:07:20,086 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 0:25:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 1.2772, loss: 1.2772 +2024-09-19 07:07:42,412 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 0:25:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 1.2983, loss: 1.2983 +2024-09-19 07:08:04,984 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 0:25:04, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 1.2463, loss: 1.2463 +2024-09-19 07:08:27,600 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 0:24:41, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 1.2754, loss: 1.2754 +2024-09-19 07:08:49,922 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 0:24:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 1.2103, loss: 1.2103 +2024-09-19 07:09:12,375 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 0:23:53, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 1.0582, loss: 1.0582 +2024-09-19 07:09:35,392 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 0:23:31, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 1.1591, loss: 1.1591 +2024-09-19 07:09:57,748 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 0:23:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 1.2520, loss: 1.2520 +2024-09-19 07:10:20,192 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 0:22:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 1.1845, loss: 1.1845 +2024-09-19 07:10:42,920 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 0:22:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 1.0954, loss: 1.0954 +2024-09-19 07:11:05,466 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 0:21:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9456, loss_cls: 1.3479, loss: 1.3479 +2024-09-19 07:11:27,990 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 0:21:34, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 1.1905, loss: 1.1905 +2024-09-19 07:11:50,260 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 0:21:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 1.1538, loss: 1.1538 +2024-09-19 07:12:12,420 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 0:20:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 1.2661, loss: 1.2661 +2024-09-19 07:12:34,832 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 0:20:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 1.2693, loss: 1.2693 +2024-09-19 07:12:57,814 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 0:20:00, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 1.2199, loss: 1.2199 +2024-09-19 07:13:20,194 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 0:19:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 1.2494, loss: 1.2494 +2024-09-19 07:13:42,363 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 0:19:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9544, loss_cls: 1.2375, loss: 1.2375 +2024-09-19 07:14:04,661 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 0:18:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 1.2109, loss: 1.2109 +2024-09-19 07:14:26,929 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 0:18:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 1.3149, loss: 1.3149 +2024-09-19 07:14:48,965 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 0:18:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 1.2586, loss: 1.2586 +2024-09-19 07:15:11,232 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 0:17:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 1.2665, loss: 1.2665 +2024-09-19 07:15:33,804 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 0:17:13, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 1.2207, loss: 1.2207 +2024-09-19 07:15:56,227 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 0:16:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9637, loss_cls: 1.2572, loss: 1.2572 +2024-09-19 07:16:18,558 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 0:16:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 1.2351, loss: 1.2351 +2024-09-19 07:16:41,059 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 0:16:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 1.2741, loss: 1.2741 +2024-09-19 07:17:03,242 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 0:15:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 1.1593, loss: 1.1593 +2024-09-19 07:17:25,294 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 0:15:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 1.1953, loss: 1.1953 +2024-09-19 07:17:47,257 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 0:14:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9581, loss_cls: 1.2099, loss: 1.2099 +2024-09-19 07:18:09,402 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 0:14:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 1.2261, loss: 1.2261 +2024-09-19 07:18:31,036 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 0:14:01, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 1.2184, loss: 1.2184 +2024-09-19 07:18:53,295 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 0:13:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 1.0831, loss: 1.0831 +2024-09-19 07:19:02,896 - pyskl - INFO - Saving checkpoint at 53 epochs +2024-09-19 07:22:18,919 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 07:22:19,367 - pyskl - INFO - +top1_acc 0.7149 +top5_acc 0.9363 +2024-09-19 07:22:19,383 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.7149, top5_acc: 0.9363 +2024-09-19 07:23:13,302 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 0:13:45, time: 0.539, data_time: 0.313, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 1.3100, loss: 1.3100 +2024-09-19 07:23:36,498 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 0:13:23, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 1.0937, loss: 1.0937 +2024-09-19 07:23:58,942 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 0:13:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9600, loss_cls: 1.1461, loss: 1.1461 +2024-09-19 07:24:21,224 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 0:12:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 1.1867, loss: 1.1867 +2024-09-19 07:24:43,480 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 0:12:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 1.1947, loss: 1.1947 +2024-09-19 07:25:06,386 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 0:11:49, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 1.3161, loss: 1.3161 +2024-09-19 07:25:29,229 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 0:11:26, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 1.2639, loss: 1.2639 +2024-09-19 07:25:52,190 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 0:11:04, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 1.1496, loss: 1.1496 +2024-09-19 07:26:15,195 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 0:10:41, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9569, loss_cls: 1.1245, loss: 1.1245 +2024-09-19 07:26:37,440 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 0:10:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9556, loss_cls: 1.1644, loss: 1.1644 +2024-09-19 07:26:59,773 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 0:09:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 1.2573, loss: 1.2573 +2024-09-19 07:27:22,291 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 0:09:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 1.2596, loss: 1.2596 +2024-09-19 07:27:44,802 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 0:09:07, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 1.2427, loss: 1.2427 +2024-09-19 07:28:07,915 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 0:08:45, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 1.2462, loss: 1.2462 +2024-09-19 07:28:30,570 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 0:08:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 1.2610, loss: 1.2610 +2024-09-19 07:28:53,129 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 0:07:58, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 1.1943, loss: 1.1943 +2024-09-19 07:29:15,720 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 0:07:35, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 1.1483, loss: 1.1483 +2024-09-19 07:29:38,176 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 0:07:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 1.2092, loss: 1.2092 +2024-09-19 07:30:00,698 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 0:06:48, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9581, loss_cls: 1.2132, loss: 1.2132 +2024-09-19 07:30:23,050 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 0:06:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 1.2126, loss: 1.2126 +2024-09-19 07:30:45,359 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 0:06:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 1.2077, loss: 1.2077 +2024-09-19 07:31:07,579 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 0:05:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 1.2268, loss: 1.2268 +2024-09-19 07:31:30,125 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 0:05:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.1945, loss: 1.1945 +2024-09-19 07:31:52,851 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 0:04:50, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 1.1379, loss: 1.1379 +2024-09-19 07:32:15,444 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 0:04:27, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9594, loss_cls: 1.1745, loss: 1.1745 +2024-09-19 07:32:37,694 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 0:04:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 1.2823, loss: 1.2823 +2024-09-19 07:32:59,700 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 0:03:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9494, loss_cls: 1.2291, loss: 1.2291 +2024-09-19 07:33:21,722 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 0:03:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 1.2721, loss: 1.2721 +2024-09-19 07:33:43,935 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 0:02:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9581, loss_cls: 1.1951, loss: 1.1951 +2024-09-19 07:34:06,244 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 0:02:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 1.1472, loss: 1.1472 +2024-09-19 07:34:28,008 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 0:02:02, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 1.1568, loss: 1.1568 +2024-09-19 07:34:49,577 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 0:01:37, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 1.1891, loss: 1.1891 +2024-09-19 07:35:11,773 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 0:01:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9550, loss_cls: 1.2176, loss: 1.2176 +2024-09-19 07:35:34,196 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 0:00:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 1.2635, loss: 1.2635 +2024-09-19 07:35:56,611 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 0:00:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 1.1734, loss: 1.1734 +2024-09-19 07:36:18,913 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 0:00:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 1.2403, loss: 1.2403 +2024-09-19 07:36:41,151 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 23:59:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9544, loss_cls: 1.1978, loss: 1.1978 +2024-09-19 07:37:03,088 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 23:59:14, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 1.2042, loss: 1.2042 +2024-09-19 07:37:25,245 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 23:58:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 1.1294, loss: 1.1294 +2024-09-19 07:37:35,124 - pyskl - INFO - Saving checkpoint at 54 epochs +2024-09-19 07:40:48,342 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 07:40:49,010 - pyskl - INFO - +top1_acc 0.7175 +top5_acc 0.9363 +2024-09-19 07:40:49,029 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7175, top5_acc: 0.9363 +2024-09-19 07:41:40,220 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 23:58:52, time: 0.512, data_time: 0.286, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 1.2540, loss: 1.2540 +2024-09-19 07:42:02,963 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 23:58:29, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 1.1682, loss: 1.1682 +2024-09-19 07:42:25,147 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 23:58:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 1.1462, loss: 1.1462 +2024-09-19 07:42:47,443 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 23:57:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 1.1271, loss: 1.1271 +2024-09-19 07:43:09,815 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 23:57:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.1761, loss: 1.1761 +2024-09-19 07:43:32,176 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 23:56:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9669, loss_cls: 1.2339, loss: 1.2339 +2024-09-19 07:43:54,533 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 23:56:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9494, loss_cls: 1.3052, loss: 1.3052 +2024-09-19 07:44:17,189 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 23:56:07, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 1.2257, loss: 1.2257 +2024-09-19 07:44:40,183 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 23:55:45, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 1.1063, loss: 1.1063 +2024-09-19 07:45:02,737 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 23:55:22, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9669, loss_cls: 1.2170, loss: 1.2170 +2024-09-19 07:45:25,384 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 23:54:58, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 1.1969, loss: 1.1969 +2024-09-19 07:45:47,753 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 23:54:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 1.1239, loss: 1.1239 +2024-09-19 07:46:09,872 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 23:54:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 1.3043, loss: 1.3043 +2024-09-19 07:46:32,091 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 23:53:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 1.2125, loss: 1.2125 +2024-09-19 07:46:54,747 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 23:53:24, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 1.1311, loss: 1.1311 +2024-09-19 07:47:17,212 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 23:53:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 1.1743, loss: 1.1743 +2024-09-19 07:47:39,662 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 23:52:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 1.1781, loss: 1.1781 +2024-09-19 07:48:01,716 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 23:52:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 1.1424, loss: 1.1424 +2024-09-19 07:48:24,019 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 23:51:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 1.2277, loss: 1.2277 +2024-09-19 07:48:46,158 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 23:51:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 1.1941, loss: 1.1941 +2024-09-19 07:49:08,479 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 23:51:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 1.2272, loss: 1.2272 +2024-09-19 07:49:30,892 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 23:50:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9550, loss_cls: 1.1881, loss: 1.1881 +2024-09-19 07:49:54,092 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 23:50:15, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 1.1756, loss: 1.1756 +2024-09-19 07:50:17,394 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 23:49:53, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 1.1864, loss: 1.1864 +2024-09-19 07:50:39,915 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 23:49:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 1.1923, loss: 1.1923 +2024-09-19 07:51:02,866 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 23:49:07, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 1.0964, loss: 1.0964 +2024-09-19 07:51:24,951 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 23:48:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 1.2576, loss: 1.2576 +2024-09-19 07:51:46,674 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 23:48:18, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 1.1698, loss: 1.1698 +2024-09-19 07:52:08,843 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 23:47:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 1.1711, loss: 1.1711 +2024-09-19 07:52:31,049 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 23:47:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 1.2539, loss: 1.2539 +2024-09-19 07:52:53,344 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 23:47:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 1.2384, loss: 1.2384 +2024-09-19 07:53:15,548 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 23:46:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 1.1958, loss: 1.1958 +2024-09-19 07:53:37,697 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 23:46:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 1.2271, loss: 1.2271 +2024-09-19 07:54:00,140 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 23:45:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 1.2260, loss: 1.2260 +2024-09-19 07:54:22,541 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 23:45:32, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9513, loss_cls: 1.2528, loss: 1.2528 +2024-09-19 07:54:44,815 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 23:45:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9519, loss_cls: 1.2703, loss: 1.2703 +2024-09-19 07:55:06,892 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 23:44:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 1.1307, loss: 1.1307 +2024-09-19 07:55:30,015 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 23:44:22, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 1.1657, loss: 1.1657 +2024-09-19 07:55:52,583 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 23:43:58, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 1.2312, loss: 1.2312 +2024-09-19 07:56:02,096 - pyskl - INFO - Saving checkpoint at 55 epochs +2024-09-19 07:59:19,272 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 07:59:19,953 - pyskl - INFO - +top1_acc 0.7409 +top5_acc 0.9461 +2024-09-19 07:59:19,959 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_34.pth was removed +2024-09-19 07:59:20,194 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2024-09-19 07:59:20,196 - pyskl - INFO - Best top1_acc is 0.7409 at 55 epoch. +2024-09-19 07:59:20,219 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.7409, top5_acc: 0.9461 +2024-09-19 08:00:12,954 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 23:44:02, time: 0.527, data_time: 0.305, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 1.2392, loss: 1.2392 +2024-09-19 08:00:34,896 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 23:43:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 1.1887, loss: 1.1887 +2024-09-19 08:00:56,767 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 23:43:13, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 1.0949, loss: 1.0949 +2024-09-19 08:01:19,328 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 23:42:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 1.1930, loss: 1.1930 +2024-09-19 08:01:42,144 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 23:42:27, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 1.1693, loss: 1.1693 +2024-09-19 08:02:05,367 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 23:42:05, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 1.2225, loss: 1.2225 +2024-09-19 08:02:28,214 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 23:41:42, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 1.1298, loss: 1.1298 +2024-09-19 08:02:50,685 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 23:41:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 1.0738, loss: 1.0738 +2024-09-19 08:03:13,193 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 23:40:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9556, loss_cls: 1.1966, loss: 1.1966 +2024-09-19 08:03:36,512 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 23:40:33, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9531, loss_cls: 1.2140, loss: 1.2140 +2024-09-19 08:03:59,439 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 23:40:11, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 1.0198, loss: 1.0198 +2024-09-19 08:04:21,683 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 23:39:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 1.1501, loss: 1.1501 +2024-09-19 08:04:44,467 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 23:39:24, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9619, loss_cls: 1.1259, loss: 1.1259 +2024-09-19 08:05:06,641 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 23:39:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 1.1840, loss: 1.1840 +2024-09-19 08:05:30,361 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 23:38:39, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 1.2540, loss: 1.2540 +2024-09-19 08:05:52,949 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 23:38:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9575, loss_cls: 1.1836, loss: 1.1836 +2024-09-19 08:06:15,163 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 23:37:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 1.1902, loss: 1.1902 +2024-09-19 08:06:37,638 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 23:37:28, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 1.1937, loss: 1.1937 +2024-09-19 08:06:59,881 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 23:37:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 1.2761, loss: 1.2761 +2024-09-19 08:07:22,428 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 23:36:41, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9500, loss_cls: 1.2163, loss: 1.2163 +2024-09-19 08:07:44,927 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 23:36:18, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9550, loss_cls: 1.2342, loss: 1.2342 +2024-09-19 08:08:07,278 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 23:35:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 1.2274, loss: 1.2274 +2024-09-19 08:08:29,750 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 23:35:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 1.1970, loss: 1.1970 +2024-09-19 08:08:52,384 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 23:35:07, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 1.2112, loss: 1.2112 +2024-09-19 08:09:14,835 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 23:34:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9563, loss_cls: 1.1758, loss: 1.1758 +2024-09-19 08:09:38,085 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 23:34:22, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 1.1571, loss: 1.1571 +2024-09-19 08:10:00,829 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 23:33:59, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 1.2077, loss: 1.2077 +2024-09-19 08:10:23,364 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 23:33:35, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9487, loss_cls: 1.2789, loss: 1.2789 +2024-09-19 08:10:45,584 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 23:33:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 1.2880, loss: 1.2880 +2024-09-19 08:11:07,797 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 23:32:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 1.2725, loss: 1.2725 +2024-09-19 08:11:30,088 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 23:32:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 1.1648, loss: 1.1648 +2024-09-19 08:11:52,424 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 23:32:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 1.1448, loss: 1.1448 +2024-09-19 08:12:14,660 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 23:31:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 1.1501, loss: 1.1501 +2024-09-19 08:12:36,840 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 23:31:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 1.2341, loss: 1.2341 +2024-09-19 08:12:59,080 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 23:30:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 1.2837, loss: 1.2837 +2024-09-19 08:13:21,547 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 23:30:25, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 1.1138, loss: 1.1138 +2024-09-19 08:13:44,694 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 23:30:03, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 1.1737, loss: 1.1737 +2024-09-19 08:14:07,879 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 23:29:41, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 1.1581, loss: 1.1581 +2024-09-19 08:14:30,419 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 23:29:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 1.2769, loss: 1.2769 +2024-09-19 08:14:40,317 - pyskl - INFO - Saving checkpoint at 56 epochs +2024-09-19 08:17:55,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 08:17:56,339 - pyskl - INFO - +top1_acc 0.7372 +top5_acc 0.9445 +2024-09-19 08:17:56,355 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7372, top5_acc: 0.9445 +2024-09-19 08:18:48,454 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 23:29:19, time: 0.521, data_time: 0.296, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 1.1357, loss: 1.1357 +2024-09-19 08:19:11,108 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 23:28:56, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9575, loss_cls: 1.1452, loss: 1.1452 +2024-09-19 08:19:33,779 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 23:28:33, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 1.1705, loss: 1.1705 +2024-09-19 08:19:56,587 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 23:28:10, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 1.1306, loss: 1.1306 +2024-09-19 08:20:19,027 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 23:27:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 1.0929, loss: 1.0929 +2024-09-19 08:20:41,489 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 23:27:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 1.2024, loss: 1.2024 +2024-09-19 08:21:03,597 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 23:26:59, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 1.1122, loss: 1.1122 +2024-09-19 08:21:26,154 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 23:26:36, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 1.0834, loss: 1.0834 +2024-09-19 08:21:49,155 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 23:26:13, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 1.2194, loss: 1.2194 +2024-09-19 08:22:11,733 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 23:25:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 1.1505, loss: 1.1505 +2024-09-19 08:22:34,316 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 23:25:27, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 1.2196, loss: 1.2196 +2024-09-19 08:22:56,778 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 23:25:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 1.2082, loss: 1.2082 +2024-09-19 08:23:19,323 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 23:24:40, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 1.2431, loss: 1.2431 +2024-09-19 08:23:41,664 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 23:24:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 1.1659, loss: 1.1659 +2024-09-19 08:24:04,981 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 23:23:54, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 1.2629, loss: 1.2629 +2024-09-19 08:24:27,441 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 23:23:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 1.1992, loss: 1.1992 +2024-09-19 08:24:49,620 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 23:23:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 1.1802, loss: 1.1802 +2024-09-19 08:25:11,644 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 23:22:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 1.1202, loss: 1.1202 +2024-09-19 08:25:33,985 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 23:22:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.2658, loss: 1.2658 +2024-09-19 08:25:56,327 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 23:21:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 1.2289, loss: 1.2289 +2024-09-19 08:26:18,316 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 23:21:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 1.1231, loss: 1.1231 +2024-09-19 08:26:40,247 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 23:21:07, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9556, loss_cls: 1.1405, loss: 1.1405 +2024-09-19 08:27:02,435 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 23:20:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9544, loss_cls: 1.1986, loss: 1.1986 +2024-09-19 08:27:25,254 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 23:20:20, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9613, loss_cls: 1.1250, loss: 1.1250 +2024-09-19 08:27:47,632 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 23:19:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9563, loss_cls: 1.1824, loss: 1.1824 +2024-09-19 08:28:10,031 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 23:19:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 1.1363, loss: 1.1363 +2024-09-19 08:28:32,547 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 23:19:09, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 1.2034, loss: 1.2034 +2024-09-19 08:28:54,927 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 23:18:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 1.2164, loss: 1.2164 +2024-09-19 08:29:16,949 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 23:18:22, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.2064, loss: 1.2064 +2024-09-19 08:29:39,302 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 23:17:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9531, loss_cls: 1.2160, loss: 1.2160 +2024-09-19 08:30:01,276 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 23:17:34, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 1.0817, loss: 1.0817 +2024-09-19 08:30:22,981 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 23:17:09, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9575, loss_cls: 1.1497, loss: 1.1497 +2024-09-19 08:30:44,586 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 23:16:44, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 1.2016, loss: 1.2016 +2024-09-19 08:31:06,322 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 23:16:20, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9519, loss_cls: 1.2407, loss: 1.2407 +2024-09-19 08:31:28,163 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 23:15:55, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 1.1161, loss: 1.1161 +2024-09-19 08:31:50,018 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 23:15:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 1.2172, loss: 1.2172 +2024-09-19 08:32:11,606 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 23:15:06, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 1.1612, loss: 1.1612 +2024-09-19 08:32:33,980 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 23:14:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 1.1985, loss: 1.1985 +2024-09-19 08:32:56,491 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 23:14:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 1.2212, loss: 1.2212 +2024-09-19 08:33:06,220 - pyskl - INFO - Saving checkpoint at 57 epochs +2024-09-19 08:36:23,479 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 08:36:24,145 - pyskl - INFO - +top1_acc 0.7057 +top5_acc 0.9310 +2024-09-19 08:36:24,167 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.7057, top5_acc: 0.9310 +2024-09-19 08:37:14,267 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 23:14:17, time: 0.501, data_time: 0.289, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 1.0846, loss: 1.0846 +2024-09-19 08:37:36,002 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 23:13:52, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 1.0955, loss: 1.0955 +2024-09-19 08:37:58,015 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 23:13:28, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9587, loss_cls: 1.1522, loss: 1.1522 +2024-09-19 08:38:20,267 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 23:13:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 1.2454, loss: 1.2454 +2024-09-19 08:38:42,378 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 23:12:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 1.1592, loss: 1.1592 +2024-09-19 08:39:05,281 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 23:12:17, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 1.0738, loss: 1.0738 +2024-09-19 08:39:28,187 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 23:11:55, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 1.1116, loss: 1.1116 +2024-09-19 08:39:50,401 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 23:11:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 1.1675, loss: 1.1675 +2024-09-19 08:40:12,242 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 23:11:06, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 1.1995, loss: 1.1995 +2024-09-19 08:40:34,324 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 23:10:42, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 1.1068, loss: 1.1068 +2024-09-19 08:40:56,839 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 23:10:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 1.1812, loss: 1.1812 +2024-09-19 08:41:19,525 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 23:09:56, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 1.1860, loss: 1.1860 +2024-09-19 08:41:41,577 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 23:09:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9563, loss_cls: 1.2054, loss: 1.2054 +2024-09-19 08:42:03,889 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 23:09:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 1.1260, loss: 1.1260 +2024-09-19 08:42:26,280 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 23:08:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 1.2052, loss: 1.2052 +2024-09-19 08:42:49,433 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 23:08:22, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 1.1315, loss: 1.1315 +2024-09-19 08:43:11,990 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 23:07:59, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 1.2084, loss: 1.2084 +2024-09-19 08:43:34,134 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 23:07:35, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 1.1973, loss: 1.1973 +2024-09-19 08:43:56,390 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 23:07:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 1.1476, loss: 1.1476 +2024-09-19 08:44:18,800 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 23:06:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 1.2204, loss: 1.2204 +2024-09-19 08:44:41,150 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 23:06:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 1.2981, loss: 1.2981 +2024-09-19 08:45:03,456 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 23:06:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9575, loss_cls: 1.1647, loss: 1.1647 +2024-09-19 08:45:25,730 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 23:05:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9613, loss_cls: 1.1071, loss: 1.1071 +2024-09-19 08:45:48,119 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 23:05:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9556, loss_cls: 1.2046, loss: 1.2046 +2024-09-19 08:46:11,428 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 23:04:51, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 1.1882, loss: 1.1882 +2024-09-19 08:46:34,148 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 23:04:28, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 1.1673, loss: 1.1673 +2024-09-19 08:46:56,722 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 23:04:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 1.1821, loss: 1.1821 +2024-09-19 08:47:19,596 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 23:03:42, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 1.0575, loss: 1.0575 +2024-09-19 08:47:41,776 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 23:03:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9575, loss_cls: 1.0962, loss: 1.0962 +2024-09-19 08:48:03,476 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 23:02:53, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 1.1730, loss: 1.1730 +2024-09-19 08:48:25,141 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 23:02:29, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9469, loss_cls: 1.2545, loss: 1.2545 +2024-09-19 08:48:46,797 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 23:02:04, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 1.2404, loss: 1.2404 +2024-09-19 08:49:08,404 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 23:01:39, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9494, loss_cls: 1.2515, loss: 1.2515 +2024-09-19 08:49:30,360 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 23:01:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 1.3240, loss: 1.3240 +2024-09-19 08:49:52,626 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 23:00:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 1.2075, loss: 1.2075 +2024-09-19 08:50:14,799 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 23:00:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 1.1984, loss: 1.1984 +2024-09-19 08:50:37,317 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 23:00:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 1.2292, loss: 1.2292 +2024-09-19 08:50:59,992 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 22:59:41, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 1.2087, loss: 1.2087 +2024-09-19 08:51:22,213 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 22:59:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 1.2026, loss: 1.2026 +2024-09-19 08:51:31,977 - pyskl - INFO - Saving checkpoint at 58 epochs +2024-09-19 08:54:49,204 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 08:54:49,656 - pyskl - INFO - +top1_acc 0.7553 +top5_acc 0.9505 +2024-09-19 08:54:49,660 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_55.pth was removed +2024-09-19 08:54:49,822 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2024-09-19 08:54:49,823 - pyskl - INFO - Best top1_acc is 0.7553 at 58 epoch. +2024-09-19 08:54:49,839 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7553, top5_acc: 0.9505 +2024-09-19 08:55:41,183 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 22:59:16, time: 0.513, data_time: 0.292, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 1.0872, loss: 1.0872 +2024-09-19 08:56:03,295 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 22:58:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 1.0941, loss: 1.0941 +2024-09-19 08:56:25,458 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 22:58:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 1.2111, loss: 1.2111 +2024-09-19 08:56:47,167 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 22:58:03, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 1.0748, loss: 1.0748 +2024-09-19 08:57:09,364 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 22:57:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 1.1175, loss: 1.1175 +2024-09-19 08:57:31,734 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 22:57:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9475, loss_cls: 1.2103, loss: 1.2103 +2024-09-19 08:57:54,536 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 22:56:53, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 1.1261, loss: 1.1261 +2024-09-19 08:58:17,270 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 22:56:30, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9587, loss_cls: 1.0816, loss: 1.0816 +2024-09-19 08:58:39,584 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 22:56:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 1.0321, loss: 1.0321 +2024-09-19 08:59:01,950 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 22:55:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 1.0743, loss: 1.0743 +2024-09-19 08:59:24,605 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 22:55:20, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 1.1316, loss: 1.1316 +2024-09-19 08:59:46,916 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 22:54:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 1.1948, loss: 1.1948 +2024-09-19 09:00:09,363 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 22:54:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 1.1486, loss: 1.1486 +2024-09-19 09:00:32,350 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 22:54:10, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 1.1882, loss: 1.1882 +2024-09-19 09:00:54,859 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 22:53:47, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 1.0870, loss: 1.0870 +2024-09-19 09:01:17,828 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 22:53:24, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 1.1918, loss: 1.1918 +2024-09-19 09:01:40,212 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 22:53:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 1.2131, loss: 1.2131 +2024-09-19 09:02:02,050 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 22:52:36, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9631, loss_cls: 1.1276, loss: 1.1276 +2024-09-19 09:02:24,184 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 22:52:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 1.2291, loss: 1.2291 +2024-09-19 09:02:46,607 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 22:51:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9606, loss_cls: 1.1421, loss: 1.1421 +2024-09-19 09:03:08,356 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 22:51:24, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9575, loss_cls: 1.1578, loss: 1.1578 +2024-09-19 09:03:30,600 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 22:51:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 1.1879, loss: 1.1879 +2024-09-19 09:03:52,712 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 22:50:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9556, loss_cls: 1.1891, loss: 1.1891 +2024-09-19 09:04:15,385 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 22:50:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9513, loss_cls: 1.1791, loss: 1.1791 +2024-09-19 09:04:38,099 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 22:49:50, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 1.1156, loss: 1.1156 +2024-09-19 09:05:01,179 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 22:49:28, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 1.1808, loss: 1.1808 +2024-09-19 09:05:24,243 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 22:49:06, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9581, loss_cls: 1.1771, loss: 1.1771 +2024-09-19 09:05:46,797 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 22:48:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 1.0536, loss: 1.0536 +2024-09-19 09:06:09,297 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 22:48:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 1.1456, loss: 1.1456 +2024-09-19 09:06:31,588 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 22:47:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 1.1459, loss: 1.1459 +2024-09-19 09:06:53,818 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 22:47:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 1.1570, loss: 1.1570 +2024-09-19 09:07:16,035 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 22:47:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 1.1821, loss: 1.1821 +2024-09-19 09:07:38,224 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 22:46:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 1.2482, loss: 1.2482 +2024-09-19 09:08:00,520 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 22:46:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 1.1897, loss: 1.1897 +2024-09-19 09:08:22,474 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 22:45:56, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 1.1616, loss: 1.1616 +2024-09-19 09:08:44,841 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 22:45:32, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 1.2184, loss: 1.2184 +2024-09-19 09:09:07,381 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 22:45:09, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9681, loss_cls: 1.2154, loss: 1.2154 +2024-09-19 09:09:30,111 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 22:44:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 1.1961, loss: 1.1961 +2024-09-19 09:09:52,180 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 22:44:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 1.0832, loss: 1.0832 +2024-09-19 09:10:01,751 - pyskl - INFO - Saving checkpoint at 59 epochs +2024-09-19 09:13:16,075 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 09:13:16,536 - pyskl - INFO - +top1_acc 0.7400 +top5_acc 0.9432 +2024-09-19 09:13:16,552 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.7400, top5_acc: 0.9432 +2024-09-19 09:14:09,164 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 22:44:22, time: 0.526, data_time: 0.304, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 1.0236, loss: 1.0236 +2024-09-19 09:14:31,667 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 22:43:59, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9606, loss_cls: 1.0958, loss: 1.0958 +2024-09-19 09:14:58,159 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 22:43:41, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.1236, loss: 1.1236 +2024-09-19 09:15:24,740 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 22:43:24, time: 0.266, data_time: 0.001, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 1.1016, loss: 1.1016 +2024-09-19 09:15:50,031 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 22:43:05, time: 0.253, data_time: 0.001, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 1.2439, loss: 1.2439 +2024-09-19 09:16:12,064 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 22:42:41, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 1.2248, loss: 1.2248 +2024-09-19 09:16:35,566 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 22:42:19, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 1.0381, loss: 1.0381 +2024-09-19 09:16:58,532 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 22:41:57, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 1.1486, loss: 1.1486 +2024-09-19 09:17:21,748 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 22:41:34, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 1.0899, loss: 1.0899 +2024-09-19 09:17:44,739 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 22:41:12, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 1.1115, loss: 1.1115 +2024-09-19 09:18:07,847 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 22:40:49, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 1.1124, loss: 1.1124 +2024-09-19 09:18:30,631 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 22:40:26, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9600, loss_cls: 1.1434, loss: 1.1434 +2024-09-19 09:18:53,368 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 22:40:03, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 1.1775, loss: 1.1775 +2024-09-19 09:19:17,240 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 22:39:42, time: 0.239, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 1.0952, loss: 1.0952 +2024-09-19 09:19:40,392 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 22:39:20, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 1.2407, loss: 1.2407 +2024-09-19 09:20:03,109 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 22:38:57, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 1.1934, loss: 1.1934 +2024-09-19 09:20:26,255 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 22:38:34, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 1.0891, loss: 1.0891 +2024-09-19 09:20:48,993 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 22:38:11, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9625, loss_cls: 1.0574, loss: 1.0574 +2024-09-19 09:21:11,748 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 22:37:48, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 1.1826, loss: 1.1826 +2024-09-19 09:21:34,176 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 22:37:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.1051, loss: 1.1051 +2024-09-19 09:21:57,182 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 22:37:02, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 1.1304, loss: 1.1304 +2024-09-19 09:22:19,746 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 22:36:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 1.2333, loss: 1.2333 +2024-09-19 09:22:42,195 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 22:36:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 1.1584, loss: 1.1584 +2024-09-19 09:23:04,796 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 22:35:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 1.1814, loss: 1.1814 +2024-09-19 09:23:27,435 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 22:35:29, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 1.1899, loss: 1.1899 +2024-09-19 09:23:50,277 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 22:35:06, time: 0.228, data_time: 0.001, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 1.1305, loss: 1.1305 +2024-09-19 09:24:13,055 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 22:34:43, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9587, loss_cls: 1.1844, loss: 1.1844 +2024-09-19 09:24:35,468 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 22:34:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 1.1338, loss: 1.1338 +2024-09-19 09:24:57,816 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 22:33:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 1.1432, loss: 1.1432 +2024-09-19 09:25:20,267 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 22:33:33, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 1.1303, loss: 1.1303 +2024-09-19 09:25:42,218 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 22:33:09, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 1.1563, loss: 1.1563 +2024-09-19 09:26:04,554 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 22:32:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 1.1746, loss: 1.1746 +2024-09-19 09:26:27,005 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 22:32:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 1.1662, loss: 1.1662 +2024-09-19 09:26:49,220 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 22:31:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 1.1915, loss: 1.1915 +2024-09-19 09:27:11,632 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 22:31:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 1.1620, loss: 1.1620 +2024-09-19 09:27:33,776 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 22:31:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 1.2324, loss: 1.2324 +2024-09-19 09:27:56,165 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 22:30:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 1.2189, loss: 1.2189 +2024-09-19 09:28:18,271 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 22:30:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9594, loss_cls: 1.1149, loss: 1.1149 +2024-09-19 09:28:40,901 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 22:30:00, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9556, loss_cls: 1.1722, loss: 1.1722 +2024-09-19 09:28:51,649 - pyskl - INFO - Saving checkpoint at 60 epochs +2024-09-19 09:32:11,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 09:32:11,781 - pyskl - INFO - +top1_acc 0.7277 +top5_acc 0.9434 +2024-09-19 09:32:11,798 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7277, top5_acc: 0.9434 +2024-09-19 09:33:06,722 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 22:30:02, time: 0.549, data_time: 0.322, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 1.1473, loss: 1.1473 +2024-09-19 09:33:29,643 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 22:29:40, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 1.1059, loss: 1.1059 +2024-09-19 09:33:52,399 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 22:29:17, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 1.1154, loss: 1.1154 +2024-09-19 09:34:16,167 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 22:28:55, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 1.1727, loss: 1.1727 +2024-09-19 09:34:40,391 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 22:28:34, time: 0.242, data_time: 0.001, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9594, loss_cls: 1.1108, loss: 1.1108 +2024-09-19 09:35:03,881 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 22:28:12, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 1.0606, loss: 1.0606 +2024-09-19 09:35:26,992 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 22:27:50, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9494, loss_cls: 1.2188, loss: 1.2188 +2024-09-19 09:35:49,759 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 22:27:27, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9619, loss_cls: 1.0632, loss: 1.0632 +2024-09-19 09:36:12,965 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 22:27:05, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 1.1350, loss: 1.1350 +2024-09-19 09:36:36,404 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 22:26:43, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 1.1415, loss: 1.1415 +2024-09-19 09:37:00,039 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 22:26:21, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 1.0709, loss: 1.0709 +2024-09-19 09:37:22,835 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 22:25:58, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 1.1911, loss: 1.1911 +2024-09-19 09:37:46,041 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 22:25:36, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9637, loss_cls: 1.0727, loss: 1.0727 +2024-09-19 09:38:09,513 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 22:25:14, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 1.1391, loss: 1.1391 +2024-09-19 09:38:32,758 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 22:24:52, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 1.2533, loss: 1.2533 +2024-09-19 09:38:55,430 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 22:24:28, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 1.1232, loss: 1.1232 +2024-09-19 09:39:18,698 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 22:24:06, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 1.1228, loss: 1.1228 +2024-09-19 09:39:42,234 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 22:23:44, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 1.1120, loss: 1.1120 +2024-09-19 09:40:05,657 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 22:23:22, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 1.1136, loss: 1.1136 +2024-09-19 09:40:28,363 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 22:22:59, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 1.1059, loss: 1.1059 +2024-09-19 09:40:51,163 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 22:22:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 1.1998, loss: 1.1998 +2024-09-19 09:41:13,670 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 22:22:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9594, loss_cls: 1.1201, loss: 1.1201 +2024-09-19 09:41:36,287 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 22:21:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 1.1252, loss: 1.1252 +2024-09-19 09:41:58,911 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 22:21:27, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 1.1669, loss: 1.1669 +2024-09-19 09:42:21,671 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 22:21:04, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 1.1706, loss: 1.1706 +2024-09-19 09:42:44,531 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 22:20:41, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 1.1607, loss: 1.1607 +2024-09-19 09:43:07,352 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 22:20:18, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 1.1194, loss: 1.1194 +2024-09-19 09:43:30,155 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 22:19:55, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 1.0583, loss: 1.0583 +2024-09-19 09:43:52,483 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 22:19:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 1.0833, loss: 1.0833 +2024-09-19 09:44:14,830 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 22:19:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 1.2093, loss: 1.2093 +2024-09-19 09:44:37,167 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 22:18:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9575, loss_cls: 1.2217, loss: 1.2217 +2024-09-19 09:44:59,499 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 22:18:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 1.1276, loss: 1.1276 +2024-09-19 09:45:21,776 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 22:17:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 1.1382, loss: 1.1382 +2024-09-19 09:45:44,140 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 22:17:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9550, loss_cls: 1.1943, loss: 1.1943 +2024-09-19 09:46:06,703 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 22:17:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 1.1428, loss: 1.1428 +2024-09-19 09:46:29,116 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 22:16:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 1.1573, loss: 1.1573 +2024-09-19 09:46:51,484 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 22:16:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 1.1195, loss: 1.1195 +2024-09-19 09:47:13,931 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 22:15:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 1.1445, loss: 1.1445 +2024-09-19 09:47:36,641 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 22:15:36, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9575, loss_cls: 1.0942, loss: 1.0942 +2024-09-19 09:47:46,275 - pyskl - INFO - Saving checkpoint at 61 epochs +2024-09-19 09:51:05,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 09:51:05,730 - pyskl - INFO - +top1_acc 0.7777 +top5_acc 0.9544 +2024-09-19 09:51:05,734 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_58.pth was removed +2024-09-19 09:51:05,889 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2024-09-19 09:51:05,890 - pyskl - INFO - Best top1_acc is 0.7777 at 61 epoch. +2024-09-19 09:51:05,906 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7777, top5_acc: 0.9544 +2024-09-19 09:51:57,828 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 22:15:33, time: 0.519, data_time: 0.296, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 1.0892, loss: 1.0892 +2024-09-19 09:52:20,120 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 22:15:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.1535, loss: 1.1535 +2024-09-19 09:52:42,843 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 22:14:47, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 1.1024, loss: 1.1024 +2024-09-19 09:53:05,231 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 22:14:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 1.1203, loss: 1.1203 +2024-09-19 09:53:27,762 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 22:14:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 1.0088, loss: 1.0088 +2024-09-19 09:53:50,500 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 22:13:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 1.2430, loss: 1.2430 +2024-09-19 09:54:13,497 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 22:13:14, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9556, loss_cls: 1.1384, loss: 1.1384 +2024-09-19 09:54:36,064 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 22:12:51, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 1.1722, loss: 1.1722 +2024-09-19 09:54:58,895 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 22:12:28, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 1.1259, loss: 1.1259 +2024-09-19 09:55:21,328 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 22:12:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 1.1362, loss: 1.1362 +2024-09-19 09:55:43,609 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 22:11:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 1.1105, loss: 1.1105 +2024-09-19 09:56:06,214 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 22:11:18, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 1.1276, loss: 1.1276 +2024-09-19 09:56:28,551 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 22:10:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 1.0466, loss: 1.0466 +2024-09-19 09:56:51,083 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 22:10:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 1.0585, loss: 1.0585 +2024-09-19 09:57:13,918 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 22:10:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 1.1979, loss: 1.1979 +2024-09-19 09:57:37,640 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 22:09:46, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 1.0979, loss: 1.0979 +2024-09-19 09:58:01,358 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 22:09:24, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 1.0528, loss: 1.0528 +2024-09-19 09:58:24,832 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 22:09:02, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 1.0486, loss: 1.0486 +2024-09-19 09:58:47,747 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 22:08:40, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 1.1402, loss: 1.1402 +2024-09-19 09:59:10,390 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 22:08:17, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 1.1449, loss: 1.1449 +2024-09-19 09:59:32,874 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 22:07:53, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 1.1040, loss: 1.1040 +2024-09-19 09:59:55,563 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 22:07:30, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 1.2149, loss: 1.2149 +2024-09-19 10:00:17,976 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 22:07:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 1.1741, loss: 1.1741 +2024-09-19 10:00:40,589 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 22:06:43, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 1.2142, loss: 1.2142 +2024-09-19 10:01:03,109 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 22:06:20, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 1.0742, loss: 1.0742 +2024-09-19 10:01:26,302 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 22:05:58, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 1.1099, loss: 1.1099 +2024-09-19 10:01:48,702 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 22:05:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 1.0202, loss: 1.0202 +2024-09-19 10:02:11,208 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 22:05:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9475, loss_cls: 1.2821, loss: 1.2821 +2024-09-19 10:02:33,661 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 22:04:47, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 1.1535, loss: 1.1535 +2024-09-19 10:02:55,997 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 22:04:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 1.1900, loss: 1.1900 +2024-09-19 10:03:18,930 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 22:04:01, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9506, loss_cls: 1.1764, loss: 1.1764 +2024-09-19 10:03:41,146 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 22:03:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 1.1018, loss: 1.1018 +2024-09-19 10:04:03,512 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 22:03:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 1.1931, loss: 1.1931 +2024-09-19 10:04:26,133 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 22:02:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 1.0579, loss: 1.0579 +2024-09-19 10:04:48,511 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 22:02:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 1.1915, loss: 1.1915 +2024-09-19 10:05:10,731 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 22:02:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9506, loss_cls: 1.2254, loss: 1.2254 +2024-09-19 10:05:33,056 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 22:01:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 1.0542, loss: 1.0542 +2024-09-19 10:05:55,682 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 22:01:16, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 1.1608, loss: 1.1608 +2024-09-19 10:06:18,159 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 22:00:53, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 1.1986, loss: 1.1986 +2024-09-19 10:06:27,858 - pyskl - INFO - Saving checkpoint at 62 epochs +2024-09-19 10:09:43,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 10:09:44,147 - pyskl - INFO - +top1_acc 0.7544 +top5_acc 0.9492 +2024-09-19 10:09:44,165 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7544, top5_acc: 0.9492 +2024-09-19 10:10:36,209 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 22:00:49, time: 0.520, data_time: 0.297, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 1.1121, loss: 1.1121 +2024-09-19 10:10:59,516 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 22:00:27, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 1.0967, loss: 1.0967 +2024-09-19 10:11:23,172 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 22:00:05, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 1.1139, loss: 1.1139 +2024-09-19 10:11:46,760 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 21:59:44, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 1.0759, loss: 1.0759 +2024-09-19 10:12:09,848 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 21:59:21, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 1.1006, loss: 1.1006 +2024-09-19 10:12:33,089 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 21:58:59, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 1.0800, loss: 1.0800 +2024-09-19 10:12:56,113 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 21:58:36, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 1.1691, loss: 1.1691 +2024-09-19 10:13:19,436 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 21:58:14, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 1.0811, loss: 1.0811 +2024-09-19 10:13:42,647 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 21:57:51, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 1.0983, loss: 1.0983 +2024-09-19 10:14:05,342 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 21:57:28, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 1.0772, loss: 1.0772 +2024-09-19 10:14:28,809 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 21:57:06, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 1.1676, loss: 1.1676 +2024-09-19 10:14:52,370 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 21:56:44, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 1.0877, loss: 1.0877 +2024-09-19 10:15:15,433 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 21:56:22, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9581, loss_cls: 1.1346, loss: 1.1346 +2024-09-19 10:15:38,802 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 21:56:00, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 1.2418, loss: 1.2418 +2024-09-19 10:16:02,257 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 21:55:38, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 1.1385, loss: 1.1385 +2024-09-19 10:16:25,602 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 21:55:15, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 1.1048, loss: 1.1048 +2024-09-19 10:16:48,418 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 21:54:52, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9656, loss_cls: 1.0341, loss: 1.0341 +2024-09-19 10:17:11,809 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 21:54:30, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9619, loss_cls: 1.0553, loss: 1.0553 +2024-09-19 10:17:35,097 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 21:54:08, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 1.1272, loss: 1.1272 +2024-09-19 10:17:57,923 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 21:53:45, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 1.1273, loss: 1.1273 +2024-09-19 10:18:20,615 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 21:53:22, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 1.1229, loss: 1.1229 +2024-09-19 10:18:43,164 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 21:52:59, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9587, loss_cls: 1.1255, loss: 1.1255 +2024-09-19 10:19:05,301 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 21:52:35, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 1.1039, loss: 1.1039 +2024-09-19 10:19:27,033 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 21:52:10, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.1112, loss: 1.1112 +2024-09-19 10:19:50,094 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 21:51:48, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 1.0575, loss: 1.0575 +2024-09-19 10:20:12,698 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 21:51:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 1.1681, loss: 1.1681 +2024-09-19 10:20:36,405 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 21:51:03, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 1.0729, loss: 1.0729 +2024-09-19 10:20:58,760 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 21:50:39, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 1.1872, loss: 1.1872 +2024-09-19 10:21:20,947 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 21:50:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 1.1435, loss: 1.1435 +2024-09-19 10:21:43,842 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 21:49:53, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 1.1961, loss: 1.1961 +2024-09-19 10:22:06,441 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 21:49:29, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 1.1073, loss: 1.1073 +2024-09-19 10:22:28,419 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 21:49:05, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 1.1841, loss: 1.1841 +2024-09-19 10:22:50,976 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 21:48:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 1.1149, loss: 1.1149 +2024-09-19 10:23:13,517 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 21:48:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 1.1400, loss: 1.1400 +2024-09-19 10:23:35,863 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 21:47:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 1.1966, loss: 1.1966 +2024-09-19 10:23:58,402 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 21:47:32, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 1.1261, loss: 1.1261 +2024-09-19 10:24:20,738 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 21:47:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9537, loss_cls: 1.1560, loss: 1.1560 +2024-09-19 10:24:42,899 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 21:46:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 1.1406, loss: 1.1406 +2024-09-19 10:25:05,260 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 21:46:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 1.0949, loss: 1.0949 +2024-09-19 10:25:15,087 - pyskl - INFO - Saving checkpoint at 63 epochs +2024-09-19 10:28:32,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 10:28:32,918 - pyskl - INFO - +top1_acc 0.7336 +top5_acc 0.9433 +2024-09-19 10:28:32,936 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7336, top5_acc: 0.9433 +2024-09-19 10:29:25,047 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 21:46:17, time: 0.521, data_time: 0.296, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9575, loss_cls: 1.1770, loss: 1.1770 +2024-09-19 10:29:47,415 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 21:45:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 1.0712, loss: 1.0712 +2024-09-19 10:30:09,715 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 21:45:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 0.9735, loss: 0.9735 +2024-09-19 10:30:32,397 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 21:45:06, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9700, loss_cls: 0.9986, loss: 0.9986 +2024-09-19 10:30:54,964 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 21:44:43, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 1.1281, loss: 1.1281 +2024-09-19 10:31:17,507 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 21:44:20, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9775, loss_cls: 1.1293, loss: 1.1293 +2024-09-19 10:31:39,877 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 21:43:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9544, loss_cls: 1.1939, loss: 1.1939 +2024-09-19 10:32:02,406 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 21:43:33, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9537, loss_cls: 1.1864, loss: 1.1864 +2024-09-19 10:32:25,066 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 21:43:09, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 1.0863, loss: 1.0863 +2024-09-19 10:32:47,809 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 21:42:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 1.0288, loss: 1.0288 +2024-09-19 10:33:10,447 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 21:42:23, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9644, loss_cls: 1.1025, loss: 1.1025 +2024-09-19 10:33:33,028 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 21:42:00, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 1.1090, loss: 1.1090 +2024-09-19 10:33:55,285 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 21:41:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9625, loss_cls: 1.0787, loss: 1.0787 +2024-09-19 10:34:17,936 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 21:41:13, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 1.0697, loss: 1.0697 +2024-09-19 10:34:40,503 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 21:40:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9550, loss_cls: 1.1659, loss: 1.1659 +2024-09-19 10:35:03,293 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 21:40:27, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 1.1558, loss: 1.1558 +2024-09-19 10:35:26,032 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 21:40:04, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 1.1599, loss: 1.1599 +2024-09-19 10:35:48,748 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 21:39:41, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 1.2251, loss: 1.2251 +2024-09-19 10:36:11,308 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 21:39:17, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9606, loss_cls: 1.0959, loss: 1.0959 +2024-09-19 10:36:34,018 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 21:38:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 1.1587, loss: 1.1587 +2024-09-19 10:36:56,619 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 21:38:31, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 1.1370, loss: 1.1370 +2024-09-19 10:37:19,324 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 21:38:08, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 1.1125, loss: 1.1125 +2024-09-19 10:37:41,903 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 21:37:45, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 1.0728, loss: 1.0728 +2024-09-19 10:38:05,047 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 21:37:22, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 1.2283, loss: 1.2283 +2024-09-19 10:38:27,968 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 21:36:59, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 1.0617, loss: 1.0617 +2024-09-19 10:38:51,192 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 21:36:37, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9581, loss_cls: 1.1125, loss: 1.1125 +2024-09-19 10:39:13,985 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 21:36:14, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 1.0683, loss: 1.0683 +2024-09-19 10:39:36,541 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 21:35:51, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9575, loss_cls: 1.1679, loss: 1.1679 +2024-09-19 10:39:59,249 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 21:35:28, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9613, loss_cls: 1.1488, loss: 1.1488 +2024-09-19 10:40:23,001 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 21:35:06, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 1.0642, loss: 1.0642 +2024-09-19 10:40:46,581 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 21:34:44, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9513, loss_cls: 1.1976, loss: 1.1976 +2024-09-19 10:41:09,329 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 21:34:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 1.1242, loss: 1.1242 +2024-09-19 10:41:32,681 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 21:33:59, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 1.0896, loss: 1.0896 +2024-09-19 10:41:55,664 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 21:33:36, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 1.0914, loss: 1.0914 +2024-09-19 10:42:17,992 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 21:33:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 1.1689, loss: 1.1689 +2024-09-19 10:42:40,247 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 21:32:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 1.1780, loss: 1.1780 +2024-09-19 10:43:02,555 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 21:32:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 1.0523, loss: 1.0523 +2024-09-19 10:43:24,793 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 21:32:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 1.1003, loss: 1.1003 +2024-09-19 10:43:47,089 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 21:31:38, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 1.0714, loss: 1.0714 +2024-09-19 10:43:56,682 - pyskl - INFO - Saving checkpoint at 64 epochs +2024-09-19 10:47:12,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 10:47:13,123 - pyskl - INFO - +top1_acc 0.7415 +top5_acc 0.9476 +2024-09-19 10:47:13,139 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7415, top5_acc: 0.9476 +2024-09-19 10:48:07,678 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 21:31:36, time: 0.545, data_time: 0.309, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9644, loss_cls: 1.0945, loss: 1.0945 +2024-09-19 10:48:30,368 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 21:31:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 1.0983, loss: 1.0983 +2024-09-19 10:48:53,545 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 21:30:50, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 1.0752, loss: 1.0752 +2024-09-19 10:49:16,750 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 21:30:28, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 1.0321, loss: 1.0321 +2024-09-19 10:49:39,389 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 21:30:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 1.0944, loss: 1.0944 +2024-09-19 10:50:01,977 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 21:29:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 1.0418, loss: 1.0418 +2024-09-19 10:50:24,649 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 21:29:18, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 1.1259, loss: 1.1259 +2024-09-19 10:50:48,020 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 21:28:56, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 1.0342, loss: 1.0342 +2024-09-19 10:51:11,276 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 21:28:34, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 1.1273, loss: 1.1273 +2024-09-19 10:51:34,252 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 21:28:11, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 1.0797, loss: 1.0797 +2024-09-19 10:51:57,148 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 21:27:48, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9581, loss_cls: 1.1150, loss: 1.1150 +2024-09-19 10:52:21,047 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 21:27:27, time: 0.239, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 1.1208, loss: 1.1208 +2024-09-19 10:52:44,003 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 21:27:04, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9594, loss_cls: 1.1079, loss: 1.1079 +2024-09-19 10:53:07,248 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 21:26:41, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 1.0199, loss: 1.0199 +2024-09-19 10:53:30,252 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 21:26:19, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9594, loss_cls: 1.1027, loss: 1.1027 +2024-09-19 10:53:53,316 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 21:25:56, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.1469, loss: 1.1469 +2024-09-19 10:54:16,577 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 21:25:34, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 1.0958, loss: 1.0958 +2024-09-19 10:54:40,193 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 21:25:12, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 1.1317, loss: 1.1317 +2024-09-19 10:55:03,840 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 21:24:50, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 1.0871, loss: 1.0871 +2024-09-19 10:55:26,995 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 21:24:27, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 1.0591, loss: 1.0591 +2024-09-19 10:55:49,519 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 21:24:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 1.1147, loss: 1.1147 +2024-09-19 10:56:12,096 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 21:23:41, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 1.1098, loss: 1.1098 +2024-09-19 10:56:35,106 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 21:23:18, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 1.1606, loss: 1.1606 +2024-09-19 10:56:57,813 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 21:22:55, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 1.1466, loss: 1.1466 +2024-09-19 10:57:20,775 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 21:22:32, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 1.1009, loss: 1.1009 +2024-09-19 10:57:43,508 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 21:22:09, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 1.1091, loss: 1.1091 +2024-09-19 10:58:06,193 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 21:21:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 1.1086, loss: 1.1086 +2024-09-19 10:58:28,937 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 21:21:23, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 1.0793, loss: 1.0793 +2024-09-19 10:58:51,023 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 21:20:59, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 1.2000, loss: 1.2000 +2024-09-19 10:59:13,592 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 21:20:36, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 1.0433, loss: 1.0433 +2024-09-19 10:59:35,637 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 21:20:12, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 1.0533, loss: 1.0533 +2024-09-19 10:59:58,269 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 21:19:49, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 1.0742, loss: 1.0742 +2024-09-19 11:00:21,795 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 21:19:27, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 1.0540, loss: 1.0540 +2024-09-19 11:00:45,183 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 21:19:04, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 1.0919, loss: 1.0919 +2024-09-19 11:01:08,128 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 21:18:42, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9550, loss_cls: 1.1908, loss: 1.1908 +2024-09-19 11:01:30,685 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 21:18:18, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 1.1246, loss: 1.1246 +2024-09-19 11:01:53,160 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 21:17:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 1.0865, loss: 1.0865 +2024-09-19 11:02:15,612 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 21:17:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 1.0648, loss: 1.0648 +2024-09-19 11:02:37,972 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 21:17:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.0855, loss: 1.0855 +2024-09-19 11:02:47,806 - pyskl - INFO - Saving checkpoint at 65 epochs +2024-09-19 11:06:04,236 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 11:06:04,726 - pyskl - INFO - +top1_acc 0.7573 +top5_acc 0.9461 +2024-09-19 11:06:04,743 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.7573, top5_acc: 0.9461 +2024-09-19 11:06:57,991 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 21:17:04, time: 0.532, data_time: 0.304, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 0.9596, loss: 0.9596 +2024-09-19 11:07:20,396 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 21:16:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 1.0710, loss: 1.0710 +2024-09-19 11:07:42,767 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 21:16:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 1.0549, loss: 1.0549 +2024-09-19 11:08:05,447 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 21:15:53, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 1.0831, loss: 1.0831 +2024-09-19 11:08:28,712 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 21:15:31, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 1.1174, loss: 1.1174 +2024-09-19 11:08:51,806 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 21:15:08, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 1.0666, loss: 1.0666 +2024-09-19 11:09:15,660 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 21:14:47, time: 0.239, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 1.0485, loss: 1.0485 +2024-09-19 11:09:38,582 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 21:14:24, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 1.0773, loss: 1.0773 +2024-09-19 11:10:02,252 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 21:14:02, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 1.1567, loss: 1.1567 +2024-09-19 11:10:26,139 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 21:13:40, time: 0.239, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 1.1243, loss: 1.1243 +2024-09-19 11:10:49,532 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 21:13:18, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9613, loss_cls: 1.1042, loss: 1.1042 +2024-09-19 11:11:12,396 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 21:12:55, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9619, loss_cls: 1.0779, loss: 1.0779 +2024-09-19 11:11:35,251 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 21:12:32, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 1.0677, loss: 1.0677 +2024-09-19 11:11:58,741 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 21:12:10, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 1.0655, loss: 1.0655 +2024-09-19 11:12:21,940 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 21:11:48, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 1.0764, loss: 1.0764 +2024-09-19 11:12:44,665 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 21:11:25, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 0.9913, loss: 0.9913 +2024-09-19 11:13:07,523 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 21:11:02, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9644, loss_cls: 1.0831, loss: 1.0831 +2024-09-19 11:13:31,318 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 21:10:40, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 1.0206, loss: 1.0206 +2024-09-19 11:13:54,848 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 21:10:18, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 1.0923, loss: 1.0923 +2024-09-19 11:14:18,691 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 21:09:56, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 1.0553, loss: 1.0553 +2024-09-19 11:14:42,292 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 21:09:34, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 1.1262, loss: 1.1262 +2024-09-19 11:15:05,138 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 21:09:11, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9637, loss_cls: 1.0768, loss: 1.0768 +2024-09-19 11:15:28,692 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 21:08:49, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9550, loss_cls: 1.2212, loss: 1.2212 +2024-09-19 11:15:52,105 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 21:08:27, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 1.1476, loss: 1.1476 +2024-09-19 11:16:14,648 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 21:08:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9587, loss_cls: 1.1027, loss: 1.1027 +2024-09-19 11:16:37,200 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 21:07:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 1.1363, loss: 1.1363 +2024-09-19 11:16:59,716 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 21:07:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9537, loss_cls: 1.1359, loss: 1.1359 +2024-09-19 11:17:22,207 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 21:06:54, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 1.2008, loss: 1.2008 +2024-09-19 11:17:44,961 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 21:06:31, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 1.0992, loss: 1.0992 +2024-09-19 11:18:07,268 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 21:06:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 1.0964, loss: 1.0964 +2024-09-19 11:18:29,270 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 21:05:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9619, loss_cls: 1.0791, loss: 1.0791 +2024-09-19 11:18:52,106 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 21:05:20, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9613, loss_cls: 1.0484, loss: 1.0484 +2024-09-19 11:19:15,538 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 21:04:58, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 1.1044, loss: 1.1044 +2024-09-19 11:19:38,384 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 21:04:35, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 1.1475, loss: 1.1475 +2024-09-19 11:20:01,652 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 21:04:12, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 1.0705, loss: 1.0705 +2024-09-19 11:20:24,723 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 21:03:50, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 1.2096, loss: 1.2096 +2024-09-19 11:20:47,755 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 21:03:27, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 1.1359, loss: 1.1359 +2024-09-19 11:21:10,547 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 21:03:04, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 1.1370, loss: 1.1370 +2024-09-19 11:21:32,844 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 21:02:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 1.0425, loss: 1.0425 +2024-09-19 11:21:42,760 - pyskl - INFO - Saving checkpoint at 66 epochs +2024-09-19 11:25:03,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 11:25:04,267 - pyskl - INFO - +top1_acc 0.7605 +top5_acc 0.9496 +2024-09-19 11:25:04,294 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7605, top5_acc: 0.9496 +2024-09-19 11:26:01,111 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 21:02:40, time: 0.568, data_time: 0.344, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.9837, loss: 0.9837 +2024-09-19 11:26:23,404 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 21:02:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 1.0406, loss: 1.0406 +2024-09-19 11:26:46,213 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 21:01:53, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 0.9662, loss: 0.9662 +2024-09-19 11:27:10,107 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 21:01:32, time: 0.239, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 0.9675, loss: 0.9675 +2024-09-19 11:27:32,865 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 21:01:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9556, loss_cls: 1.1465, loss: 1.1465 +2024-09-19 11:27:56,102 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 21:00:46, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 1.0813, loss: 1.0813 +2024-09-19 11:28:19,792 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 21:00:24, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 1.0698, loss: 1.0698 +2024-09-19 11:28:42,972 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 21:00:02, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 1.1021, loss: 1.1021 +2024-09-19 11:29:05,832 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 20:59:39, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9600, loss_cls: 1.0948, loss: 1.0948 +2024-09-19 11:29:28,803 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 20:59:16, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9594, loss_cls: 1.1272, loss: 1.1272 +2024-09-19 11:29:52,292 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 20:58:54, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 1.0830, loss: 1.0830 +2024-09-19 11:30:15,955 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 20:58:32, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 1.0289, loss: 1.0289 +2024-09-19 11:30:39,284 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 20:58:09, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 1.1149, loss: 1.1149 +2024-09-19 11:31:02,705 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 20:57:47, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 1.0271, loss: 1.0271 +2024-09-19 11:31:25,749 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 20:57:24, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 1.1082, loss: 1.1082 +2024-09-19 11:31:48,613 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 20:57:01, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 1.0980, loss: 1.0980 +2024-09-19 11:32:11,819 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 20:56:39, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9744, loss_cls: 1.0898, loss: 1.0898 +2024-09-19 11:32:35,421 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 20:56:17, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9594, loss_cls: 1.1091, loss: 1.1091 +2024-09-19 11:32:59,125 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 20:55:55, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 1.0894, loss: 1.0894 +2024-09-19 11:33:22,967 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 20:55:33, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 1.1293, loss: 1.1293 +2024-09-19 11:33:46,120 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 20:55:11, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 1.0166, loss: 1.0166 +2024-09-19 11:34:08,625 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 20:54:47, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 1.0801, loss: 1.0801 +2024-09-19 11:34:31,236 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 20:54:24, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 1.1535, loss: 1.1535 +2024-09-19 11:34:54,116 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 20:54:01, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 1.0643, loss: 1.0643 +2024-09-19 11:35:16,696 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 20:53:38, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 1.0717, loss: 1.0717 +2024-09-19 11:35:39,117 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 20:53:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 1.0833, loss: 1.0833 +2024-09-19 11:36:01,630 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 20:52:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 1.1508, loss: 1.1508 +2024-09-19 11:36:23,976 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 20:52:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 1.0917, loss: 1.0917 +2024-09-19 11:36:46,762 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 20:52:04, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 1.1603, loss: 1.1603 +2024-09-19 11:37:09,800 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 20:51:42, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 1.1134, loss: 1.1134 +2024-09-19 11:37:32,084 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 20:51:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 1.0558, loss: 1.0558 +2024-09-19 11:37:55,220 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 20:50:55, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 1.1152, loss: 1.1152 +2024-09-19 11:38:17,569 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 20:50:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 1.1424, loss: 1.1424 +2024-09-19 11:38:40,231 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 20:50:08, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 1.0207, loss: 1.0207 +2024-09-19 11:39:03,314 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 20:49:46, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 1.1415, loss: 1.1415 +2024-09-19 11:39:26,272 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 20:49:23, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 1.0954, loss: 1.0954 +2024-09-19 11:39:49,036 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 20:49:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 1.0416, loss: 1.0416 +2024-09-19 11:40:11,453 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 20:48:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9569, loss_cls: 1.1430, loss: 1.1430 +2024-09-19 11:40:33,954 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 20:48:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 1.0628, loss: 1.0628 +2024-09-19 11:40:43,769 - pyskl - INFO - Saving checkpoint at 67 epochs +2024-09-19 11:44:00,633 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 11:44:01,334 - pyskl - INFO - +top1_acc 0.7524 +top5_acc 0.9468 +2024-09-19 11:44:01,360 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7524, top5_acc: 0.9468 +2024-09-19 11:45:01,091 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 20:48:15, time: 0.597, data_time: 0.368, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 1.0392, loss: 1.0392 +2024-09-19 11:45:24,385 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 20:47:53, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9688, loss_cls: 0.9824, loss: 0.9824 +2024-09-19 11:45:47,609 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 20:47:30, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 1.0602, loss: 1.0602 +2024-09-19 11:46:10,643 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 20:47:07, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 0.9569, loss: 0.9569 +2024-09-19 11:46:33,416 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 20:46:44, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9681, loss_cls: 0.9856, loss: 0.9856 +2024-09-19 11:46:56,812 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 20:46:22, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9656, loss_cls: 1.0282, loss: 1.0282 +2024-09-19 11:47:20,091 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 20:46:00, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 1.0090, loss: 1.0090 +2024-09-19 11:47:43,480 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 20:45:37, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9650, loss_cls: 1.0511, loss: 1.0511 +2024-09-19 11:48:06,821 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 20:45:15, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 1.1025, loss: 1.1025 +2024-09-19 11:48:29,749 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 20:44:52, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 1.1027, loss: 1.1027 +2024-09-19 11:48:52,854 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 20:44:29, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 1.0192, loss: 1.0192 +2024-09-19 11:49:16,235 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 20:44:07, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9656, loss_cls: 1.0510, loss: 1.0510 +2024-09-19 11:49:38,893 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 20:43:44, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9619, loss_cls: 1.1001, loss: 1.1001 +2024-09-19 11:50:02,268 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 20:43:21, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 1.0967, loss: 1.0967 +2024-09-19 11:50:25,875 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 20:42:59, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 1.1356, loss: 1.1356 +2024-09-19 11:50:49,005 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 20:42:37, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 1.0836, loss: 1.0836 +2024-09-19 11:51:12,603 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 20:42:15, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 1.0801, loss: 1.0801 +2024-09-19 11:51:36,073 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 20:41:52, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 1.0773, loss: 1.0773 +2024-09-19 11:51:59,874 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 20:41:31, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 1.1360, loss: 1.1360 +2024-09-19 11:52:23,412 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 20:41:09, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9569, loss_cls: 1.0936, loss: 1.0936 +2024-09-19 11:52:46,921 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 20:40:46, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 1.0693, loss: 1.0693 +2024-09-19 11:53:10,175 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 20:40:24, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 1.1772, loss: 1.1772 +2024-09-19 11:53:33,129 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 20:40:01, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 1.0852, loss: 1.0852 +2024-09-19 11:53:56,432 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 20:39:39, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 1.0511, loss: 1.0511 +2024-09-19 11:54:19,884 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 20:39:16, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 1.1560, loss: 1.1560 +2024-09-19 11:54:42,201 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 20:38:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9637, loss_cls: 1.0268, loss: 1.0268 +2024-09-19 11:55:04,764 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 20:38:29, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 1.0947, loss: 1.0947 +2024-09-19 11:55:27,374 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 20:38:06, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 1.1258, loss: 1.1258 +2024-09-19 11:55:50,175 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 20:37:43, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9569, loss_cls: 1.1127, loss: 1.1127 +2024-09-19 11:56:12,592 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 20:37:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9619, loss_cls: 1.0695, loss: 1.0695 +2024-09-19 11:56:35,117 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 20:36:56, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 1.0521, loss: 1.0521 +2024-09-19 11:56:57,721 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 20:36:33, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 1.0961, loss: 1.0961 +2024-09-19 11:57:21,112 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 20:36:10, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 1.0895, loss: 1.0895 +2024-09-19 11:57:44,941 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 20:35:49, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 1.0298, loss: 1.0298 +2024-09-19 11:58:07,965 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 20:35:26, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 1.0440, loss: 1.0440 +2024-09-19 11:58:30,964 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 20:35:03, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 1.0621, loss: 1.0621 +2024-09-19 11:58:54,343 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 20:34:41, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 1.0449, loss: 1.0449 +2024-09-19 11:59:16,803 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 20:34:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 1.0046, loss: 1.0046 +2024-09-19 11:59:39,224 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 20:33:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 1.0885, loss: 1.0885 +2024-09-19 11:59:49,026 - pyskl - INFO - Saving checkpoint at 68 epochs +2024-09-19 12:03:05,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 12:03:06,331 - pyskl - INFO - +top1_acc 0.7445 +top5_acc 0.9445 +2024-09-19 12:03:06,357 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7445, top5_acc: 0.9445 +2024-09-19 12:04:02,015 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 20:33:50, time: 0.556, data_time: 0.329, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 1.0137, loss: 1.0137 +2024-09-19 12:04:24,610 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 20:33:27, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.0110, loss: 1.0110 +2024-09-19 12:04:47,030 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 20:33:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 1.0023, loss: 1.0023 +2024-09-19 12:05:09,912 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 20:32:40, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 1.0582, loss: 1.0582 +2024-09-19 12:05:33,230 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 20:32:18, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 1.1028, loss: 1.1028 +2024-09-19 12:05:56,860 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 20:31:56, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 1.1925, loss: 1.1925 +2024-09-19 12:06:19,904 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 20:31:33, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.9850, loss: 0.9850 +2024-09-19 12:06:43,965 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 20:31:11, time: 0.241, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 1.0364, loss: 1.0364 +2024-09-19 12:07:07,161 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 20:30:49, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 1.0052, loss: 1.0052 +2024-09-19 12:07:30,997 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 20:30:27, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 0.9536, loss: 0.9536 +2024-09-19 12:07:54,672 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 20:30:05, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 1.1129, loss: 1.1129 +2024-09-19 12:08:17,921 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 20:29:42, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 1.0441, loss: 1.0441 +2024-09-19 12:08:40,900 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 20:29:20, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 1.0496, loss: 1.0496 +2024-09-19 12:09:03,928 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 20:28:57, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 1.1025, loss: 1.1025 +2024-09-19 12:09:27,513 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 20:28:35, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 1.0042, loss: 1.0042 +2024-09-19 12:09:51,069 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 20:28:12, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 1.0229, loss: 1.0229 +2024-09-19 12:10:14,370 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 20:27:50, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 0.9878, loss: 0.9878 +2024-09-19 12:10:38,052 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 20:27:28, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 1.0231, loss: 1.0231 +2024-09-19 12:11:00,673 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 20:27:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9569, loss_cls: 1.0591, loss: 1.0591 +2024-09-19 12:11:23,815 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 20:26:42, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 1.0590, loss: 1.0590 +2024-09-19 12:11:46,840 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 20:26:19, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9631, loss_cls: 1.0378, loss: 1.0378 +2024-09-19 12:12:09,729 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 20:25:56, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 1.0220, loss: 1.0220 +2024-09-19 12:12:32,555 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 20:25:33, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.0032, loss: 1.0032 +2024-09-19 12:12:55,191 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 20:25:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 1.0941, loss: 1.0941 +2024-09-19 12:13:17,887 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 20:24:47, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.9928, loss: 0.9928 +2024-09-19 12:13:40,682 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 20:24:24, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 1.1032, loss: 1.1032 +2024-09-19 12:14:03,687 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 20:24:01, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 1.0734, loss: 1.0734 +2024-09-19 12:14:26,182 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 20:23:37, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 1.0934, loss: 1.0934 +2024-09-19 12:14:48,639 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 20:23:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 1.1095, loss: 1.1095 +2024-09-19 12:15:11,038 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 20:22:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9606, loss_cls: 1.1263, loss: 1.1263 +2024-09-19 12:15:34,505 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 20:22:28, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 1.1039, loss: 1.1039 +2024-09-19 12:15:58,290 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 20:22:06, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 1.0278, loss: 1.0278 +2024-09-19 12:16:21,389 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 20:21:44, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 1.1135, loss: 1.1135 +2024-09-19 12:16:44,190 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 20:21:20, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 1.0328, loss: 1.0328 +2024-09-19 12:17:07,072 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 20:20:57, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 1.1410, loss: 1.1410 +2024-09-19 12:17:30,478 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 20:20:35, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 1.0901, loss: 1.0901 +2024-09-19 12:17:53,890 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 20:20:13, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9619, loss_cls: 1.0735, loss: 1.0735 +2024-09-19 12:18:16,281 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 20:19:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9644, loss_cls: 0.9997, loss: 0.9997 +2024-09-19 12:18:38,118 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 20:19:25, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 1.0125, loss: 1.0125 +2024-09-19 12:18:47,991 - pyskl - INFO - Saving checkpoint at 69 epochs +2024-09-19 12:22:03,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 12:22:04,332 - pyskl - INFO - +top1_acc 0.7710 +top5_acc 0.9572 +2024-09-19 12:22:04,349 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7710, top5_acc: 0.9572 +2024-09-19 12:22:55,682 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 20:19:15, time: 0.513, data_time: 0.286, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 1.0083, loss: 1.0083 +2024-09-19 12:23:18,888 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 20:18:53, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 0.8998, loss: 0.8998 +2024-09-19 12:23:41,967 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 20:18:30, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 1.0181, loss: 1.0181 +2024-09-19 12:24:04,977 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 20:18:07, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 1.0291, loss: 1.0291 +2024-09-19 12:24:28,273 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 20:17:45, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 1.0288, loss: 1.0288 +2024-09-19 12:24:51,358 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 20:17:22, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 1.0758, loss: 1.0758 +2024-09-19 12:25:13,919 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 20:16:59, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 1.0325, loss: 1.0325 +2024-09-19 12:25:36,627 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 20:16:35, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 1.0612, loss: 1.0612 +2024-09-19 12:26:00,022 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 20:16:13, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9600, loss_cls: 1.0820, loss: 1.0820 +2024-09-19 12:26:23,514 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 20:15:51, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 1.0365, loss: 1.0365 +2024-09-19 12:26:46,924 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 20:15:28, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 1.0526, loss: 1.0526 +2024-09-19 12:27:10,605 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 20:15:06, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 1.0574, loss: 1.0574 +2024-09-19 12:27:33,284 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 20:14:43, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9594, loss_cls: 1.0998, loss: 1.0998 +2024-09-19 12:27:55,708 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 20:14:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.9670, loss: 0.9670 +2024-09-19 12:28:19,071 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 20:13:57, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 1.1380, loss: 1.1380 +2024-09-19 12:28:42,325 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 20:13:35, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 1.0645, loss: 1.0645 +2024-09-19 12:29:05,149 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 20:13:12, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9669, loss_cls: 0.9807, loss: 0.9807 +2024-09-19 12:29:27,816 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 20:12:48, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 0.9938, loss: 0.9938 +2024-09-19 12:29:50,146 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 20:12:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 0.9953, loss: 0.9953 +2024-09-19 12:30:12,792 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 20:12:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 1.0819, loss: 1.0819 +2024-09-19 12:30:36,320 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 20:11:39, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.9774, loss: 0.9774 +2024-09-19 12:30:59,242 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 20:11:16, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 1.0523, loss: 1.0523 +2024-09-19 12:31:21,516 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 20:10:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 1.1027, loss: 1.1027 +2024-09-19 12:31:44,095 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 20:10:29, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 1.0640, loss: 1.0640 +2024-09-19 12:32:06,760 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 20:10:06, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9619, loss_cls: 1.0581, loss: 1.0581 +2024-09-19 12:32:29,687 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 20:09:43, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 1.0811, loss: 1.0811 +2024-09-19 12:32:52,053 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 20:09:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 1.1238, loss: 1.1238 +2024-09-19 12:33:14,258 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 20:08:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 1.0732, loss: 1.0732 +2024-09-19 12:33:36,606 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 20:08:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9600, loss_cls: 1.1451, loss: 1.1451 +2024-09-19 12:33:59,085 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 20:08:09, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 1.0368, loss: 1.0368 +2024-09-19 12:34:21,738 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 20:07:45, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9650, loss_cls: 1.0459, loss: 1.0459 +2024-09-19 12:34:45,337 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 20:07:23, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.9890, loss: 0.9890 +2024-09-19 12:35:08,736 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 20:07:01, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 1.0187, loss: 1.0187 +2024-09-19 12:35:32,145 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 20:06:38, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9537, loss_cls: 1.1065, loss: 1.1065 +2024-09-19 12:35:55,213 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 20:06:16, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9675, loss_cls: 1.0026, loss: 1.0026 +2024-09-19 12:36:18,412 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 20:05:53, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 1.0591, loss: 1.0591 +2024-09-19 12:36:40,992 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 20:05:30, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9606, loss_cls: 1.1130, loss: 1.1130 +2024-09-19 12:37:04,234 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 20:05:07, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 1.1037, loss: 1.1037 +2024-09-19 12:37:27,240 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 20:04:44, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9637, loss_cls: 1.0748, loss: 1.0748 +2024-09-19 12:37:37,031 - pyskl - INFO - Saving checkpoint at 70 epochs +2024-09-19 12:40:54,923 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 12:40:55,403 - pyskl - INFO - +top1_acc 0.7452 +top5_acc 0.9474 +2024-09-19 12:40:55,420 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7452, top5_acc: 0.9474 +2024-09-19 12:41:50,505 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 20:04:38, time: 0.551, data_time: 0.320, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 1.0583, loss: 1.0583 +2024-09-19 12:42:13,684 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 20:04:16, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 0.9751, loss: 0.9751 +2024-09-19 12:42:36,591 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 20:03:53, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 0.9602, loss: 0.9602 +2024-09-19 12:42:59,783 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 20:03:30, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 1.0708, loss: 1.0708 +2024-09-19 12:43:22,668 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 20:03:07, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 1.0243, loss: 1.0243 +2024-09-19 12:43:45,275 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 20:02:44, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 1.0430, loss: 1.0430 +2024-09-19 12:44:08,818 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 20:02:22, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9706, loss_cls: 0.9992, loss: 0.9992 +2024-09-19 12:44:32,158 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 20:01:59, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 1.0114, loss: 1.0114 +2024-09-19 12:44:55,620 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 20:01:37, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 1.0057, loss: 1.0057 +2024-09-19 12:45:19,475 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 20:01:15, time: 0.239, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 0.9800, loss: 0.9800 +2024-09-19 12:45:42,311 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 20:00:52, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.9978, loss: 0.9978 +2024-09-19 12:46:05,623 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 20:00:29, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 0.9654, loss: 0.9654 +2024-09-19 12:46:28,374 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 20:00:06, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 1.0299, loss: 1.0299 +2024-09-19 12:46:50,753 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 19:59:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 1.0277, loss: 1.0277 +2024-09-19 12:47:13,917 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 19:59:20, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.9752, loss: 0.9752 +2024-09-19 12:47:37,180 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 19:58:57, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 1.0191, loss: 1.0191 +2024-09-19 12:47:59,844 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 19:58:34, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 1.0514, loss: 1.0514 +2024-09-19 12:48:23,047 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 19:58:11, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9631, loss_cls: 1.0892, loss: 1.0892 +2024-09-19 12:48:45,381 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 19:57:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 1.0099, loss: 1.0099 +2024-09-19 12:49:07,961 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 19:57:24, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 1.0985, loss: 1.0985 +2024-09-19 12:49:30,757 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 19:57:01, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 1.1110, loss: 1.1110 +2024-09-19 12:49:53,593 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 19:56:38, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 1.0668, loss: 1.0668 +2024-09-19 12:50:16,012 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 19:56:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 1.0292, loss: 1.0292 +2024-09-19 12:50:38,406 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 19:55:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 1.0581, loss: 1.0581 +2024-09-19 12:51:00,739 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 19:55:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 1.1210, loss: 1.1210 +2024-09-19 12:51:22,891 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 19:55:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 1.1001, loss: 1.1001 +2024-09-19 12:51:45,424 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 19:54:40, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.9840, loss: 0.9840 +2024-09-19 12:52:07,893 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 19:54:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 1.1483, loss: 1.1483 +2024-09-19 12:52:30,240 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 19:53:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9669, loss_cls: 1.0058, loss: 1.0058 +2024-09-19 12:52:53,082 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 19:53:30, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 0.9875, loss: 0.9875 +2024-09-19 12:53:16,340 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 19:53:08, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 1.1404, loss: 1.1404 +2024-09-19 12:53:39,448 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 19:52:45, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 1.1146, loss: 1.1146 +2024-09-19 12:54:03,148 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 19:52:23, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 1.0614, loss: 1.0614 +2024-09-19 12:54:26,161 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 19:52:00, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9575, loss_cls: 1.1642, loss: 1.1642 +2024-09-19 12:54:49,625 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 19:51:38, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 1.0435, loss: 1.0435 +2024-09-19 12:55:13,168 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 19:51:15, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 1.0550, loss: 1.0550 +2024-09-19 12:55:36,589 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 19:50:53, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9587, loss_cls: 1.0651, loss: 1.0651 +2024-09-19 12:55:59,905 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 19:50:30, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 0.9787, loss: 0.9787 +2024-09-19 12:56:23,335 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 19:50:08, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 0.9878, loss: 0.9878 +2024-09-19 12:56:33,353 - pyskl - INFO - Saving checkpoint at 71 epochs +2024-09-19 12:59:51,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 12:59:51,873 - pyskl - INFO - +top1_acc 0.7649 +top5_acc 0.9538 +2024-09-19 12:59:51,891 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7649, top5_acc: 0.9538 +2024-09-19 13:00:43,321 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 19:49:57, time: 0.514, data_time: 0.282, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 0.9697, loss: 0.9697 +2024-09-19 13:01:06,609 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 19:49:35, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.9253, loss: 0.9253 +2024-09-19 13:01:30,068 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 19:49:12, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 1.0796, loss: 1.0796 +2024-09-19 13:01:53,624 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 19:48:50, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 0.9784, loss: 0.9784 +2024-09-19 13:02:16,500 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 19:48:27, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 1.0842, loss: 1.0842 +2024-09-19 13:02:40,093 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 19:48:05, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.9406, loss: 0.9406 +2024-09-19 13:03:03,616 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 19:47:43, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.9485, loss: 0.9485 +2024-09-19 13:03:26,984 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 19:47:20, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9719, loss_cls: 0.9221, loss: 0.9221 +2024-09-19 13:03:49,380 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 19:46:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9625, loss_cls: 1.0262, loss: 1.0262 +2024-09-19 13:04:12,268 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 19:46:34, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 1.0456, loss: 1.0456 +2024-09-19 13:04:35,254 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 19:46:11, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 0.9644, loss: 0.9644 +2024-09-19 13:04:57,993 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 19:45:48, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 1.0876, loss: 1.0876 +2024-09-19 13:05:21,144 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 19:45:25, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 1.0213, loss: 1.0213 +2024-09-19 13:05:44,393 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 19:45:02, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9600, loss_cls: 1.0965, loss: 1.0965 +2024-09-19 13:06:07,041 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 19:44:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 1.0015, loss: 1.0015 +2024-09-19 13:06:29,485 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 19:44:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 1.0406, loss: 1.0406 +2024-09-19 13:06:52,254 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 19:43:52, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 1.0597, loss: 1.0597 +2024-09-19 13:07:15,382 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 19:43:30, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 1.0055, loss: 1.0055 +2024-09-19 13:07:39,244 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 19:43:08, time: 0.239, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 1.0095, loss: 1.0095 +2024-09-19 13:08:02,443 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 19:42:45, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 1.0966, loss: 1.0966 +2024-09-19 13:08:24,917 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 19:42:21, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9625, loss_cls: 1.0453, loss: 1.0453 +2024-09-19 13:08:48,516 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 19:41:59, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 1.0868, loss: 1.0868 +2024-09-19 13:09:10,871 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 19:41:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9681, loss_cls: 0.9595, loss: 0.9595 +2024-09-19 13:09:33,104 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 19:41:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.9875, loss: 0.9875 +2024-09-19 13:09:55,627 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 19:40:48, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9656, loss_cls: 1.0110, loss: 1.0110 +2024-09-19 13:10:18,346 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 19:40:25, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 0.9986, loss: 0.9986 +2024-09-19 13:10:40,808 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 19:40:02, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 1.0470, loss: 1.0470 +2024-09-19 13:11:02,925 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 19:39:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9619, loss_cls: 1.0787, loss: 1.0787 +2024-09-19 13:11:25,214 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 19:39:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 1.0349, loss: 1.0349 +2024-09-19 13:11:47,607 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 19:38:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 1.0430, loss: 1.0430 +2024-09-19 13:12:09,925 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 19:38:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 0.9826, loss: 0.9826 +2024-09-19 13:12:32,596 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 19:38:04, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 1.0641, loss: 1.0641 +2024-09-19 13:12:55,612 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 19:37:41, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9606, loss_cls: 1.0135, loss: 1.0135 +2024-09-19 13:13:19,184 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 19:37:19, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 1.0721, loss: 1.0721 +2024-09-19 13:13:41,772 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 19:36:55, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 1.0893, loss: 1.0893 +2024-09-19 13:14:05,095 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 19:36:33, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 1.0332, loss: 1.0332 +2024-09-19 13:14:28,153 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 19:36:10, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 1.0022, loss: 1.0022 +2024-09-19 13:14:50,818 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 19:35:47, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 1.0632, loss: 1.0632 +2024-09-19 13:15:13,487 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 19:35:24, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 1.1306, loss: 1.1306 +2024-09-19 13:15:23,479 - pyskl - INFO - Saving checkpoint at 72 epochs +2024-09-19 13:18:41,551 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 13:18:42,040 - pyskl - INFO - +top1_acc 0.7694 +top5_acc 0.9561 +2024-09-19 13:18:42,056 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7694, top5_acc: 0.9561 +2024-09-19 13:19:37,606 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 19:35:17, time: 0.555, data_time: 0.327, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 0.9372, loss: 0.9372 +2024-09-19 13:20:00,626 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 19:34:54, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 0.9950, loss: 0.9950 +2024-09-19 13:20:23,089 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 19:34:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 0.9680, loss: 0.9680 +2024-09-19 13:20:45,828 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 19:34:07, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 0.9871, loss: 0.9871 +2024-09-19 13:21:08,403 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 19:33:44, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9694, loss_cls: 0.9230, loss: 0.9230 +2024-09-19 13:21:31,172 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 19:33:21, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.9356, loss: 0.9356 +2024-09-19 13:21:54,904 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 19:32:59, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 0.9900, loss: 0.9900 +2024-09-19 13:22:18,250 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 19:32:36, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 0.9880, loss: 0.9880 +2024-09-19 13:22:40,817 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 19:32:13, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 1.0006, loss: 1.0006 +2024-09-19 13:23:03,653 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 19:31:50, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 1.0166, loss: 1.0166 +2024-09-19 13:23:26,869 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 19:31:27, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 0.9363, loss: 0.9363 +2024-09-19 13:23:50,374 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 19:31:05, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.9814, loss: 0.9814 +2024-09-19 13:24:13,825 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 19:30:42, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 1.0120, loss: 1.0120 +2024-09-19 13:24:37,016 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 19:30:19, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 0.9916, loss: 0.9916 +2024-09-19 13:25:00,006 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 19:29:57, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.9851, loss: 0.9851 +2024-09-19 13:25:23,549 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 19:29:34, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 0.9576, loss: 0.9576 +2024-09-19 13:25:47,028 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 19:29:12, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 0.9832, loss: 0.9832 +2024-09-19 13:26:10,128 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 19:28:49, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9587, loss_cls: 1.0459, loss: 1.0459 +2024-09-19 13:26:32,786 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 19:28:26, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 1.0294, loss: 1.0294 +2024-09-19 13:26:56,400 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 19:28:03, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 1.0521, loss: 1.0521 +2024-09-19 13:27:19,489 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 19:27:41, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.9799, loss: 0.9799 +2024-09-19 13:27:42,630 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 19:27:18, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 1.1069, loss: 1.1069 +2024-09-19 13:28:04,908 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 19:26:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9644, loss_cls: 1.0468, loss: 1.0468 +2024-09-19 13:28:27,084 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 19:26:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.9561, loss: 0.9561 +2024-09-19 13:28:49,599 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 19:26:07, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 1.1084, loss: 1.1084 +2024-09-19 13:29:11,719 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 19:25:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 1.0638, loss: 1.0638 +2024-09-19 13:29:33,983 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 19:25:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 1.1051, loss: 1.1051 +2024-09-19 13:29:56,352 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 19:24:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.9641, loss: 0.9641 +2024-09-19 13:30:18,691 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 19:24:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 0.9312, loss: 0.9312 +2024-09-19 13:30:41,121 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 19:24:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 1.0094, loss: 1.0094 +2024-09-19 13:31:03,841 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 19:23:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 1.0124, loss: 1.0124 +2024-09-19 13:31:27,619 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 19:23:24, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 1.0466, loss: 1.0466 +2024-09-19 13:31:50,480 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 19:23:00, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 1.0225, loss: 1.0225 +2024-09-19 13:32:13,169 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 19:22:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 1.0134, loss: 1.0134 +2024-09-19 13:32:35,782 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 19:22:14, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 1.1158, loss: 1.1158 +2024-09-19 13:32:58,391 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 19:21:51, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 0.9809, loss: 0.9809 +2024-09-19 13:33:21,440 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 19:21:28, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9619, loss_cls: 1.0370, loss: 1.0370 +2024-09-19 13:33:45,161 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 19:21:06, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.9749, loss: 0.9749 +2024-09-19 13:34:08,774 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 19:20:43, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9625, loss_cls: 1.0725, loss: 1.0725 +2024-09-19 13:34:19,212 - pyskl - INFO - Saving checkpoint at 73 epochs +2024-09-19 13:37:43,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 13:37:43,630 - pyskl - INFO - +top1_acc 0.7497 +top5_acc 0.9472 +2024-09-19 13:37:43,650 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7497, top5_acc: 0.9472 +2024-09-19 13:38:36,787 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 19:20:33, time: 0.531, data_time: 0.308, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 0.9847, loss: 0.9847 +2024-09-19 13:38:59,384 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 19:20:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 0.9579, loss: 0.9579 +2024-09-19 13:39:22,236 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 19:19:47, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 0.9746, loss: 0.9746 +2024-09-19 13:39:45,440 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 19:19:24, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 0.9395, loss: 0.9395 +2024-09-19 13:40:09,232 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 19:19:02, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 0.9829, loss: 0.9829 +2024-09-19 13:40:32,522 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 19:18:40, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 0.9096, loss: 0.9096 +2024-09-19 13:40:55,265 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 19:18:16, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 0.9999, loss: 0.9999 +2024-09-19 13:41:18,207 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 19:17:53, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.9465, loss: 0.9465 +2024-09-19 13:41:41,456 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 19:17:31, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 0.9552, loss: 0.9552 +2024-09-19 13:42:04,635 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 19:17:08, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.9409, loss: 0.9409 +2024-09-19 13:42:28,222 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 19:16:46, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9694, loss_cls: 0.9704, loss: 0.9704 +2024-09-19 13:42:51,816 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 19:16:23, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.9313, loss: 0.9313 +2024-09-19 13:43:15,311 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 19:16:01, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 1.0347, loss: 1.0347 +2024-09-19 13:43:39,032 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 19:15:39, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9656, loss_cls: 0.9698, loss: 0.9698 +2024-09-19 13:44:02,511 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 19:15:16, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9656, loss_cls: 1.0213, loss: 1.0213 +2024-09-19 13:44:25,956 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 19:14:54, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 1.0192, loss: 1.0192 +2024-09-19 13:44:49,465 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 19:14:32, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9606, loss_cls: 1.0729, loss: 1.0729 +2024-09-19 13:45:12,852 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 19:14:09, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.9271, loss: 0.9271 +2024-09-19 13:45:36,085 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 19:13:46, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 0.9794, loss: 0.9794 +2024-09-19 13:45:59,346 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 19:13:24, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 1.0079, loss: 1.0079 +2024-09-19 13:46:22,451 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 19:13:01, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 1.0501, loss: 1.0501 +2024-09-19 13:46:44,578 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 19:12:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 1.0277, loss: 1.0277 +2024-09-19 13:47:07,097 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 19:12:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9637, loss_cls: 1.0555, loss: 1.0555 +2024-09-19 13:47:29,233 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 19:11:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9525, loss_cls: 1.1008, loss: 1.1008 +2024-09-19 13:47:51,267 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 19:11:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 1.0772, loss: 1.0772 +2024-09-19 13:48:13,341 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 19:11:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9594, loss_cls: 1.0903, loss: 1.0903 +2024-09-19 13:48:35,375 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 19:10:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.9733, loss: 0.9733 +2024-09-19 13:48:57,550 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 19:10:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 1.0474, loss: 1.0474 +2024-09-19 13:49:20,051 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 19:09:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 1.0445, loss: 1.0445 +2024-09-19 13:49:42,920 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 19:09:28, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.9588, loss: 0.9588 +2024-09-19 13:50:05,315 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 19:09:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 1.0403, loss: 1.0403 +2024-09-19 13:50:28,124 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 19:08:41, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.9241, loss: 0.9241 +2024-09-19 13:50:51,078 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 19:08:18, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 0.9895, loss: 0.9895 +2024-09-19 13:51:13,538 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 19:07:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 1.1006, loss: 1.1006 +2024-09-19 13:51:36,142 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 19:07:31, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 1.0304, loss: 1.0304 +2024-09-19 13:51:59,149 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 19:07:08, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 1.0177, loss: 1.0177 +2024-09-19 13:52:21,631 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 19:06:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.9749, loss: 0.9749 +2024-09-19 13:52:44,469 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 19:06:22, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 1.0786, loss: 1.0786 +2024-09-19 13:53:07,265 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 19:05:59, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 1.0566, loss: 1.0566 +2024-09-19 13:53:17,454 - pyskl - INFO - Saving checkpoint at 74 epochs +2024-09-19 13:56:36,809 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 13:56:37,279 - pyskl - INFO - +top1_acc 0.7460 +top5_acc 0.9551 +2024-09-19 13:56:37,295 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7460, top5_acc: 0.9551 +2024-09-19 13:57:29,338 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 19:05:47, time: 0.520, data_time: 0.301, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 1.0798, loss: 1.0798 +2024-09-19 13:57:50,814 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 19:05:23, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 0.9542, loss: 0.9542 +2024-09-19 13:58:13,176 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 19:04:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 0.9373, loss: 0.9373 +2024-09-19 13:58:35,949 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 19:04:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9725, loss_cls: 0.8954, loss: 0.8954 +2024-09-19 13:58:58,573 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 19:04:12, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 0.9564, loss: 0.9564 +2024-09-19 13:59:21,235 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 19:03:49, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.9646, loss: 0.9646 +2024-09-19 13:59:43,216 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 19:03:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 0.9230, loss: 0.9230 +2024-09-19 14:00:05,933 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 19:03:02, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.9884, loss: 0.9884 +2024-09-19 14:00:28,518 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 19:02:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.9337, loss: 0.9337 +2024-09-19 14:00:50,731 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 19:02:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.9656, loss: 0.9656 +2024-09-19 14:01:13,304 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 19:01:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 0.9883, loss: 0.9883 +2024-09-19 14:01:35,814 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 19:01:28, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9656, loss_cls: 0.9710, loss: 0.9710 +2024-09-19 14:01:57,567 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 19:01:04, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.9106, loss: 0.9106 +2024-09-19 14:02:20,596 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 19:00:41, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 0.9307, loss: 0.9307 +2024-09-19 14:02:43,276 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 19:00:18, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 0.8587, loss: 0.8587 +2024-09-19 14:03:06,478 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 18:59:55, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9631, loss_cls: 1.0332, loss: 1.0332 +2024-09-19 14:03:29,515 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 18:59:32, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 1.0341, loss: 1.0341 +2024-09-19 14:03:52,670 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 18:59:09, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.9654, loss: 0.9654 +2024-09-19 14:04:15,584 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 18:58:46, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.9892, loss: 0.9892 +2024-09-19 14:04:37,730 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 18:58:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 0.9295, loss: 0.9295 +2024-09-19 14:05:00,973 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 18:58:00, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.9114, loss: 0.9114 +2024-09-19 14:05:23,736 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 18:57:37, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9644, loss_cls: 1.0061, loss: 1.0061 +2024-09-19 14:05:46,711 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 18:57:14, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 1.0033, loss: 1.0033 +2024-09-19 14:06:09,013 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 18:56:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 1.0386, loss: 1.0386 +2024-09-19 14:06:31,488 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 18:56:27, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 1.0266, loss: 1.0266 +2024-09-19 14:06:53,457 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 18:56:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.9538, loss: 0.9538 +2024-09-19 14:07:15,538 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 18:55:39, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9681, loss_cls: 0.9093, loss: 0.9093 +2024-09-19 14:07:38,024 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 18:55:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 0.9940, loss: 0.9940 +2024-09-19 14:08:00,459 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 18:54:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 1.0953, loss: 1.0953 +2024-09-19 14:08:23,492 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 18:54:29, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 1.0389, loss: 1.0389 +2024-09-19 14:08:46,228 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 18:54:06, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.9780, loss: 0.9780 +2024-09-19 14:09:09,494 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 18:53:43, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 1.0862, loss: 1.0862 +2024-09-19 14:09:32,218 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 18:53:20, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9650, loss_cls: 0.9600, loss: 0.9600 +2024-09-19 14:09:55,604 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 18:52:57, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 0.9884, loss: 0.9884 +2024-09-19 14:10:19,037 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 18:52:35, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 1.0377, loss: 1.0377 +2024-09-19 14:10:42,041 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 18:52:12, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9644, loss_cls: 1.0411, loss: 1.0411 +2024-09-19 14:11:05,399 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 18:51:49, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 1.0441, loss: 1.0441 +2024-09-19 14:11:28,510 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 18:51:27, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 1.0150, loss: 1.0150 +2024-09-19 14:11:51,770 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 18:51:04, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 1.0166, loss: 1.0166 +2024-09-19 14:12:02,696 - pyskl - INFO - Saving checkpoint at 75 epochs +2024-09-19 14:15:24,549 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 14:15:25,061 - pyskl - INFO - +top1_acc 0.7633 +top5_acc 0.9524 +2024-09-19 14:15:25,078 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7633, top5_acc: 0.9524 +2024-09-19 14:16:17,525 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 18:50:52, time: 0.524, data_time: 0.304, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.9480, loss: 0.9480 +2024-09-19 14:16:39,587 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 18:50:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 0.8802, loss: 0.8802 +2024-09-19 14:17:01,661 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 18:50:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 0.9716, loss: 0.9716 +2024-09-19 14:17:24,628 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 18:49:41, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.9805, loss: 0.9805 +2024-09-19 14:17:48,435 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 18:49:19, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 0.9047, loss: 0.9047 +2024-09-19 14:18:11,264 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 18:48:56, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.9594, loss: 0.9594 +2024-09-19 14:18:34,235 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 18:48:33, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 0.9236, loss: 0.9236 +2024-09-19 14:18:57,089 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 18:48:10, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 0.9263, loss: 0.9263 +2024-09-19 14:19:20,448 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 18:47:48, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 0.9223, loss: 0.9223 +2024-09-19 14:19:43,712 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 18:47:25, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.8895, loss: 0.8895 +2024-09-19 14:20:06,785 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 18:47:02, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.9807, loss: 0.9807 +2024-09-19 14:20:29,878 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 18:46:39, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.0062, loss: 1.0062 +2024-09-19 14:20:53,178 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 18:46:16, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 0.9380, loss: 0.9380 +2024-09-19 14:21:16,310 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 18:45:54, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9725, loss_cls: 0.8940, loss: 0.8940 +2024-09-19 14:21:39,488 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 18:45:31, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 1.0407, loss: 1.0407 +2024-09-19 14:22:02,571 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 18:45:08, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.9968, loss: 0.9968 +2024-09-19 14:22:25,964 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 18:44:46, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9675, loss_cls: 1.0028, loss: 1.0028 +2024-09-19 14:22:48,874 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 18:44:22, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 0.9013, loss: 0.9013 +2024-09-19 14:23:11,914 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 18:44:00, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 0.9183, loss: 0.9183 +2024-09-19 14:23:34,936 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 18:43:37, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 0.9018, loss: 0.9018 +2024-09-19 14:23:57,539 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 18:43:13, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 1.0062, loss: 1.0062 +2024-09-19 14:24:19,955 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 18:42:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.9585, loss: 0.9585 +2024-09-19 14:24:42,590 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 18:42:26, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.9441, loss: 0.9441 +2024-09-19 14:25:04,998 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 18:42:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.8794, loss: 0.8794 +2024-09-19 14:25:27,287 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 18:41:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9656, loss_cls: 1.0345, loss: 1.0345 +2024-09-19 14:25:49,767 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 18:41:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9600, loss_cls: 1.0562, loss: 1.0562 +2024-09-19 14:26:12,032 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 18:40:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.9782, loss: 0.9782 +2024-09-19 14:26:34,481 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 18:40:29, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 1.0305, loss: 1.0305 +2024-09-19 14:26:57,055 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 18:40:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9669, loss_cls: 0.9841, loss: 0.9841 +2024-09-19 14:27:19,609 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 18:39:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9569, loss_cls: 1.0825, loss: 1.0825 +2024-09-19 14:27:42,109 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 18:39:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 1.0310, loss: 1.0310 +2024-09-19 14:28:05,147 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 18:38:56, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9656, loss_cls: 1.0059, loss: 1.0059 +2024-09-19 14:28:28,089 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 18:38:33, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 1.0014, loss: 1.0014 +2024-09-19 14:28:50,875 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 18:38:10, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 1.0473, loss: 1.0473 +2024-09-19 14:29:13,949 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 18:37:47, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 1.0049, loss: 1.0049 +2024-09-19 14:29:35,713 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 18:37:23, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9700, loss_cls: 0.9681, loss: 0.9681 +2024-09-19 14:29:58,073 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 18:36:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9637, loss_cls: 1.0098, loss: 1.0098 +2024-09-19 14:30:20,878 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 18:36:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9775, loss_cls: 1.0005, loss: 1.0005 +2024-09-19 14:30:42,308 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 18:36:11, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 0.9707, loss: 0.9707 +2024-09-19 14:30:52,039 - pyskl - INFO - Saving checkpoint at 76 epochs +2024-09-19 14:34:09,565 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 14:34:10,160 - pyskl - INFO - +top1_acc 0.7682 +top5_acc 0.9546 +2024-09-19 14:34:10,176 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7682, top5_acc: 0.9546 +2024-09-19 14:35:02,246 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 18:35:59, time: 0.521, data_time: 0.303, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.9215, loss: 0.9215 +2024-09-19 14:35:24,187 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 18:35:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9681, loss_cls: 0.9353, loss: 0.9353 +2024-09-19 14:35:46,609 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 18:35:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9681, loss_cls: 0.9229, loss: 0.9229 +2024-09-19 14:36:08,597 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 18:34:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 0.9486, loss: 0.9486 +2024-09-19 14:36:30,613 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 18:34:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 0.9706, loss: 0.9706 +2024-09-19 14:36:52,787 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 18:34:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 0.9823, loss: 0.9823 +2024-09-19 14:37:15,661 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 18:33:36, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 0.9240, loss: 0.9240 +2024-09-19 14:37:38,472 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 18:33:13, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 1.0269, loss: 1.0269 +2024-09-19 14:38:01,689 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 18:32:51, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9644, loss_cls: 1.0256, loss: 1.0256 +2024-09-19 14:38:24,442 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 18:32:27, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 1.0032, loss: 1.0032 +2024-09-19 14:38:47,121 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 18:32:04, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 0.9208, loss: 0.9208 +2024-09-19 14:39:10,095 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 18:31:41, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.9603, loss: 0.9603 +2024-09-19 14:39:32,957 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 18:31:18, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 0.9748, loss: 0.9748 +2024-09-19 14:39:55,986 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 18:30:55, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 0.9532, loss: 0.9532 +2024-09-19 14:40:19,003 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 18:30:32, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.9082, loss: 0.9082 +2024-09-19 14:40:42,133 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 18:30:09, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 0.9189, loss: 0.9189 +2024-09-19 14:41:05,209 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 18:29:47, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 0.9583, loss: 0.9583 +2024-09-19 14:41:27,971 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 18:29:23, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 0.9498, loss: 0.9498 +2024-09-19 14:41:50,818 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 18:29:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 1.0353, loss: 1.0353 +2024-09-19 14:42:13,443 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 18:28:37, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 1.0760, loss: 1.0760 +2024-09-19 14:42:36,378 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 18:28:14, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 1.0353, loss: 1.0353 +2024-09-19 14:42:59,135 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 18:27:51, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9650, loss_cls: 0.9978, loss: 0.9978 +2024-09-19 14:43:21,490 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 18:27:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.9690, loss: 0.9690 +2024-09-19 14:43:43,765 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 18:27:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 0.9504, loss: 0.9504 +2024-09-19 14:44:06,144 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 18:26:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9675, loss_cls: 0.9940, loss: 0.9940 +2024-09-19 14:44:28,364 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 18:26:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 1.0584, loss: 1.0584 +2024-09-19 14:44:50,611 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 18:25:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 0.9749, loss: 0.9749 +2024-09-19 14:45:12,503 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 18:25:29, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 1.0480, loss: 1.0480 +2024-09-19 14:45:34,953 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 18:25:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.9585, loss: 0.9585 +2024-09-19 14:45:57,212 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 18:24:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 0.9545, loss: 0.9545 +2024-09-19 14:46:19,682 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 18:24:18, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 0.9450, loss: 0.9450 +2024-09-19 14:46:41,761 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 18:23:54, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.9187, loss: 0.9187 +2024-09-19 14:47:04,376 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 18:23:31, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9681, loss_cls: 0.9271, loss: 0.9271 +2024-09-19 14:47:26,972 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 18:23:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 0.9718, loss: 0.9718 +2024-09-19 14:47:49,830 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 18:22:45, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 1.0090, loss: 1.0090 +2024-09-19 14:48:12,126 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 18:22:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 0.9881, loss: 0.9881 +2024-09-19 14:48:34,979 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 18:21:58, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 1.0007, loss: 1.0007 +2024-09-19 14:48:57,364 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 18:21:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 1.0495, loss: 1.0495 +2024-09-19 14:49:19,372 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 18:21:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9606, loss_cls: 1.0646, loss: 1.0646 +2024-09-19 14:49:28,429 - pyskl - INFO - Saving checkpoint at 77 epochs +2024-09-19 14:52:48,944 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 14:52:49,513 - pyskl - INFO - +top1_acc 0.7698 +top5_acc 0.9546 +2024-09-19 14:52:49,532 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7698, top5_acc: 0.9546 +2024-09-19 14:53:42,509 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 18:20:58, time: 0.530, data_time: 0.308, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.9010, loss: 0.9010 +2024-09-19 14:54:04,164 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 18:20:34, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 1.0074, loss: 1.0074 +2024-09-19 14:54:25,738 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 18:20:10, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 1.0239, loss: 1.0239 +2024-09-19 14:54:47,193 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 18:19:45, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 0.8511, loss: 0.8511 +2024-09-19 14:55:09,272 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 18:19:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 0.9870, loss: 0.9870 +2024-09-19 14:55:31,471 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 18:18:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.9408, loss: 0.9408 +2024-09-19 14:55:53,309 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 18:18:34, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 0.9022, loss: 0.9022 +2024-09-19 14:56:15,812 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 18:18:10, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 0.8543, loss: 0.8543 +2024-09-19 14:56:38,103 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 18:17:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 0.9604, loss: 0.9604 +2024-09-19 14:57:01,006 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 18:17:23, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9663, loss_cls: 0.9821, loss: 0.9821 +2024-09-19 14:57:23,457 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 18:17:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 0.9156, loss: 0.9156 +2024-09-19 14:57:45,341 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 18:16:36, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.9662, loss: 0.9662 +2024-09-19 14:58:07,884 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 18:16:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.9597, loss: 0.9597 +2024-09-19 14:58:30,593 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 18:15:49, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 0.9298, loss: 0.9298 +2024-09-19 14:58:52,909 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 18:15:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.9643, loss: 0.9643 +2024-09-19 14:59:15,706 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 18:15:03, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 0.9388, loss: 0.9388 +2024-09-19 14:59:38,504 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 18:14:40, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 0.9341, loss: 0.9341 +2024-09-19 15:00:01,007 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 18:14:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 0.9433, loss: 0.9433 +2024-09-19 15:00:23,174 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 18:13:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9644, loss_cls: 1.0222, loss: 1.0222 +2024-09-19 15:00:45,365 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 18:13:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9712, loss_cls: 0.9435, loss: 0.9435 +2024-09-19 15:01:08,656 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 18:13:06, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9644, loss_cls: 0.9561, loss: 0.9561 +2024-09-19 15:01:31,216 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 18:12:43, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 0.8625, loss: 0.8625 +2024-09-19 15:01:53,723 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 18:12:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 1.0218, loss: 1.0218 +2024-09-19 15:02:16,376 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 18:11:56, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.9995, loss: 0.9995 +2024-09-19 15:02:38,502 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 18:11:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 0.9930, loss: 0.9930 +2024-09-19 15:03:00,538 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 18:11:08, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9637, loss_cls: 1.0164, loss: 1.0164 +2024-09-19 15:03:22,234 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 18:10:44, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.9712, loss: 0.9712 +2024-09-19 15:03:44,287 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 18:10:20, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 1.0137, loss: 1.0137 +2024-09-19 15:04:06,808 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 18:09:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.9528, loss: 0.9528 +2024-09-19 15:04:29,510 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 18:09:34, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.8972, loss: 0.8972 +2024-09-19 15:04:52,253 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 18:09:11, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.9989, loss: 0.9989 +2024-09-19 15:05:14,316 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 18:08:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 1.0303, loss: 1.0303 +2024-09-19 15:05:36,398 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 18:08:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 0.9798, loss: 0.9798 +2024-09-19 15:05:59,150 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 18:08:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 0.9536, loss: 0.9536 +2024-09-19 15:06:22,338 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 18:07:37, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9656, loss_cls: 1.0198, loss: 1.0198 +2024-09-19 15:06:45,457 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 18:07:14, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.9354, loss: 0.9354 +2024-09-19 15:07:08,482 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 18:06:51, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9706, loss_cls: 0.9355, loss: 0.9355 +2024-09-19 15:07:29,603 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 18:06:27, time: 0.211, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 1.0057, loss: 1.0057 +2024-09-19 15:07:51,362 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 18:06:03, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 1.0665, loss: 1.0665 +2024-09-19 15:08:01,274 - pyskl - INFO - Saving checkpoint at 78 epochs +2024-09-19 15:11:25,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 15:11:25,816 - pyskl - INFO - +top1_acc 0.7786 +top5_acc 0.9582 +2024-09-19 15:11:25,826 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_61.pth was removed +2024-09-19 15:11:26,075 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2024-09-19 15:11:26,077 - pyskl - INFO - Best top1_acc is 0.7786 at 78 epoch. +2024-09-19 15:11:26,101 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7786, top5_acc: 0.9582 +2024-09-19 15:12:21,247 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 18:05:52, time: 0.551, data_time: 0.330, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.9627, loss: 0.9627 +2024-09-19 15:12:43,207 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 18:05:28, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.8972, loss: 0.8972 +2024-09-19 15:13:05,483 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 18:05:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.8574, loss: 0.8574 +2024-09-19 15:13:27,568 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 18:04:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 0.9090, loss: 0.9090 +2024-09-19 15:13:49,708 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 18:04:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 1.0198, loss: 1.0198 +2024-09-19 15:14:11,784 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 18:03:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.9989, loss: 0.9989 +2024-09-19 15:14:33,352 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 18:03:29, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9656, loss_cls: 0.9524, loss: 0.9524 +2024-09-19 15:14:55,179 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 18:03:05, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 0.9582, loss: 0.9582 +2024-09-19 15:15:16,903 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 18:02:40, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 0.8884, loss: 0.8884 +2024-09-19 15:15:39,957 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 18:02:17, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 0.9173, loss: 0.9173 +2024-09-19 15:16:02,645 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 18:01:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 0.9632, loss: 0.9632 +2024-09-19 15:16:25,738 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 18:01:31, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 0.9105, loss: 0.9105 +2024-09-19 15:16:49,043 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 18:01:09, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 0.8871, loss: 0.8871 +2024-09-19 15:17:11,766 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 18:00:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.9418, loss: 0.9418 +2024-09-19 15:17:34,308 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 18:00:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 0.8957, loss: 0.8957 +2024-09-19 15:17:57,382 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 17:59:59, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.9708, loss: 0.9708 +2024-09-19 15:18:20,631 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 17:59:37, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.9076, loss: 0.9076 +2024-09-19 15:18:42,806 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 17:59:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 0.8863, loss: 0.8863 +2024-09-19 15:19:05,168 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 17:58:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 0.9464, loss: 0.9464 +2024-09-19 15:19:27,711 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 17:58:26, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.9664, loss: 0.9664 +2024-09-19 15:19:49,304 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 17:58:02, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 0.9450, loss: 0.9450 +2024-09-19 15:20:11,717 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 17:57:38, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 0.9083, loss: 0.9083 +2024-09-19 15:20:33,810 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 17:57:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 0.9654, loss: 0.9654 +2024-09-19 15:20:56,035 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 17:56:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 0.9273, loss: 0.9273 +2024-09-19 15:21:18,265 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 17:56:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.9013, loss: 0.9013 +2024-09-19 15:21:40,744 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 17:56:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 0.9256, loss: 0.9256 +2024-09-19 15:22:02,791 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 17:55:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 1.0051, loss: 1.0051 +2024-09-19 15:22:24,833 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 17:55:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 0.9143, loss: 0.9143 +2024-09-19 15:22:46,630 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 17:54:52, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.9565, loss: 0.9565 +2024-09-19 15:23:08,777 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 17:54:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.9874, loss: 0.9874 +2024-09-19 15:23:31,518 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 17:54:05, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 0.9444, loss: 0.9444 +2024-09-19 15:23:54,689 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 17:53:42, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 1.0188, loss: 1.0188 +2024-09-19 15:24:17,555 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 17:53:19, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 0.9803, loss: 0.9803 +2024-09-19 15:24:40,556 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 17:52:56, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 0.9796, loss: 0.9796 +2024-09-19 15:25:03,409 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 17:52:33, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9681, loss_cls: 0.9541, loss: 0.9541 +2024-09-19 15:25:26,286 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 17:52:10, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 0.9766, loss: 0.9766 +2024-09-19 15:25:49,146 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 17:51:47, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.9136, loss: 0.9136 +2024-09-19 15:26:12,044 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 17:51:24, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.9572, loss: 0.9572 +2024-09-19 15:26:34,457 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 17:51:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9644, loss_cls: 0.9324, loss: 0.9324 +2024-09-19 15:26:44,497 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-09-19 15:30:06,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 15:30:07,132 - pyskl - INFO - +top1_acc 0.7864 +top5_acc 0.9587 +2024-09-19 15:30:07,140 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_78.pth was removed +2024-09-19 15:30:07,311 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2024-09-19 15:30:07,311 - pyskl - INFO - Best top1_acc is 0.7864 at 79 epoch. +2024-09-19 15:30:07,327 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7864, top5_acc: 0.9587 +2024-09-19 15:31:03,032 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 17:50:50, time: 0.557, data_time: 0.330, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.8759, loss: 0.8759 +2024-09-19 15:31:25,086 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 17:50:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.8500, loss: 0.8500 +2024-09-19 15:31:47,265 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 17:50:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.8570, loss: 0.8570 +2024-09-19 15:32:09,546 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 17:49:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9688, loss_cls: 0.9176, loss: 0.9176 +2024-09-19 15:32:31,364 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 17:49:15, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 0.8978, loss: 0.8978 +2024-09-19 15:32:52,833 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 17:48:50, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 0.8073, loss: 0.8073 +2024-09-19 15:33:14,832 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 17:48:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 0.9279, loss: 0.9279 +2024-09-19 15:33:36,739 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 17:48:03, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 0.9048, loss: 0.9048 +2024-09-19 15:33:58,669 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 17:47:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 0.8761, loss: 0.8761 +2024-09-19 15:34:21,314 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 17:47:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 0.9590, loss: 0.9590 +2024-09-19 15:34:43,787 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 17:46:52, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 0.9185, loss: 0.9185 +2024-09-19 15:35:05,585 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 17:46:28, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.9265, loss: 0.9265 +2024-09-19 15:35:27,574 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 17:46:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9669, loss_cls: 0.9890, loss: 0.9890 +2024-09-19 15:35:50,186 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 17:45:41, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.8961, loss: 0.8961 +2024-09-19 15:36:12,420 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 17:45:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 0.9977, loss: 0.9977 +2024-09-19 15:36:35,429 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 17:44:54, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 0.9888, loss: 0.9888 +2024-09-19 15:36:58,232 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 17:44:31, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9688, loss_cls: 0.9379, loss: 0.9379 +2024-09-19 15:37:20,829 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 17:44:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 0.9202, loss: 0.9202 +2024-09-19 15:37:43,519 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 17:43:45, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 0.9962, loss: 0.9962 +2024-09-19 15:38:06,442 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 17:43:22, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 0.9838, loss: 0.9838 +2024-09-19 15:38:29,247 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 17:42:58, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 0.9305, loss: 0.9305 +2024-09-19 15:38:51,463 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 17:42:35, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 0.9739, loss: 0.9739 +2024-09-19 15:39:14,298 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 17:42:12, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9669, loss_cls: 0.9820, loss: 0.9820 +2024-09-19 15:39:36,459 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 17:41:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 0.9852, loss: 0.9852 +2024-09-19 15:39:58,588 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 17:41:24, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 0.9295, loss: 0.9295 +2024-09-19 15:40:21,153 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 17:41:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 0.9351, loss: 0.9351 +2024-09-19 15:40:47,388 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 17:40:41, time: 0.262, data_time: 0.001, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 0.9332, loss: 0.9332 +2024-09-19 15:41:10,172 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 17:40:18, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.8649, loss: 0.8649 +2024-09-19 15:41:32,507 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 17:39:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.9116, loss: 0.9116 +2024-09-19 15:41:54,617 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 17:39:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 0.9686, loss: 0.9686 +2024-09-19 15:42:16,949 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 17:39:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9700, loss_cls: 0.9367, loss: 0.9367 +2024-09-19 15:42:39,212 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 17:38:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.8729, loss: 0.8729 +2024-09-19 15:43:01,751 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 17:38:20, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 1.0017, loss: 1.0017 +2024-09-19 15:43:24,334 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 17:37:57, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 0.9756, loss: 0.9756 +2024-09-19 15:43:46,246 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 17:37:33, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 0.9286, loss: 0.9286 +2024-09-19 15:44:07,786 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 17:37:09, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9688, loss_cls: 0.9635, loss: 0.9635 +2024-09-19 15:44:30,275 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 17:36:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 0.9871, loss: 0.9871 +2024-09-19 15:44:52,746 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 17:36:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.8749, loss: 0.8749 +2024-09-19 15:45:15,908 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 17:35:59, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 0.9399, loss: 0.9399 +2024-09-19 15:45:25,221 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-09-19 15:48:43,188 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 15:48:43,880 - pyskl - INFO - +top1_acc 0.7775 +top5_acc 0.9525 +2024-09-19 15:48:43,905 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7775, top5_acc: 0.9525 +2024-09-19 15:49:38,848 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 17:35:47, time: 0.549, data_time: 0.323, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 0.8662, loss: 0.8662 +2024-09-19 15:50:01,078 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 17:35:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.8168, loss: 0.8168 +2024-09-19 15:50:23,743 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 17:35:00, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 0.8028, loss: 0.8028 +2024-09-19 15:50:46,427 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 17:34:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.8907, loss: 0.8907 +2024-09-19 15:51:09,169 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 17:34:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9650, loss_cls: 0.9113, loss: 0.9113 +2024-09-19 15:51:32,015 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 17:33:50, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.7868, loss: 0.7868 +2024-09-19 15:51:54,647 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 17:33:27, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 0.9113, loss: 0.9113 +2024-09-19 15:52:16,810 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 17:33:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 0.8450, loss: 0.8450 +2024-09-19 15:52:38,834 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 17:32:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9644, loss_cls: 0.9614, loss: 0.9614 +2024-09-19 15:53:00,869 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 17:32:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.9018, loss: 0.9018 +2024-09-19 15:53:22,882 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 17:31:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.8989, loss: 0.8989 +2024-09-19 15:53:44,994 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 17:31:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 0.9183, loss: 0.9183 +2024-09-19 15:54:07,201 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 17:31:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 0.9421, loss: 0.9421 +2024-09-19 15:54:29,138 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 17:30:41, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 0.9427, loss: 0.9427 +2024-09-19 15:54:51,310 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 17:30:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9637, loss_cls: 0.9956, loss: 0.9956 +2024-09-19 15:55:13,793 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 17:29:54, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9744, loss_cls: 0.8478, loss: 0.8478 +2024-09-19 15:55:36,426 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 17:29:30, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 0.8627, loss: 0.8627 +2024-09-19 15:55:58,058 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 17:29:06, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.9189, loss: 0.9189 +2024-09-19 15:56:20,484 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 17:28:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 0.9889, loss: 0.9889 +2024-09-19 15:56:42,430 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 17:28:19, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 0.8950, loss: 0.8950 +2024-09-19 15:57:05,340 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 17:27:56, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.8792, loss: 0.8792 +2024-09-19 15:57:28,139 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 17:27:33, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9738, loss_cls: 0.8809, loss: 0.8809 +2024-09-19 15:57:50,699 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 17:27:09, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9700, loss_cls: 0.9070, loss: 0.9070 +2024-09-19 15:58:13,474 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 17:26:46, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9706, loss_cls: 0.9197, loss: 0.9197 +2024-09-19 15:58:35,951 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 17:26:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 0.9416, loss: 0.9416 +2024-09-19 15:58:58,460 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 17:26:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 0.9733, loss: 0.9733 +2024-09-19 15:59:20,563 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 17:25:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9688, loss_cls: 0.9438, loss: 0.9438 +2024-09-19 15:59:42,680 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 17:25:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 0.9472, loss: 0.9472 +2024-09-19 16:00:04,946 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 17:24:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9694, loss_cls: 0.9334, loss: 0.9334 +2024-09-19 16:00:27,150 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 17:24:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 0.9955, loss: 0.9955 +2024-09-19 16:00:49,509 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 17:24:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 0.8886, loss: 0.8886 +2024-09-19 16:01:12,161 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 17:23:38, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.9172, loss: 0.9172 +2024-09-19 16:01:35,207 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 17:23:15, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.8723, loss: 0.8723 +2024-09-19 16:01:57,841 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 17:22:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9619, loss_cls: 1.0230, loss: 1.0230 +2024-09-19 16:02:20,102 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 17:22:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 0.9929, loss: 0.9929 +2024-09-19 16:02:42,125 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 17:22:05, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.9658, loss: 0.9658 +2024-09-19 16:03:04,361 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 17:21:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 0.9780, loss: 0.9780 +2024-09-19 16:03:27,562 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 17:21:18, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 0.9614, loss: 0.9614 +2024-09-19 16:03:50,668 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 17:20:55, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.9709, loss: 0.9709 +2024-09-19 16:04:00,753 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-09-19 16:07:22,863 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 16:07:23,611 - pyskl - INFO - +top1_acc 0.7793 +top5_acc 0.9550 +2024-09-19 16:07:23,640 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7793, top5_acc: 0.9550 +2024-09-19 16:08:19,114 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 17:20:43, time: 0.555, data_time: 0.327, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.9264, loss: 0.9264 +2024-09-19 16:08:42,071 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 17:20:20, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.8576, loss: 0.8576 +2024-09-19 16:09:04,797 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 17:19:57, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9725, loss_cls: 0.8804, loss: 0.8804 +2024-09-19 16:09:27,806 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 17:19:34, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 0.8447, loss: 0.8447 +2024-09-19 16:09:50,807 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 17:19:11, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.8604, loss: 0.8604 +2024-09-19 16:10:13,474 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 17:18:48, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 0.9294, loss: 0.9294 +2024-09-19 16:10:36,251 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 17:18:25, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.9555, loss: 0.9555 +2024-09-19 16:10:58,960 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 17:18:01, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 0.8871, loss: 0.8871 +2024-09-19 16:11:22,068 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 17:17:39, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9700, loss_cls: 0.9077, loss: 0.9077 +2024-09-19 16:11:45,095 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 17:17:16, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 0.9603, loss: 0.9603 +2024-09-19 16:12:07,880 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 17:16:52, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.8897, loss: 0.8897 +2024-09-19 16:12:30,417 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 17:16:29, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9725, loss_cls: 0.8676, loss: 0.8676 +2024-09-19 16:12:52,681 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 17:16:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 0.8010, loss: 0.8010 +2024-09-19 16:13:14,985 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 17:15:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.8770, loss: 0.8770 +2024-09-19 16:13:37,459 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 17:15:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 0.9406, loss: 0.9406 +2024-09-19 16:13:59,974 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 17:14:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 0.9107, loss: 0.9107 +2024-09-19 16:14:22,400 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 17:14:32, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 0.9727, loss: 0.9727 +2024-09-19 16:14:45,245 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 17:14:09, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 0.9851, loss: 0.9851 +2024-09-19 16:15:08,172 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 17:13:46, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 0.9357, loss: 0.9357 +2024-09-19 16:15:30,910 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 17:13:22, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.8663, loss: 0.8663 +2024-09-19 16:15:54,055 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 17:13:00, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.8777, loss: 0.8777 +2024-09-19 16:16:17,275 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 17:12:37, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 0.8294, loss: 0.8294 +2024-09-19 16:16:40,408 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 17:12:14, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9637, loss_cls: 0.9566, loss: 0.9566 +2024-09-19 16:17:03,464 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 17:11:51, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 0.8600, loss: 0.8600 +2024-09-19 16:17:25,901 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 17:11:28, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 0.9468, loss: 0.9468 +2024-09-19 16:17:48,183 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 17:11:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.9004, loss: 0.9004 +2024-09-19 16:18:10,597 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 17:10:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 0.9578, loss: 0.9578 +2024-09-19 16:18:32,949 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 17:10:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 0.9403, loss: 0.9403 +2024-09-19 16:18:55,325 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 17:09:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.8985, loss: 0.8985 +2024-09-19 16:19:17,869 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 17:09:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9725, loss_cls: 0.8806, loss: 0.8806 +2024-09-19 16:19:40,258 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 17:09:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 0.8849, loss: 0.8849 +2024-09-19 16:20:02,669 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 17:08:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.8910, loss: 0.8910 +2024-09-19 16:20:25,438 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 17:08:20, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 0.8918, loss: 0.8918 +2024-09-19 16:20:47,796 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 17:07:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9700, loss_cls: 0.9388, loss: 0.9388 +2024-09-19 16:21:10,148 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 17:07:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 0.9079, loss: 0.9079 +2024-09-19 16:21:32,830 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 17:07:10, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 0.9078, loss: 0.9078 +2024-09-19 16:21:55,627 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 17:06:47, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.9077, loss: 0.9077 +2024-09-19 16:22:18,327 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 17:06:24, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.8930, loss: 0.8930 +2024-09-19 16:22:41,365 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 17:06:01, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 0.9645, loss: 0.9645 +2024-09-19 16:22:51,740 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-09-19 16:26:14,037 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 16:26:14,724 - pyskl - INFO - +top1_acc 0.7834 +top5_acc 0.9580 +2024-09-19 16:26:14,746 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7834, top5_acc: 0.9580 +2024-09-19 16:27:09,095 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 17:05:47, time: 0.543, data_time: 0.325, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 0.8079, loss: 0.8079 +2024-09-19 16:27:32,121 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 17:05:24, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 0.9048, loss: 0.9048 +2024-09-19 16:27:53,657 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 17:05:00, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 0.8545, loss: 0.8545 +2024-09-19 16:28:16,549 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 17:04:37, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.8414, loss: 0.8414 +2024-09-19 16:28:39,591 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 17:04:14, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 0.8240, loss: 0.8240 +2024-09-19 16:29:02,959 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 17:03:51, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 0.8657, loss: 0.8657 +2024-09-19 16:29:26,256 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 17:03:29, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9631, loss_cls: 0.9278, loss: 0.9278 +2024-09-19 16:29:48,995 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 17:03:05, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.8077, loss: 0.8077 +2024-09-19 16:30:12,141 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 17:02:43, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9731, loss_cls: 0.8797, loss: 0.8797 +2024-09-19 16:30:34,962 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 17:02:19, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.7808, loss: 0.7808 +2024-09-19 16:30:58,011 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 17:01:57, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 0.8432, loss: 0.8432 +2024-09-19 16:31:21,228 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 17:01:34, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9681, loss_cls: 0.9002, loss: 0.9002 +2024-09-19 16:31:44,137 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 17:01:11, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 0.9329, loss: 0.9329 +2024-09-19 16:32:06,745 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 17:00:47, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9706, loss_cls: 0.8900, loss: 0.8900 +2024-09-19 16:32:29,229 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 17:00:24, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 0.8798, loss: 0.8798 +2024-09-19 16:32:51,399 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 17:00:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.8647, loss: 0.8647 +2024-09-19 16:33:14,146 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 16:59:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 0.9126, loss: 0.9126 +2024-09-19 16:33:36,281 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 16:59:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.8510, loss: 0.8510 +2024-09-19 16:33:58,362 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 16:58:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9712, loss_cls: 0.8767, loss: 0.8767 +2024-09-19 16:34:20,386 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 16:58:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.8700, loss: 0.8700 +2024-09-19 16:34:42,631 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 16:58:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 0.8386, loss: 0.8386 +2024-09-19 16:35:05,340 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 16:57:39, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 0.8840, loss: 0.8840 +2024-09-19 16:35:28,595 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 16:57:17, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.9408, loss: 0.9408 +2024-09-19 16:35:51,281 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 16:56:53, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 0.9028, loss: 0.9028 +2024-09-19 16:36:13,796 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 16:56:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.9020, loss: 0.9020 +2024-09-19 16:36:36,022 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 16:56:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.8569, loss: 0.8569 +2024-09-19 16:36:58,134 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 16:55:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.9193, loss: 0.9193 +2024-09-19 16:37:20,513 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 16:55:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.9557, loss: 0.9557 +2024-09-19 16:37:43,389 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 16:54:56, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 1.0274, loss: 1.0274 +2024-09-19 16:38:05,757 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 16:54:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 0.9002, loss: 0.9002 +2024-09-19 16:38:27,489 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 16:54:09, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 0.8834, loss: 0.8834 +2024-09-19 16:38:50,324 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 16:53:46, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 0.9264, loss: 0.9264 +2024-09-19 16:39:12,725 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 16:53:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.9837, loss: 0.9837 +2024-09-19 16:39:35,495 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 16:52:59, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9712, loss_cls: 0.9109, loss: 0.9109 +2024-09-19 16:39:57,801 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 16:52:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.9101, loss: 0.9101 +2024-09-19 16:40:20,352 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 16:52:12, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 0.9310, loss: 0.9310 +2024-09-19 16:40:42,797 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 16:51:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.9851, loss: 0.9851 +2024-09-19 16:41:04,982 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 16:51:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 0.9460, loss: 0.9460 +2024-09-19 16:41:27,723 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 16:51:02, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 0.9668, loss: 0.9668 +2024-09-19 16:41:37,892 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-09-19 16:45:02,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 16:45:03,354 - pyskl - INFO - +top1_acc 0.7838 +top5_acc 0.9601 +2024-09-19 16:45:03,379 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7838, top5_acc: 0.9601 +2024-09-19 16:46:00,368 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 16:50:50, time: 0.570, data_time: 0.338, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.8323, loss: 0.8323 +2024-09-19 16:46:23,425 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 16:50:27, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.8495, loss: 0.8495 +2024-09-19 16:46:46,139 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 16:50:04, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.7854, loss: 0.7854 +2024-09-19 16:47:08,990 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 16:49:41, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 0.9139, loss: 0.9139 +2024-09-19 16:47:31,828 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 16:49:17, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 0.9077, loss: 0.9077 +2024-09-19 16:47:54,965 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 16:48:55, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.7883, loss: 0.7883 +2024-09-19 16:48:18,385 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 16:48:32, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 0.9171, loss: 0.9171 +2024-09-19 16:48:41,105 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 16:48:09, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.8364, loss: 0.8364 +2024-09-19 16:49:04,031 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 16:47:46, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 0.9051, loss: 0.9051 +2024-09-19 16:49:26,663 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 16:47:22, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 0.8905, loss: 0.8905 +2024-09-19 16:49:49,435 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 16:46:59, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 0.9082, loss: 0.9082 +2024-09-19 16:50:12,160 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 16:46:36, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.8508, loss: 0.8508 +2024-09-19 16:50:35,227 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 16:46:13, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.8986, loss: 0.8986 +2024-09-19 16:50:58,529 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 16:45:50, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9744, loss_cls: 0.8249, loss: 0.8249 +2024-09-19 16:51:21,903 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 16:45:28, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.8873, loss: 0.8873 +2024-09-19 16:51:44,747 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 16:45:05, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.8592, loss: 0.8592 +2024-09-19 16:52:07,798 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 16:44:42, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9738, loss_cls: 0.8573, loss: 0.8573 +2024-09-19 16:52:30,574 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 16:44:19, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9769, loss_cls: 0.8166, loss: 0.8166 +2024-09-19 16:52:52,732 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 16:43:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.8254, loss: 0.8254 +2024-09-19 16:53:14,723 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 16:43:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.9181, loss: 0.9181 +2024-09-19 16:53:36,907 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 16:43:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9725, loss_cls: 0.9042, loss: 0.9042 +2024-09-19 16:53:58,990 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 16:42:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 0.8723, loss: 0.8723 +2024-09-19 16:54:20,725 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 16:42:20, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 0.9645, loss: 0.9645 +2024-09-19 16:54:42,753 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 16:41:56, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9706, loss_cls: 0.9070, loss: 0.9070 +2024-09-19 16:55:05,447 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 16:41:33, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.9076, loss: 0.9076 +2024-09-19 16:55:27,825 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 16:41:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 0.9035, loss: 0.9035 +2024-09-19 16:55:50,593 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 16:40:46, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9738, loss_cls: 0.8297, loss: 0.8297 +2024-09-19 16:56:13,579 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 16:40:23, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 0.9487, loss: 0.9487 +2024-09-19 16:56:36,678 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 16:40:00, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.9401, loss: 0.9401 +2024-09-19 16:56:59,781 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 16:39:38, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9762, loss_cls: 0.8086, loss: 0.8086 +2024-09-19 16:57:22,703 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 16:39:15, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.8382, loss: 0.8382 +2024-09-19 16:57:45,780 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 16:38:52, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 0.9069, loss: 0.9069 +2024-09-19 16:58:08,643 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 16:38:29, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 0.9588, loss: 0.9588 +2024-09-19 16:58:31,093 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 16:38:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9688, loss_cls: 0.9269, loss: 0.9269 +2024-09-19 16:58:54,294 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 16:37:42, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 0.8741, loss: 0.8741 +2024-09-19 16:59:17,240 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 16:37:19, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.8447, loss: 0.8447 +2024-09-19 16:59:40,113 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 16:36:56, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.8828, loss: 0.8828 +2024-09-19 17:00:03,108 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 16:36:33, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 0.9309, loss: 0.9309 +2024-09-19 17:00:24,895 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 16:36:09, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9712, loss_cls: 0.8606, loss: 0.8606 +2024-09-19 17:00:35,179 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-09-19 17:03:58,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 17:03:58,809 - pyskl - INFO - +top1_acc 0.7806 +top5_acc 0.9562 +2024-09-19 17:03:58,824 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.7806, top5_acc: 0.9562 +2024-09-19 17:04:54,804 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 16:35:56, time: 0.560, data_time: 0.338, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.8646, loss: 0.8646 +2024-09-19 17:05:17,140 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 16:35:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 0.8738, loss: 0.8738 +2024-09-19 17:05:39,349 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 16:35:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9762, loss_cls: 0.7964, loss: 0.7964 +2024-09-19 17:06:02,569 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 16:34:46, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9700, loss_cls: 0.8684, loss: 0.8684 +2024-09-19 17:06:25,475 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 16:34:23, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.8795, loss: 0.8795 +2024-09-19 17:06:48,227 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 16:34:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 0.8134, loss: 0.8134 +2024-09-19 17:07:10,706 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 16:33:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.8484, loss: 0.8484 +2024-09-19 17:07:33,234 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 16:33:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.8139, loss: 0.8139 +2024-09-19 17:07:54,656 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 16:32:49, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.8279, loss: 0.8279 +2024-09-19 17:08:16,482 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 16:32:25, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 0.8475, loss: 0.8475 +2024-09-19 17:08:39,531 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 16:32:02, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 0.8637, loss: 0.8637 +2024-09-19 17:09:02,477 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 16:31:39, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 0.8676, loss: 0.8676 +2024-09-19 17:09:25,361 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 16:31:16, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9744, loss_cls: 0.8483, loss: 0.8483 +2024-09-19 17:09:48,330 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 16:30:53, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 0.8792, loss: 0.8792 +2024-09-19 17:10:11,099 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 16:30:30, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.8467, loss: 0.8467 +2024-09-19 17:10:33,529 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 16:30:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 0.9087, loss: 0.9087 +2024-09-19 17:10:55,914 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 16:29:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.8375, loss: 0.8375 +2024-09-19 17:11:19,154 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 16:29:20, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 0.8311, loss: 0.8311 +2024-09-19 17:11:41,767 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 16:28:57, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 0.8488, loss: 0.8488 +2024-09-19 17:12:04,161 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 16:28:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.7409, loss: 0.7409 +2024-09-19 17:12:26,007 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 16:28:09, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.8518, loss: 0.8518 +2024-09-19 17:12:48,299 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 16:27:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 0.7949, loss: 0.7949 +2024-09-19 17:13:10,121 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 16:27:22, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.8737, loss: 0.8737 +2024-09-19 17:13:32,259 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 16:26:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 0.9420, loss: 0.9420 +2024-09-19 17:13:54,646 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 16:26:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.8378, loss: 0.8378 +2024-09-19 17:14:16,811 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 16:26:11, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.9268, loss: 0.9268 +2024-09-19 17:14:38,682 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 16:25:48, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.9049, loss: 0.9049 +2024-09-19 17:15:00,625 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 16:25:24, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 0.8874, loss: 0.8874 +2024-09-19 17:15:22,932 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 16:25:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.9139, loss: 0.9139 +2024-09-19 17:15:45,421 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 16:24:37, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9694, loss_cls: 0.8835, loss: 0.8835 +2024-09-19 17:16:07,915 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 16:24:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 0.9181, loss: 0.9181 +2024-09-19 17:16:30,331 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 16:23:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9694, loss_cls: 0.9337, loss: 0.9337 +2024-09-19 17:16:52,219 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 16:23:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 0.8924, loss: 0.8924 +2024-09-19 17:17:14,867 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 16:23:03, time: 0.226, data_time: 0.001, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 0.9152, loss: 0.9152 +2024-09-19 17:17:37,317 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 16:22:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 0.9033, loss: 0.9033 +2024-09-19 17:17:59,729 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 16:22:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9725, loss_cls: 0.8658, loss: 0.8658 +2024-09-19 17:18:22,348 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 16:21:53, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.8404, loss: 0.8404 +2024-09-19 17:18:45,097 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 16:21:30, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.8090, loss: 0.8090 +2024-09-19 17:19:07,953 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 16:21:07, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 0.8787, loss: 0.8787 +2024-09-19 17:19:18,095 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-09-19 17:22:41,181 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 17:22:41,669 - pyskl - INFO - +top1_acc 0.7916 +top5_acc 0.9620 +2024-09-19 17:22:41,675 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_79.pth was removed +2024-09-19 17:22:41,834 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2024-09-19 17:22:41,835 - pyskl - INFO - Best top1_acc is 0.7916 at 85 epoch. +2024-09-19 17:22:41,851 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7916, top5_acc: 0.9620 +2024-09-19 17:23:40,015 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 16:20:54, time: 0.582, data_time: 0.352, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 0.8112, loss: 0.8112 +2024-09-19 17:24:03,002 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 16:20:31, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 0.7533, loss: 0.7533 +2024-09-19 17:24:25,839 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 16:20:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.8361, loss: 0.8361 +2024-09-19 17:24:48,698 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 16:19:45, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.7892, loss: 0.7892 +2024-09-19 17:25:11,746 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 16:19:22, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.7690, loss: 0.7690 +2024-09-19 17:25:34,703 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 16:18:59, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.8040, loss: 0.8040 +2024-09-19 17:25:57,524 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 16:18:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9731, loss_cls: 0.8624, loss: 0.8624 +2024-09-19 17:26:20,626 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 16:18:13, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.7988, loss: 0.7988 +2024-09-19 17:26:43,182 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 16:17:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.8724, loss: 0.8724 +2024-09-19 17:27:05,335 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 16:17:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.8738, loss: 0.8738 +2024-09-19 17:27:28,448 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 16:17:03, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.8688, loss: 0.8688 +2024-09-19 17:27:51,748 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 16:16:41, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 0.8147, loss: 0.8147 +2024-09-19 17:28:14,667 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 16:16:18, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.8128, loss: 0.8128 +2024-09-19 17:28:37,509 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 16:15:54, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 0.9379, loss: 0.9379 +2024-09-19 17:29:00,566 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 16:15:31, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.8748, loss: 0.8748 +2024-09-19 17:29:23,562 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 16:15:09, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.8598, loss: 0.8598 +2024-09-19 17:29:46,210 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 16:14:45, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.8511, loss: 0.8511 +2024-09-19 17:30:08,910 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 16:14:22, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.8510, loss: 0.8510 +2024-09-19 17:30:32,017 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 16:13:59, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.8498, loss: 0.8498 +2024-09-19 17:30:55,061 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 16:13:36, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.8737, loss: 0.8737 +2024-09-19 17:31:17,532 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 16:13:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 0.8581, loss: 0.8581 +2024-09-19 17:31:40,029 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 16:12:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.8316, loss: 0.8316 +2024-09-19 17:32:02,653 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 16:12:26, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.9360, loss: 0.9360 +2024-09-19 17:32:24,906 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 16:12:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9669, loss_cls: 1.0026, loss: 1.0026 +2024-09-19 17:32:47,046 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 16:11:39, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 0.9378, loss: 0.9378 +2024-09-19 17:33:09,108 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 16:11:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.7840, loss: 0.7840 +2024-09-19 17:33:30,864 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 16:10:51, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 0.8123, loss: 0.8123 +2024-09-19 17:33:52,443 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 16:10:27, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 0.9072, loss: 0.9072 +2024-09-19 17:34:14,458 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 16:10:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.8285, loss: 0.8285 +2024-09-19 17:34:36,475 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 16:09:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 0.9304, loss: 0.9304 +2024-09-19 17:34:57,934 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 16:09:16, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 0.9607, loss: 0.9607 +2024-09-19 17:35:20,657 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 16:08:53, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.8880, loss: 0.8880 +2024-09-19 17:35:44,068 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 16:08:30, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.9136, loss: 0.9136 +2024-09-19 17:36:06,800 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 16:08:07, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.7941, loss: 0.7941 +2024-09-19 17:36:29,246 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 16:07:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.9141, loss: 0.9141 +2024-09-19 17:36:51,852 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 16:07:20, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 0.9054, loss: 0.9054 +2024-09-19 17:37:14,482 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 16:06:57, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9675, loss_cls: 0.9211, loss: 0.9211 +2024-09-19 17:37:37,334 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 16:06:34, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.8935, loss: 0.8935 +2024-09-19 17:37:59,791 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 16:06:10, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 0.8848, loss: 0.8848 +2024-09-19 17:38:10,249 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-09-19 17:41:31,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 17:41:32,311 - pyskl - INFO - +top1_acc 0.7836 +top5_acc 0.9575 +2024-09-19 17:41:32,331 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7836, top5_acc: 0.9575 +2024-09-19 17:42:28,257 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 16:05:56, time: 0.559, data_time: 0.334, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.7428, loss: 0.7428 +2024-09-19 17:42:51,035 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 16:05:33, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9738, loss_cls: 0.8103, loss: 0.8103 +2024-09-19 17:43:13,992 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 16:05:10, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 0.8389, loss: 0.8389 +2024-09-19 17:43:36,775 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 16:04:47, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.7854, loss: 0.7854 +2024-09-19 17:43:59,652 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 16:04:23, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.8333, loss: 0.8333 +2024-09-19 17:44:22,581 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 16:04:00, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.8233, loss: 0.8233 +2024-09-19 17:44:44,963 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 16:03:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.7898, loss: 0.7898 +2024-09-19 17:45:07,874 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 16:03:14, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.7915, loss: 0.7915 +2024-09-19 17:45:30,660 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 16:02:51, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.8377, loss: 0.8377 +2024-09-19 17:45:53,673 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 16:02:28, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 0.8397, loss: 0.8397 +2024-09-19 17:46:16,688 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 16:02:05, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 0.7934, loss: 0.7934 +2024-09-19 17:46:39,500 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 16:01:42, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9719, loss_cls: 0.8524, loss: 0.8524 +2024-09-19 17:47:02,407 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 16:01:19, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 0.8121, loss: 0.8121 +2024-09-19 17:47:25,426 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 16:00:56, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 0.8744, loss: 0.8744 +2024-09-19 17:47:48,206 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 16:00:33, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.8123, loss: 0.8123 +2024-09-19 17:48:10,597 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 16:00:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.8296, loss: 0.8296 +2024-09-19 17:48:33,521 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 15:59:46, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 0.8473, loss: 0.8473 +2024-09-19 17:48:56,212 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 15:59:23, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.9040, loss: 0.9040 +2024-09-19 17:49:17,618 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 15:58:59, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9650, loss_cls: 0.9427, loss: 0.9427 +2024-09-19 17:49:40,331 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 15:58:35, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 0.9466, loss: 0.9466 +2024-09-19 17:50:03,274 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 15:58:12, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 0.8059, loss: 0.8059 +2024-09-19 17:50:26,179 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 15:57:49, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.8644, loss: 0.8644 +2024-09-19 17:50:49,221 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 15:57:26, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.7741, loss: 0.7741 +2024-09-19 17:51:12,319 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 15:57:04, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.8174, loss: 0.8174 +2024-09-19 17:51:35,125 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 15:56:40, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.8206, loss: 0.8206 +2024-09-19 17:51:57,189 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 15:56:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 0.8327, loss: 0.8327 +2024-09-19 17:52:19,057 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 15:55:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 0.8996, loss: 0.8996 +2024-09-19 17:52:41,030 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 15:55:29, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 0.8952, loss: 0.8952 +2024-09-19 17:53:03,147 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 15:55:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.9331, loss: 0.9331 +2024-09-19 17:53:25,343 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 15:54:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 0.8615, loss: 0.8615 +2024-09-19 17:53:47,284 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 15:54:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 0.8442, loss: 0.8442 +2024-09-19 17:54:09,318 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 15:53:55, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9656, loss_cls: 0.9350, loss: 0.9350 +2024-09-19 17:54:31,561 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 15:53:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9744, loss_cls: 0.8652, loss: 0.8652 +2024-09-19 17:54:53,590 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 15:53:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9738, loss_cls: 0.8753, loss: 0.8753 +2024-09-19 17:55:15,751 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 15:52:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.8389, loss: 0.8389 +2024-09-19 17:55:38,114 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 15:52:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 0.8544, loss: 0.8544 +2024-09-19 17:56:01,162 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 15:51:57, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 0.8628, loss: 0.8628 +2024-09-19 17:56:24,408 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 15:51:35, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9663, loss_cls: 0.9307, loss: 0.9307 +2024-09-19 17:56:47,250 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 15:51:11, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.9259, loss: 0.9259 +2024-09-19 17:56:57,462 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-09-19 18:00:20,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 18:00:20,699 - pyskl - INFO - +top1_acc 0.7841 +top5_acc 0.9552 +2024-09-19 18:00:20,724 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7841, top5_acc: 0.9552 +2024-09-19 18:01:17,349 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 15:50:57, time: 0.566, data_time: 0.339, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.7311, loss: 0.7311 +2024-09-19 18:01:40,268 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 15:50:34, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 0.7917, loss: 0.7917 +2024-09-19 18:02:03,119 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 15:50:11, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 0.8146, loss: 0.8146 +2024-09-19 18:02:25,886 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 15:49:48, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.7740, loss: 0.7740 +2024-09-19 18:02:48,792 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 15:49:25, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.7430, loss: 0.7430 +2024-09-19 18:03:11,254 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 15:49:01, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.7821, loss: 0.7821 +2024-09-19 18:03:34,383 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 15:48:38, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 0.8328, loss: 0.8328 +2024-09-19 18:03:57,477 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 15:48:15, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 0.7914, loss: 0.7914 +2024-09-19 18:04:20,353 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 15:47:52, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 0.8151, loss: 0.8151 +2024-09-19 18:04:42,964 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 15:47:29, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 0.8846, loss: 0.8846 +2024-09-19 18:05:06,289 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 15:47:06, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.8182, loss: 0.8182 +2024-09-19 18:05:29,061 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 15:46:43, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9756, loss_cls: 0.7577, loss: 0.7577 +2024-09-19 18:05:52,000 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 15:46:20, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 0.8144, loss: 0.8144 +2024-09-19 18:06:14,638 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 15:45:57, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 0.8104, loss: 0.8104 +2024-09-19 18:06:37,769 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 15:45:34, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.8145, loss: 0.8145 +2024-09-19 18:07:00,827 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 15:45:11, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 0.7505, loss: 0.7505 +2024-09-19 18:07:23,929 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 15:44:48, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.7833, loss: 0.7833 +2024-09-19 18:07:46,758 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 15:44:25, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.8562, loss: 0.8562 +2024-09-19 18:08:09,831 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 15:44:02, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 0.8536, loss: 0.8536 +2024-09-19 18:08:32,768 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 15:43:39, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.8267, loss: 0.8267 +2024-09-19 18:08:55,684 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 15:43:16, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 0.8691, loss: 0.8691 +2024-09-19 18:09:18,366 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 15:42:53, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 0.9116, loss: 0.9116 +2024-09-19 18:09:41,562 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 15:42:30, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 0.7928, loss: 0.7928 +2024-09-19 18:10:04,395 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 15:42:07, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 0.8628, loss: 0.8628 +2024-09-19 18:10:27,312 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 15:41:44, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.7982, loss: 0.7982 +2024-09-19 18:10:50,324 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 15:41:21, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 0.8993, loss: 0.8993 +2024-09-19 18:11:13,349 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 15:40:58, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 0.8828, loss: 0.8828 +2024-09-19 18:11:35,647 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 15:40:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 0.8292, loss: 0.8292 +2024-09-19 18:11:57,692 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 15:40:10, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 0.8122, loss: 0.8122 +2024-09-19 18:12:19,790 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 15:39:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.8507, loss: 0.8507 +2024-09-19 18:12:41,446 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 15:39:23, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.8467, loss: 0.8467 +2024-09-19 18:13:03,491 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 15:38:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9725, loss_cls: 0.8570, loss: 0.8570 +2024-09-19 18:13:25,588 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 15:38:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.9271, loss: 0.9271 +2024-09-19 18:13:47,690 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 15:38:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9731, loss_cls: 0.8571, loss: 0.8571 +2024-09-19 18:14:09,791 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 15:37:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 0.8930, loss: 0.8930 +2024-09-19 18:14:32,374 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 15:37:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 0.9042, loss: 0.9042 +2024-09-19 18:14:55,164 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 15:37:02, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 0.9087, loss: 0.9087 +2024-09-19 18:15:17,453 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 15:36:38, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 0.7904, loss: 0.7904 +2024-09-19 18:15:39,802 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 15:36:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9744, loss_cls: 0.7962, loss: 0.7962 +2024-09-19 18:15:49,748 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-09-19 18:19:11,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 18:19:11,796 - pyskl - INFO - +top1_acc 0.8013 +top5_acc 0.9629 +2024-09-19 18:19:11,802 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_85.pth was removed +2024-09-19 18:19:11,963 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2024-09-19 18:19:11,964 - pyskl - INFO - Best top1_acc is 0.8013 at 88 epoch. +2024-09-19 18:19:11,980 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.8013, top5_acc: 0.9629 +2024-09-19 18:20:08,088 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 15:36:00, time: 0.561, data_time: 0.334, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.8123, loss: 0.8123 +2024-09-19 18:20:31,129 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 15:35:37, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9819, loss_cls: 0.7221, loss: 0.7221 +2024-09-19 18:20:54,112 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 15:35:14, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9738, loss_cls: 0.8337, loss: 0.8337 +2024-09-19 18:21:16,829 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 15:34:50, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 0.7577, loss: 0.7577 +2024-09-19 18:21:39,621 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 15:34:27, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 0.7759, loss: 0.7759 +2024-09-19 18:22:02,337 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 15:34:04, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 0.7762, loss: 0.7762 +2024-09-19 18:22:25,435 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 15:33:41, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.7857, loss: 0.7857 +2024-09-19 18:22:48,076 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 15:33:18, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.8248, loss: 0.8248 +2024-09-19 18:23:10,930 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 15:32:55, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 0.8032, loss: 0.8032 +2024-09-19 18:23:33,422 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 15:32:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9769, loss_cls: 0.8011, loss: 0.8011 +2024-09-19 18:23:56,201 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 15:32:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 0.7756, loss: 0.7756 +2024-09-19 18:24:19,113 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 15:31:45, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.8196, loss: 0.8196 +2024-09-19 18:24:42,122 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 15:31:22, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 0.7450, loss: 0.7450 +2024-09-19 18:25:04,896 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 15:30:59, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 0.8725, loss: 0.8725 +2024-09-19 18:25:27,803 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 15:30:36, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 0.8127, loss: 0.8127 +2024-09-19 18:25:51,001 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 15:30:13, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9725, loss_cls: 0.8543, loss: 0.8543 +2024-09-19 18:26:13,600 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 15:29:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 0.8258, loss: 0.8258 +2024-09-19 18:26:36,365 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 15:29:27, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.8434, loss: 0.8434 +2024-09-19 18:26:59,055 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 15:29:04, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 0.8220, loss: 0.8220 +2024-09-19 18:27:21,989 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 15:28:41, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.8324, loss: 0.8324 +2024-09-19 18:27:45,208 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 15:28:18, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.7826, loss: 0.7826 +2024-09-19 18:28:08,297 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 15:27:55, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.7971, loss: 0.7971 +2024-09-19 18:28:30,711 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 15:27:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 0.7909, loss: 0.7909 +2024-09-19 18:28:53,535 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 15:27:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.7595, loss: 0.7595 +2024-09-19 18:29:16,628 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 15:26:45, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.8409, loss: 0.8409 +2024-09-19 18:29:39,467 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 15:26:22, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.8676, loss: 0.8676 +2024-09-19 18:30:02,444 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 15:25:59, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.8269, loss: 0.8269 +2024-09-19 18:30:24,950 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 15:25:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 0.7630, loss: 0.7630 +2024-09-19 18:30:47,134 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 15:25:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 0.8953, loss: 0.8953 +2024-09-19 18:31:09,137 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 15:24:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 0.8433, loss: 0.8433 +2024-09-19 18:31:31,184 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 15:24:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 0.7815, loss: 0.7815 +2024-09-19 18:31:53,321 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 15:24:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 0.8165, loss: 0.8165 +2024-09-19 18:32:15,317 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 15:23:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 0.8210, loss: 0.8210 +2024-09-19 18:32:37,691 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 15:23:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 0.8368, loss: 0.8368 +2024-09-19 18:32:59,738 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 15:22:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.8651, loss: 0.8651 +2024-09-19 18:33:22,106 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 15:22:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.8527, loss: 0.8527 +2024-09-19 18:33:44,183 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 15:22:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 0.8160, loss: 0.8160 +2024-09-19 18:34:06,337 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 15:21:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 0.8726, loss: 0.8726 +2024-09-19 18:34:28,738 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 15:21:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.8393, loss: 0.8393 +2024-09-19 18:34:38,682 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-09-19 18:37:58,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 18:37:59,010 - pyskl - INFO - +top1_acc 0.7943 +top5_acc 0.9629 +2024-09-19 18:37:59,035 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7943, top5_acc: 0.9629 +2024-09-19 18:38:56,957 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 15:21:02, time: 0.579, data_time: 0.351, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9775, loss_cls: 0.7640, loss: 0.7640 +2024-09-19 18:39:19,657 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 15:20:39, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 0.7218, loss: 0.7218 +2024-09-19 18:39:42,102 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 15:20:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.7458, loss: 0.7458 +2024-09-19 18:40:04,288 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 15:19:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.7526, loss: 0.7526 +2024-09-19 18:40:27,371 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 15:19:29, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 0.7122, loss: 0.7122 +2024-09-19 18:40:50,036 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 15:19:06, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 0.8697, loss: 0.8697 +2024-09-19 18:41:13,200 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 15:18:43, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 0.8380, loss: 0.8380 +2024-09-19 18:41:35,709 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 15:18:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.7865, loss: 0.7865 +2024-09-19 18:41:57,992 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 15:17:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.8095, loss: 0.8095 +2024-09-19 18:42:20,610 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 15:17:33, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 0.7577, loss: 0.7577 +2024-09-19 18:42:43,357 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 15:17:09, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 0.7225, loss: 0.7225 +2024-09-19 18:43:06,387 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 15:16:46, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.6893, loss: 0.6893 +2024-09-19 18:43:29,242 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 15:16:23, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 0.8345, loss: 0.8345 +2024-09-19 18:43:52,204 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 15:16:00, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.8328, loss: 0.8328 +2024-09-19 18:44:15,012 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 15:15:37, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 0.8034, loss: 0.8034 +2024-09-19 18:44:38,129 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 15:15:14, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.8178, loss: 0.8178 +2024-09-19 18:45:01,075 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 15:14:51, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.8011, loss: 0.8011 +2024-09-19 18:45:23,960 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 15:14:28, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 0.8129, loss: 0.8129 +2024-09-19 18:45:46,888 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 15:14:05, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 0.8349, loss: 0.8349 +2024-09-19 18:46:09,644 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 15:13:42, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.7971, loss: 0.7971 +2024-09-19 18:46:32,857 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 15:13:19, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.7866, loss: 0.7866 +2024-09-19 18:46:55,660 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 15:12:56, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.9103, loss: 0.9103 +2024-09-19 18:47:18,792 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 15:12:33, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 0.8737, loss: 0.8737 +2024-09-19 18:47:41,943 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 15:12:10, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 0.7975, loss: 0.7975 +2024-09-19 18:48:04,893 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 15:11:47, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 0.8299, loss: 0.8299 +2024-09-19 18:48:27,879 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 15:11:24, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.8332, loss: 0.8332 +2024-09-19 18:48:50,458 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 15:11:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.7910, loss: 0.7910 +2024-09-19 18:49:13,030 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 15:10:37, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 0.7766, loss: 0.7766 +2024-09-19 18:49:35,705 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 15:10:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 0.8239, loss: 0.8239 +2024-09-19 18:49:58,304 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 15:09:51, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9725, loss_cls: 0.8579, loss: 0.8579 +2024-09-19 18:50:20,442 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 15:09:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.8400, loss: 0.8400 +2024-09-19 18:50:42,540 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 15:09:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.8226, loss: 0.8226 +2024-09-19 18:51:04,637 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 15:08:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.7050, loss: 0.7050 +2024-09-19 18:51:26,744 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 15:08:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.8828, loss: 0.8828 +2024-09-19 18:51:48,802 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 15:07:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 0.7942, loss: 0.7942 +2024-09-19 18:52:10,748 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 15:07:29, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 0.8475, loss: 0.8475 +2024-09-19 18:52:32,893 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 15:07:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.7920, loss: 0.7920 +2024-09-19 18:52:55,310 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 15:06:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9750, loss_cls: 0.8788, loss: 0.8788 +2024-09-19 18:53:17,489 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 15:06:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 0.8551, loss: 0.8551 +2024-09-19 18:53:27,036 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-09-19 18:56:47,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 18:56:48,634 - pyskl - INFO - +top1_acc 0.7728 +top5_acc 0.9554 +2024-09-19 18:56:48,661 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7728, top5_acc: 0.9554 +2024-09-19 18:57:44,277 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 15:06:02, time: 0.556, data_time: 0.329, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 0.8218, loss: 0.8218 +2024-09-19 18:58:07,270 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 15:05:39, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 0.8226, loss: 0.8226 +2024-09-19 18:58:30,026 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 15:05:16, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.7587, loss: 0.7587 +2024-09-19 18:58:52,868 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 15:04:53, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.7550, loss: 0.7550 +2024-09-19 18:59:14,947 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 15:04:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 0.7019, loss: 0.7019 +2024-09-19 18:59:37,868 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 15:04:06, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 0.7181, loss: 0.7181 +2024-09-19 19:00:01,306 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 15:03:43, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 0.7758, loss: 0.7758 +2024-09-19 19:00:24,436 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 15:03:20, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 0.7925, loss: 0.7925 +2024-09-19 19:00:47,352 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 15:02:57, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 0.7783, loss: 0.7783 +2024-09-19 19:01:10,633 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 15:02:35, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.7723, loss: 0.7723 +2024-09-19 19:01:32,231 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 15:02:11, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.7980, loss: 0.7980 +2024-09-19 19:01:54,604 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 15:01:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.8049, loss: 0.8049 +2024-09-19 19:02:17,902 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 15:01:24, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 0.8286, loss: 0.8286 +2024-09-19 19:02:40,804 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 15:01:01, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.7970, loss: 0.7970 +2024-09-19 19:03:03,686 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 15:00:38, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 0.7785, loss: 0.7785 +2024-09-19 19:03:26,411 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 15:00:15, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 0.8444, loss: 0.8444 +2024-09-19 19:03:49,237 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 14:59:52, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.7744, loss: 0.7744 +2024-09-19 19:04:11,800 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 14:59:29, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 0.7713, loss: 0.7713 +2024-09-19 19:04:34,318 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 14:59:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.8354, loss: 0.8354 +2024-09-19 19:04:56,773 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 14:58:42, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 0.7319, loss: 0.7319 +2024-09-19 19:05:19,707 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 14:58:19, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 0.8367, loss: 0.8367 +2024-09-19 19:05:42,536 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 14:57:56, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.7957, loss: 0.7957 +2024-09-19 19:06:05,717 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 14:57:33, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 0.7993, loss: 0.7993 +2024-09-19 19:06:28,402 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 14:57:10, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9738, loss_cls: 0.8135, loss: 0.8135 +2024-09-19 19:06:50,903 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 14:56:46, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 0.8146, loss: 0.8146 +2024-09-19 19:07:13,469 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 14:56:23, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.8551, loss: 0.8551 +2024-09-19 19:07:36,239 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 14:56:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.8337, loss: 0.8337 +2024-09-19 19:07:59,027 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 14:55:37, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 0.7917, loss: 0.7917 +2024-09-19 19:08:21,765 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 14:55:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 0.7575, loss: 0.7575 +2024-09-19 19:08:44,090 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 14:54:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 0.7990, loss: 0.7990 +2024-09-19 19:09:06,670 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 14:54:27, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.8479, loss: 0.8479 +2024-09-19 19:09:29,161 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 14:54:04, time: 0.225, data_time: 0.001, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 0.8120, loss: 0.8120 +2024-09-19 19:09:51,338 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 14:53:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.8258, loss: 0.8258 +2024-09-19 19:10:13,339 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 14:53:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9744, loss_cls: 0.8291, loss: 0.8291 +2024-09-19 19:10:35,216 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 14:52:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 0.7865, loss: 0.7865 +2024-09-19 19:10:57,320 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 14:52:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 0.8182, loss: 0.8182 +2024-09-19 19:11:19,578 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 14:52:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 0.7089, loss: 0.7089 +2024-09-19 19:11:42,149 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 14:51:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.7988, loss: 0.7988 +2024-09-19 19:12:04,222 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 14:51:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.8743, loss: 0.8743 +2024-09-19 19:12:13,713 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-09-19 19:15:31,606 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 19:15:32,302 - pyskl - INFO - +top1_acc 0.8036 +top5_acc 0.9637 +2024-09-19 19:15:32,309 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_88.pth was removed +2024-09-19 19:15:32,473 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2024-09-19 19:15:32,474 - pyskl - INFO - Best top1_acc is 0.8036 at 91 epoch. +2024-09-19 19:15:32,489 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.8036, top5_acc: 0.9637 +2024-09-19 19:16:27,070 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 14:51:01, time: 0.546, data_time: 0.323, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 0.7939, loss: 0.7939 +2024-09-19 19:16:49,846 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 14:50:38, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.7444, loss: 0.7444 +2024-09-19 19:17:12,777 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 14:50:15, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 0.6984, loss: 0.6984 +2024-09-19 19:17:35,352 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 14:49:51, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.6825, loss: 0.6825 +2024-09-19 19:17:58,038 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 14:49:28, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.6883, loss: 0.6883 +2024-09-19 19:18:21,052 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 14:49:05, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 0.7488, loss: 0.7488 +2024-09-19 19:18:43,722 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 14:48:42, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.7354, loss: 0.7354 +2024-09-19 19:19:06,570 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 14:48:19, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9806, loss_cls: 0.7489, loss: 0.7489 +2024-09-19 19:19:29,532 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 14:47:56, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9769, loss_cls: 0.7523, loss: 0.7523 +2024-09-19 19:19:52,550 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 14:47:33, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.8244, loss: 0.8244 +2024-09-19 19:20:14,995 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 14:47:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 0.7447, loss: 0.7447 +2024-09-19 19:20:37,835 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 14:46:46, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.7957, loss: 0.7957 +2024-09-19 19:21:01,148 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 14:46:24, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.8126, loss: 0.8126 +2024-09-19 19:21:24,117 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 14:46:00, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.8567, loss: 0.8567 +2024-09-19 19:21:47,241 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 14:45:38, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.7908, loss: 0.7908 +2024-09-19 19:22:09,983 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 14:45:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 0.8177, loss: 0.8177 +2024-09-19 19:22:33,069 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 14:44:51, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.8298, loss: 0.8298 +2024-09-19 19:22:55,780 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 14:44:28, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 0.7791, loss: 0.7791 +2024-09-19 19:23:18,824 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 14:44:05, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 0.8059, loss: 0.8059 +2024-09-19 19:23:41,768 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 14:43:42, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.8115, loss: 0.8115 +2024-09-19 19:24:04,684 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 14:43:19, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.7473, loss: 0.7473 +2024-09-19 19:24:27,463 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 14:42:56, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 0.7816, loss: 0.7816 +2024-09-19 19:24:50,082 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 14:42:33, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.7248, loss: 0.7248 +2024-09-19 19:25:12,468 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 14:42:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 0.8183, loss: 0.8183 +2024-09-19 19:25:34,635 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 14:41:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9769, loss_cls: 0.7388, loss: 0.7388 +2024-09-19 19:25:57,263 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 14:41:23, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.7923, loss: 0.7923 +2024-09-19 19:26:20,354 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 14:41:00, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.8386, loss: 0.8386 +2024-09-19 19:26:43,190 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 14:40:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9788, loss_cls: 0.7390, loss: 0.7390 +2024-09-19 19:27:05,411 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 14:40:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 0.7276, loss: 0.7276 +2024-09-19 19:27:27,582 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 14:39:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.8175, loss: 0.8175 +2024-09-19 19:27:50,213 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 14:39:26, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 0.9180, loss: 0.9180 +2024-09-19 19:28:12,667 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 14:39:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.7212, loss: 0.7212 +2024-09-19 19:28:34,738 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 14:38:39, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.8519, loss: 0.8519 +2024-09-19 19:28:56,941 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 14:38:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9706, loss_cls: 0.8541, loss: 0.8541 +2024-09-19 19:29:18,765 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 14:37:52, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.7548, loss: 0.7548 +2024-09-19 19:29:40,629 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 14:37:28, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.7387, loss: 0.7387 +2024-09-19 19:30:02,666 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 14:37:05, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.7628, loss: 0.7628 +2024-09-19 19:30:24,526 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 14:36:41, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 0.7839, loss: 0.7839 +2024-09-19 19:30:46,007 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 14:36:17, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 0.7607, loss: 0.7607 +2024-09-19 19:30:55,278 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-09-19 19:34:13,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 19:34:13,929 - pyskl - INFO - +top1_acc 0.7773 +top5_acc 0.9526 +2024-09-19 19:34:13,954 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.7773, top5_acc: 0.9526 +2024-09-19 19:35:10,697 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 14:36:00, time: 0.567, data_time: 0.347, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.8759, loss: 0.8759 +2024-09-19 19:35:33,285 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 14:35:37, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 0.7117, loss: 0.7117 +2024-09-19 19:35:55,957 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 14:35:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 0.7105, loss: 0.7105 +2024-09-19 19:36:18,714 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 14:34:50, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9819, loss_cls: 0.6732, loss: 0.6732 +2024-09-19 19:36:41,628 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 14:34:27, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 0.6715, loss: 0.6715 +2024-09-19 19:37:03,834 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 14:34:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 0.8022, loss: 0.8022 +2024-09-19 19:37:26,389 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 14:33:41, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.6815, loss: 0.6815 +2024-09-19 19:37:49,523 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 14:33:18, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 0.7790, loss: 0.7790 +2024-09-19 19:38:12,923 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 14:32:55, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 0.7062, loss: 0.7062 +2024-09-19 19:38:35,450 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 14:32:32, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 0.7440, loss: 0.7440 +2024-09-19 19:38:57,661 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 14:32:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.7148, loss: 0.7148 +2024-09-19 19:39:20,013 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 14:31:45, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 0.7669, loss: 0.7669 +2024-09-19 19:39:42,732 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 14:31:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.7163, loss: 0.7163 +2024-09-19 19:40:05,422 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 14:30:58, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9794, loss_cls: 0.7322, loss: 0.7322 +2024-09-19 19:40:28,033 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 14:30:35, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 0.8050, loss: 0.8050 +2024-09-19 19:40:50,775 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 14:30:12, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.7913, loss: 0.7913 +2024-09-19 19:41:13,231 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 14:29:48, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.7335, loss: 0.7335 +2024-09-19 19:41:35,911 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 14:29:25, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 0.7505, loss: 0.7505 +2024-09-19 19:41:58,223 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 14:29:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9756, loss_cls: 0.7370, loss: 0.7370 +2024-09-19 19:42:21,072 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 14:28:39, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.7719, loss: 0.7719 +2024-09-19 19:42:43,690 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 14:28:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9762, loss_cls: 0.7774, loss: 0.7774 +2024-09-19 19:43:06,451 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 14:27:52, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.7750, loss: 0.7750 +2024-09-19 19:43:28,694 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 14:27:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9738, loss_cls: 0.8300, loss: 0.8300 +2024-09-19 19:43:51,323 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 14:27:06, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.6667, loss: 0.6667 +2024-09-19 19:44:13,680 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 14:26:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 0.7693, loss: 0.7693 +2024-09-19 19:44:36,337 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 14:26:19, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9756, loss_cls: 0.8180, loss: 0.8180 +2024-09-19 19:44:58,519 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 14:25:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.7697, loss: 0.7697 +2024-09-19 19:45:19,780 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 14:25:31, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9756, loss_cls: 0.8007, loss: 0.8007 +2024-09-19 19:45:41,919 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 14:25:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 0.7517, loss: 0.7517 +2024-09-19 19:46:04,299 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 14:24:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 0.7666, loss: 0.7666 +2024-09-19 19:46:26,396 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 14:24:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.7376, loss: 0.7376 +2024-09-19 19:46:48,972 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 14:23:58, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7712, loss: 0.7712 +2024-09-19 19:47:10,796 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 14:23:34, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 0.8340, loss: 0.8340 +2024-09-19 19:47:33,055 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 14:23:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.8662, loss: 0.8662 +2024-09-19 19:47:55,102 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 14:22:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 0.7737, loss: 0.7737 +2024-09-19 19:48:17,401 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 14:22:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9725, loss_cls: 0.8389, loss: 0.8389 +2024-09-19 19:48:39,613 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 14:22:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 0.8673, loss: 0.8673 +2024-09-19 19:49:01,849 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 14:21:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9775, loss_cls: 0.7272, loss: 0.7272 +2024-09-19 19:49:24,295 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 14:21:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.7526, loss: 0.7526 +2024-09-19 19:49:33,773 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-09-19 19:52:52,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 19:52:52,859 - pyskl - INFO - +top1_acc 0.7936 +top5_acc 0.9615 +2024-09-19 19:52:52,877 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.7936, top5_acc: 0.9615 +2024-09-19 19:53:46,882 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 14:20:54, time: 0.540, data_time: 0.313, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 0.7463, loss: 0.7463 +2024-09-19 19:54:09,099 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 14:20:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.6789, loss: 0.6789 +2024-09-19 19:54:31,261 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 14:20:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.6715, loss: 0.6715 +2024-09-19 19:54:54,308 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 14:19:44, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.6775, loss: 0.6775 +2024-09-19 19:55:17,036 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 14:19:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 0.7301, loss: 0.7301 +2024-09-19 19:55:39,904 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 14:18:58, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 0.7142, loss: 0.7142 +2024-09-19 19:56:03,066 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 14:18:35, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.7166, loss: 0.7166 +2024-09-19 19:56:25,736 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 14:18:12, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.6982, loss: 0.6982 +2024-09-19 19:56:48,516 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 14:17:49, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9744, loss_cls: 0.7968, loss: 0.7968 +2024-09-19 19:57:11,266 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 14:17:25, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9762, loss_cls: 0.7468, loss: 0.7468 +2024-09-19 19:57:34,273 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 14:17:02, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.7103, loss: 0.7103 +2024-09-19 19:57:57,026 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 14:16:39, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 0.7284, loss: 0.7284 +2024-09-19 19:58:19,387 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 14:16:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.8033, loss: 0.8033 +2024-09-19 19:58:42,183 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 14:15:53, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9750, loss_cls: 0.8266, loss: 0.8266 +2024-09-19 19:59:04,929 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 14:15:29, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9781, loss_cls: 0.7097, loss: 0.7097 +2024-09-19 19:59:27,958 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 14:15:06, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 0.7252, loss: 0.7252 +2024-09-19 19:59:50,507 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 14:14:43, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 0.7826, loss: 0.7826 +2024-09-19 20:00:13,180 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 14:14:20, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 0.7739, loss: 0.7739 +2024-09-19 20:00:35,687 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 14:13:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 0.7542, loss: 0.7542 +2024-09-19 20:00:58,465 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 14:13:33, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.7622, loss: 0.7622 +2024-09-19 20:01:21,491 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 14:13:10, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 0.7034, loss: 0.7034 +2024-09-19 20:01:43,385 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 14:12:47, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 0.8087, loss: 0.8087 +2024-09-19 20:02:06,031 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 14:12:24, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 0.6930, loss: 0.6930 +2024-09-19 20:02:28,792 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 14:12:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9738, loss_cls: 0.7696, loss: 0.7696 +2024-09-19 20:02:51,567 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 14:11:37, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.7354, loss: 0.7354 +2024-09-19 20:03:13,959 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 14:11:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.7177, loss: 0.7177 +2024-09-19 20:03:36,653 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 14:10:51, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 0.8477, loss: 0.8477 +2024-09-19 20:03:59,467 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 14:10:28, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 0.7198, loss: 0.7198 +2024-09-19 20:04:22,241 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 14:10:04, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 0.7675, loss: 0.7675 +2024-09-19 20:04:44,821 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 14:09:41, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 0.7822, loss: 0.7822 +2024-09-19 20:05:07,157 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 14:09:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 0.7357, loss: 0.7357 +2024-09-19 20:05:29,905 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 14:08:55, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 0.7630, loss: 0.7630 +2024-09-19 20:05:52,701 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 14:08:31, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.7453, loss: 0.7453 +2024-09-19 20:06:15,210 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 14:08:08, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9788, loss_cls: 0.7630, loss: 0.7630 +2024-09-19 20:06:37,658 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 14:07:45, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 0.7314, loss: 0.7314 +2024-09-19 20:07:00,025 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 14:07:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.7724, loss: 0.7724 +2024-09-19 20:07:22,426 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 14:06:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.7576, loss: 0.7576 +2024-09-19 20:07:44,506 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 14:06:34, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.7398, loss: 0.7398 +2024-09-19 20:08:06,762 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 14:06:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 0.7817, loss: 0.7817 +2024-09-19 20:08:16,563 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-09-19 20:11:34,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 20:11:35,059 - pyskl - INFO - +top1_acc 0.7716 +top5_acc 0.9582 +2024-09-19 20:11:35,076 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7716, top5_acc: 0.9582 +2024-09-19 20:12:34,592 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 14:05:55, time: 0.595, data_time: 0.362, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.7432, loss: 0.7432 +2024-09-19 20:12:57,606 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 14:05:32, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 0.7618, loss: 0.7618 +2024-09-19 20:13:21,189 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 14:05:09, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 0.6918, loss: 0.6918 +2024-09-19 20:13:43,734 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 14:04:46, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 0.6383, loss: 0.6383 +2024-09-19 20:14:06,870 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 14:04:23, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.6973, loss: 0.6973 +2024-09-19 20:14:30,188 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 14:04:00, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.7620, loss: 0.7620 +2024-09-19 20:14:53,173 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 14:03:37, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 0.6852, loss: 0.6852 +2024-09-19 20:15:16,280 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 14:03:14, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 0.6886, loss: 0.6886 +2024-09-19 20:15:39,172 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 14:02:51, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 0.7868, loss: 0.7868 +2024-09-19 20:16:02,202 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 14:02:28, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.7084, loss: 0.7084 +2024-09-19 20:16:25,324 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 14:02:05, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.7008, loss: 0.7008 +2024-09-19 20:16:48,476 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 14:01:42, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 0.6959, loss: 0.6959 +2024-09-19 20:17:11,089 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 14:01:19, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.7228, loss: 0.7228 +2024-09-19 20:17:34,494 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 14:00:56, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.7006, loss: 0.7006 +2024-09-19 20:17:57,385 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 14:00:33, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.7491, loss: 0.7491 +2024-09-19 20:18:20,899 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 14:00:10, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 0.7309, loss: 0.7309 +2024-09-19 20:18:43,612 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 13:59:47, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 0.7663, loss: 0.7663 +2024-09-19 20:19:05,821 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 13:59:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 0.7466, loss: 0.7466 +2024-09-19 20:19:28,118 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 13:59:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.7600, loss: 0.7600 +2024-09-19 20:19:51,170 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 13:58:37, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.6850, loss: 0.6850 +2024-09-19 20:20:14,179 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 13:58:14, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.7827, loss: 0.7827 +2024-09-19 20:20:37,154 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 13:57:51, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.7490, loss: 0.7490 +2024-09-19 20:21:00,122 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 13:57:28, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9731, loss_cls: 0.7951, loss: 0.7951 +2024-09-19 20:21:22,941 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 13:57:05, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.7093, loss: 0.7093 +2024-09-19 20:21:46,127 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 13:56:42, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 0.7639, loss: 0.7639 +2024-09-19 20:22:08,699 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 13:56:19, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9769, loss_cls: 0.7787, loss: 0.7787 +2024-09-19 20:22:31,338 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 13:55:56, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.7913, loss: 0.7913 +2024-09-19 20:22:54,104 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 13:55:33, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9794, loss_cls: 0.7387, loss: 0.7387 +2024-09-19 20:23:17,234 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 13:55:10, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.8044, loss: 0.8044 +2024-09-19 20:23:39,477 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 13:54:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 0.6389, loss: 0.6389 +2024-09-19 20:24:02,181 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 13:54:23, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.7215, loss: 0.7215 +2024-09-19 20:24:24,784 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 13:54:00, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 0.7149, loss: 0.7149 +2024-09-19 20:24:47,331 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 13:53:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.7438, loss: 0.7438 +2024-09-19 20:25:09,592 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 13:53:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 0.7975, loss: 0.7975 +2024-09-19 20:25:31,881 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 13:52:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 0.7835, loss: 0.7835 +2024-09-19 20:25:53,949 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 13:52:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.7709, loss: 0.7709 +2024-09-19 20:26:16,188 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 13:52:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 0.7373, loss: 0.7373 +2024-09-19 20:26:38,520 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 13:51:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9819, loss_cls: 0.6869, loss: 0.6869 +2024-09-19 20:27:00,797 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 13:51:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9775, loss_cls: 0.8048, loss: 0.8048 +2024-09-19 20:27:11,189 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-09-19 20:30:28,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 20:30:29,056 - pyskl - INFO - +top1_acc 0.8071 +top5_acc 0.9693 +2024-09-19 20:30:29,061 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_91.pth was removed +2024-09-19 20:30:29,215 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2024-09-19 20:30:29,216 - pyskl - INFO - Best top1_acc is 0.8071 at 95 epoch. +2024-09-19 20:30:29,231 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.8071, top5_acc: 0.9693 +2024-09-19 20:31:20,409 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 13:50:54, time: 0.512, data_time: 0.290, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 0.6293, loss: 0.6293 +2024-09-19 20:31:42,814 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 13:50:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9806, loss_cls: 0.6466, loss: 0.6466 +2024-09-19 20:32:05,684 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 13:50:08, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.6120, loss: 0.6120 +2024-09-19 20:32:27,737 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 13:49:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.7069, loss: 0.7069 +2024-09-19 20:32:49,285 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 13:49:21, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.7716, loss: 0.7716 +2024-09-19 20:33:11,372 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 13:48:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.7298, loss: 0.7298 +2024-09-19 20:33:33,749 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 13:48:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.6429, loss: 0.6429 +2024-09-19 20:33:56,739 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 13:48:11, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 0.7123, loss: 0.7123 +2024-09-19 20:34:19,796 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 13:47:48, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.6973, loss: 0.6973 +2024-09-19 20:34:42,988 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 13:47:25, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.7347, loss: 0.7347 +2024-09-19 20:35:06,109 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 13:47:02, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.7003, loss: 0.7003 +2024-09-19 20:35:29,090 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 13:46:39, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.7453, loss: 0.7453 +2024-09-19 20:35:52,043 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 13:46:16, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9800, loss_cls: 0.6971, loss: 0.6971 +2024-09-19 20:36:15,070 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 13:45:53, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.7621, loss: 0.7621 +2024-09-19 20:36:37,862 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 13:45:29, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.7076, loss: 0.7076 +2024-09-19 20:37:00,591 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 13:45:06, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.7159, loss: 0.7159 +2024-09-19 20:37:23,663 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 13:44:43, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.6781, loss: 0.6781 +2024-09-19 20:37:46,365 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 13:44:20, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.7074, loss: 0.7074 +2024-09-19 20:38:08,923 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 13:43:57, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.7056, loss: 0.7056 +2024-09-19 20:38:31,911 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 13:43:34, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.7057, loss: 0.7057 +2024-09-19 20:38:54,615 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 13:43:11, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9781, loss_cls: 0.6908, loss: 0.6908 +2024-09-19 20:39:17,342 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 13:42:47, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.6946, loss: 0.6946 +2024-09-19 20:39:40,311 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 13:42:24, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.7317, loss: 0.7317 +2024-09-19 20:40:02,687 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 13:42:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 0.7247, loss: 0.7247 +2024-09-19 20:40:25,396 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 13:41:38, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 0.8107, loss: 0.8107 +2024-09-19 20:40:48,551 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 13:41:15, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.7192, loss: 0.7192 +2024-09-19 20:41:11,545 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 13:40:52, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9781, loss_cls: 0.7538, loss: 0.7538 +2024-09-19 20:41:34,541 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 13:40:29, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.7213, loss: 0.7213 +2024-09-19 20:41:57,346 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 13:40:06, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.7117, loss: 0.7117 +2024-09-19 20:42:19,739 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 13:39:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 0.7517, loss: 0.7517 +2024-09-19 20:42:41,855 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 13:39:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9756, loss_cls: 0.7794, loss: 0.7794 +2024-09-19 20:43:04,772 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 13:38:56, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.7466, loss: 0.7466 +2024-09-19 20:43:27,371 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 13:38:32, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 0.7740, loss: 0.7740 +2024-09-19 20:43:49,820 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 13:38:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9781, loss_cls: 0.7727, loss: 0.7727 +2024-09-19 20:44:12,155 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 13:37:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.7456, loss: 0.7456 +2024-09-19 20:44:34,490 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 13:37:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9794, loss_cls: 0.7067, loss: 0.7067 +2024-09-19 20:44:56,901 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 13:36:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9756, loss_cls: 0.7312, loss: 0.7312 +2024-09-19 20:45:19,716 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 13:36:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9775, loss_cls: 0.7103, loss: 0.7103 +2024-09-19 20:45:42,309 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 13:36:13, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 0.7593, loss: 0.7593 +2024-09-19 20:45:52,469 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-09-19 20:49:14,218 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 20:49:14,886 - pyskl - INFO - +top1_acc 0.8116 +top5_acc 0.9668 +2024-09-19 20:49:14,892 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_95.pth was removed +2024-09-19 20:49:15,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2024-09-19 20:49:15,114 - pyskl - INFO - Best top1_acc is 0.8116 at 96 epoch. +2024-09-19 20:49:15,132 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.8116, top5_acc: 0.9668 +2024-09-19 20:50:06,705 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 13:35:51, time: 0.516, data_time: 0.292, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 0.7159, loss: 0.7159 +2024-09-19 20:50:29,484 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 13:35:28, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.6046, loss: 0.6046 +2024-09-19 20:50:52,232 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 13:35:05, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 0.6438, loss: 0.6438 +2024-09-19 20:51:15,256 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 13:34:42, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.6776, loss: 0.6776 +2024-09-19 20:51:37,809 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 13:34:19, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.6664, loss: 0.6664 +2024-09-19 20:52:00,783 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 13:33:56, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9806, loss_cls: 0.7076, loss: 0.7076 +2024-09-19 20:52:23,638 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 13:33:32, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.6351, loss: 0.6351 +2024-09-19 20:52:46,842 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 13:33:10, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.7290, loss: 0.7290 +2024-09-19 20:53:09,647 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 13:32:46, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.6821, loss: 0.6821 +2024-09-19 20:53:32,220 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 13:32:23, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 0.6639, loss: 0.6639 +2024-09-19 20:53:54,890 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 13:32:00, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9788, loss_cls: 0.7394, loss: 0.7394 +2024-09-19 20:54:17,547 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 13:31:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9831, loss_cls: 0.6596, loss: 0.6596 +2024-09-19 20:54:40,024 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 13:31:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 0.7288, loss: 0.7288 +2024-09-19 20:55:03,132 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 13:30:50, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.7561, loss: 0.7561 +2024-09-19 20:55:25,795 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 13:30:27, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 0.7545, loss: 0.7545 +2024-09-19 20:55:48,774 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 13:30:04, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.6738, loss: 0.6738 +2024-09-19 20:56:11,365 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 13:29:41, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.6285, loss: 0.6285 +2024-09-19 20:56:33,956 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 13:29:18, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.7189, loss: 0.7189 +2024-09-19 20:56:57,005 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 13:28:55, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.7648, loss: 0.7648 +2024-09-19 20:57:19,753 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 13:28:31, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9812, loss_cls: 0.7019, loss: 0.7019 +2024-09-19 20:57:42,568 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 13:28:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.7058, loss: 0.7058 +2024-09-19 20:58:05,175 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 13:27:45, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.6746, loss: 0.6746 +2024-09-19 20:58:28,077 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 13:27:22, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.7398, loss: 0.7398 +2024-09-19 20:58:50,720 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 13:26:59, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.7122, loss: 0.7122 +2024-09-19 20:59:13,134 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 13:26:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.7152, loss: 0.7152 +2024-09-19 20:59:35,927 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 13:26:12, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 0.6805, loss: 0.6805 +2024-09-19 20:59:58,421 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 13:25:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.6887, loss: 0.6887 +2024-09-19 21:00:20,862 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 13:25:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 0.7110, loss: 0.7110 +2024-09-19 21:00:43,418 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 13:25:02, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 0.7310, loss: 0.7310 +2024-09-19 21:01:06,098 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 13:24:39, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 0.7475, loss: 0.7475 +2024-09-19 21:01:28,644 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 13:24:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 0.6623, loss: 0.6623 +2024-09-19 21:01:50,840 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 13:23:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 0.7268, loss: 0.7268 +2024-09-19 21:02:13,010 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 13:23:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 0.7068, loss: 0.7068 +2024-09-19 21:02:35,272 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 13:23:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 0.7366, loss: 0.7366 +2024-09-19 21:02:57,611 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 13:22:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9806, loss_cls: 0.6916, loss: 0.6916 +2024-09-19 21:03:19,750 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 13:22:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.7369, loss: 0.7369 +2024-09-19 21:03:42,328 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 13:21:55, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9825, loss_cls: 0.6314, loss: 0.6314 +2024-09-19 21:04:05,751 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 13:21:33, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.7804, loss: 0.7804 +2024-09-19 21:04:29,311 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 13:21:10, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 0.7135, loss: 0.7135 +2024-09-19 21:04:39,570 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-09-19 21:08:01,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 21:08:01,601 - pyskl - INFO - +top1_acc 0.8034 +top5_acc 0.9622 +2024-09-19 21:08:01,617 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.8034, top5_acc: 0.9622 +2024-09-19 21:08:50,828 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 13:20:47, time: 0.492, data_time: 0.274, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 0.6542, loss: 0.6542 +2024-09-19 21:09:12,842 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 13:20:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 0.6326, loss: 0.6326 +2024-09-19 21:09:35,168 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 13:20:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.7113, loss: 0.7113 +2024-09-19 21:09:57,720 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 13:19:37, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.6553, loss: 0.6553 +2024-09-19 21:10:20,261 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 13:19:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.6888, loss: 0.6888 +2024-09-19 21:10:43,085 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 13:18:50, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 0.6331, loss: 0.6331 +2024-09-19 21:11:06,225 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 13:18:27, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.7160, loss: 0.7160 +2024-09-19 21:11:29,269 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 13:18:04, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 0.6904, loss: 0.6904 +2024-09-19 21:11:52,354 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 13:17:41, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.6395, loss: 0.6395 +2024-09-19 21:12:14,646 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 13:17:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.6769, loss: 0.6769 +2024-09-19 21:12:37,663 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 13:16:55, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 0.6655, loss: 0.6655 +2024-09-19 21:13:00,732 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 13:16:32, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9812, loss_cls: 0.6736, loss: 0.6736 +2024-09-19 21:13:23,274 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 13:16:09, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 0.6412, loss: 0.6412 +2024-09-19 21:13:45,815 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 13:15:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 0.6862, loss: 0.6862 +2024-09-19 21:14:08,641 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 13:15:22, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 0.7323, loss: 0.7323 +2024-09-19 21:14:31,485 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 13:14:59, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.6850, loss: 0.6850 +2024-09-19 21:14:54,650 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 13:14:36, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.6964, loss: 0.6964 +2024-09-19 21:15:17,594 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 13:14:13, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 0.7515, loss: 0.7515 +2024-09-19 21:15:40,532 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 13:13:50, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 0.7093, loss: 0.7093 +2024-09-19 21:16:03,425 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 13:13:27, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.6681, loss: 0.6681 +2024-09-19 21:16:26,235 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 13:13:04, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 0.7370, loss: 0.7370 +2024-09-19 21:16:48,829 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 13:12:41, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.7553, loss: 0.7553 +2024-09-19 21:17:11,641 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 13:12:17, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.7033, loss: 0.7033 +2024-09-19 21:17:34,361 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 13:11:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.7243, loss: 0.7243 +2024-09-19 21:17:56,717 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 13:11:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.7346, loss: 0.7346 +2024-09-19 21:18:19,127 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 13:11:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 0.6315, loss: 0.6315 +2024-09-19 21:18:42,085 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 13:10:44, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.7092, loss: 0.7092 +2024-09-19 21:19:04,459 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 13:10:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.7143, loss: 0.7143 +2024-09-19 21:19:27,040 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 13:09:58, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 0.6844, loss: 0.6844 +2024-09-19 21:19:49,953 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 13:09:35, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 0.6674, loss: 0.6674 +2024-09-19 21:20:12,129 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 13:09:11, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 0.7230, loss: 0.7230 +2024-09-19 21:20:34,717 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 13:08:48, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9788, loss_cls: 0.7444, loss: 0.7444 +2024-09-19 21:20:57,871 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 13:08:25, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9819, loss_cls: 0.7028, loss: 0.7028 +2024-09-19 21:21:19,993 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 13:08:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9806, loss_cls: 0.6808, loss: 0.6808 +2024-09-19 21:21:42,551 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 13:07:38, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 0.7053, loss: 0.7053 +2024-09-19 21:22:04,906 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 13:07:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.6932, loss: 0.6932 +2024-09-19 21:22:26,922 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 13:06:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 0.7250, loss: 0.7250 +2024-09-19 21:22:49,138 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 13:06:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 0.7595, loss: 0.7595 +2024-09-19 21:23:12,138 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 13:06:05, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.7110, loss: 0.7110 +2024-09-19 21:23:21,721 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-09-19 21:26:39,667 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 21:26:40,177 - pyskl - INFO - +top1_acc 0.8129 +top5_acc 0.9601 +2024-09-19 21:26:40,182 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_96.pth was removed +2024-09-19 21:26:40,342 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2024-09-19 21:26:40,343 - pyskl - INFO - Best top1_acc is 0.8129 at 98 epoch. +2024-09-19 21:26:40,358 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.8129, top5_acc: 0.9601 +2024-09-19 21:27:28,963 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 13:05:41, time: 0.486, data_time: 0.269, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 0.6179, loss: 0.6179 +2024-09-19 21:27:50,697 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 13:05:18, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.6389, loss: 0.6389 +2024-09-19 21:28:12,390 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 13:04:54, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9819, loss_cls: 0.6573, loss: 0.6573 +2024-09-19 21:28:34,656 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 13:04:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.6399, loss: 0.6399 +2024-09-19 21:28:57,697 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 13:04:08, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.7163, loss: 0.7163 +2024-09-19 21:29:20,792 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 13:03:45, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.6969, loss: 0.6969 +2024-09-19 21:29:43,017 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 13:03:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.6697, loss: 0.6697 +2024-09-19 21:30:05,523 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 13:02:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 0.6758, loss: 0.6758 +2024-09-19 21:30:28,251 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 13:02:35, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 0.7046, loss: 0.7046 +2024-09-19 21:30:51,353 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 13:02:12, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.6894, loss: 0.6894 +2024-09-19 21:31:14,031 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 13:01:49, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.7138, loss: 0.7138 +2024-09-19 21:31:36,444 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 13:01:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.7094, loss: 0.7094 +2024-09-19 21:31:57,974 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 13:01:01, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.6376, loss: 0.6376 +2024-09-19 21:32:20,592 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 13:00:38, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.5757, loss: 0.5757 +2024-09-19 21:32:43,336 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 13:00:15, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.6757, loss: 0.6757 +2024-09-19 21:33:06,176 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 12:59:52, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9825, loss_cls: 0.6678, loss: 0.6678 +2024-09-19 21:33:29,006 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 12:59:29, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.6346, loss: 0.6346 +2024-09-19 21:33:51,784 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 12:59:06, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 0.6403, loss: 0.6403 +2024-09-19 21:34:14,779 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 12:58:43, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 0.6785, loss: 0.6785 +2024-09-19 21:34:37,371 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 12:58:19, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.6316, loss: 0.6316 +2024-09-19 21:34:59,984 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 12:57:56, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.6147, loss: 0.6147 +2024-09-19 21:35:22,808 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 12:57:33, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 0.7031, loss: 0.7031 +2024-09-19 21:35:45,685 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 12:57:10, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.6716, loss: 0.6716 +2024-09-19 21:36:09,046 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 12:56:47, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 0.6667, loss: 0.6667 +2024-09-19 21:36:31,332 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 12:56:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9806, loss_cls: 0.6869, loss: 0.6869 +2024-09-19 21:36:53,705 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 12:56:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 0.7646, loss: 0.7646 +2024-09-19 21:37:16,361 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 12:55:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 0.7330, loss: 0.7330 +2024-09-19 21:37:38,886 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 12:55:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 0.6666, loss: 0.6666 +2024-09-19 21:38:00,490 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 12:54:50, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.6623, loss: 0.6623 +2024-09-19 21:38:23,033 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 12:54:27, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 0.7050, loss: 0.7050 +2024-09-19 21:38:46,008 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 12:54:04, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.6771, loss: 0.6771 +2024-09-19 21:39:08,137 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 12:53:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9750, loss_cls: 0.7676, loss: 0.7676 +2024-09-19 21:39:30,076 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 12:53:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.6902, loss: 0.6902 +2024-09-19 21:39:52,001 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 12:52:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 0.7156, loss: 0.7156 +2024-09-19 21:40:14,034 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 12:52:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 0.7505, loss: 0.7505 +2024-09-19 21:40:36,205 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 12:52:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.6763, loss: 0.6763 +2024-09-19 21:40:58,221 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 12:51:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.6655, loss: 0.6655 +2024-09-19 21:41:20,191 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 12:51:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9794, loss_cls: 0.6802, loss: 0.6802 +2024-09-19 21:41:42,184 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 12:50:56, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 0.7584, loss: 0.7584 +2024-09-19 21:41:51,810 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-09-19 21:45:10,338 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 21:45:10,822 - pyskl - INFO - +top1_acc 0.8077 +top5_acc 0.9617 +2024-09-19 21:45:10,838 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.8077, top5_acc: 0.9617 +2024-09-19 21:46:02,030 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 12:50:33, time: 0.512, data_time: 0.294, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 0.5801, loss: 0.5801 +2024-09-19 21:46:23,983 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 12:50:10, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 0.6250, loss: 0.6250 +2024-09-19 21:46:45,763 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 12:49:46, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.5904, loss: 0.5904 +2024-09-19 21:47:07,571 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 12:49:22, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.6285, loss: 0.6285 +2024-09-19 21:47:29,692 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 12:48:59, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.6843, loss: 0.6843 +2024-09-19 21:47:52,033 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 12:48:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 0.6753, loss: 0.6753 +2024-09-19 21:48:14,848 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 12:48:12, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.6452, loss: 0.6452 +2024-09-19 21:48:37,885 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 12:47:49, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9806, loss_cls: 0.6778, loss: 0.6778 +2024-09-19 21:49:00,319 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 12:47:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 0.5748, loss: 0.5748 +2024-09-19 21:49:23,153 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 12:47:03, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.6319, loss: 0.6319 +2024-09-19 21:49:46,031 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 12:46:40, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.6264, loss: 0.6264 +2024-09-19 21:50:08,612 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 12:46:16, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 0.6177, loss: 0.6177 +2024-09-19 21:50:30,849 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 12:45:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.6366, loss: 0.6366 +2024-09-19 21:50:53,525 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 12:45:30, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 0.6766, loss: 0.6766 +2024-09-19 21:51:16,440 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 12:45:07, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.6916, loss: 0.6916 +2024-09-19 21:51:39,216 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 12:44:44, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 0.6444, loss: 0.6444 +2024-09-19 21:52:01,868 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 12:44:20, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.6469, loss: 0.6469 +2024-09-19 21:52:23,474 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 12:43:57, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 0.6673, loss: 0.6673 +2024-09-19 21:52:45,987 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 12:43:33, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.6292, loss: 0.6292 +2024-09-19 21:53:08,373 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 12:43:10, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.6315, loss: 0.6315 +2024-09-19 21:53:30,832 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 12:42:47, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.6728, loss: 0.6728 +2024-09-19 21:53:53,265 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 12:42:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.6878, loss: 0.6878 +2024-09-19 21:54:15,182 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 12:42:00, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.6159, loss: 0.6159 +2024-09-19 21:54:37,889 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 12:41:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.6860, loss: 0.6860 +2024-09-19 21:55:00,869 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 12:41:14, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.6789, loss: 0.6789 +2024-09-19 21:55:23,041 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 12:40:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.6935, loss: 0.6935 +2024-09-19 21:55:44,980 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 12:40:27, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.7096, loss: 0.7096 +2024-09-19 21:56:07,357 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 12:40:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 0.6652, loss: 0.6652 +2024-09-19 21:56:29,889 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 12:39:40, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 0.6350, loss: 0.6350 +2024-09-19 21:56:52,645 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 12:39:17, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.6793, loss: 0.6793 +2024-09-19 21:57:15,565 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 12:38:54, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.6780, loss: 0.6780 +2024-09-19 21:57:38,108 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 12:38:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.6472, loss: 0.6472 +2024-09-19 21:58:00,162 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 12:38:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 0.7149, loss: 0.7149 +2024-09-19 21:58:22,430 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 12:37:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.7067, loss: 0.7067 +2024-09-19 21:58:44,651 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 12:37:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.7089, loss: 0.7089 +2024-09-19 21:59:07,451 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 12:36:57, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.6916, loss: 0.6916 +2024-09-19 21:59:29,640 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 12:36:34, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.6991, loss: 0.6991 +2024-09-19 21:59:51,495 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 12:36:10, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.7476, loss: 0.7476 +2024-09-19 22:00:13,763 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 12:35:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.7171, loss: 0.7171 +2024-09-19 22:00:23,700 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-09-19 22:03:44,885 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 22:03:45,544 - pyskl - INFO - +top1_acc 0.8103 +top5_acc 0.9689 +2024-09-19 22:03:45,560 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.8103, top5_acc: 0.9689 +2024-09-19 22:04:36,581 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 12:35:24, time: 0.510, data_time: 0.293, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.6268, loss: 0.6268 +2024-09-19 22:04:58,515 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 12:35:00, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.5611, loss: 0.5611 +2024-09-19 22:05:20,292 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 12:34:37, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 0.6414, loss: 0.6414 +2024-09-19 22:05:42,119 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 12:34:13, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9844, loss_cls: 0.6104, loss: 0.6104 +2024-09-19 22:06:03,652 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 12:33:49, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 0.5584, loss: 0.5584 +2024-09-19 22:06:25,068 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 12:33:26, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 0.5674, loss: 0.5674 +2024-09-19 22:06:47,529 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 12:33:02, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 0.6146, loss: 0.6146 +2024-09-19 22:07:10,771 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 12:32:39, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 0.6060, loss: 0.6060 +2024-09-19 22:07:33,349 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 12:32:16, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.6123, loss: 0.6123 +2024-09-19 22:07:55,628 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 12:31:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5681, loss: 0.5681 +2024-09-19 22:08:17,993 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 12:31:29, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9806, loss_cls: 0.6879, loss: 0.6879 +2024-09-19 22:08:40,355 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 12:31:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 0.6548, loss: 0.6548 +2024-09-19 22:09:02,841 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 12:30:43, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 0.6959, loss: 0.6959 +2024-09-19 22:09:24,886 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 12:30:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 0.6331, loss: 0.6331 +2024-09-19 22:09:48,026 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 12:29:56, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 0.6512, loss: 0.6512 +2024-09-19 22:10:10,511 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 12:29:33, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 0.6312, loss: 0.6312 +2024-09-19 22:10:32,695 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 12:29:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 0.6024, loss: 0.6024 +2024-09-19 22:10:54,507 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 12:28:46, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 0.6625, loss: 0.6625 +2024-09-19 22:11:16,698 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 12:28:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9788, loss_cls: 0.7179, loss: 0.7179 +2024-09-19 22:11:39,074 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 12:27:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 0.6360, loss: 0.6360 +2024-09-19 22:12:01,387 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 12:27:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 0.6621, loss: 0.6621 +2024-09-19 22:12:23,911 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 12:27:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9812, loss_cls: 0.6505, loss: 0.6505 +2024-09-19 22:12:46,466 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 12:26:49, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.6300, loss: 0.6300 +2024-09-19 22:13:08,641 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 12:26:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.6295, loss: 0.6295 +2024-09-19 22:13:30,658 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 12:26:02, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 0.6102, loss: 0.6102 +2024-09-19 22:13:52,565 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 12:25:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 0.6590, loss: 0.6590 +2024-09-19 22:14:14,957 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 12:25:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.6591, loss: 0.6591 +2024-09-19 22:14:37,394 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 12:24:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.7362, loss: 0.7362 +2024-09-19 22:14:59,436 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 12:24:29, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.6597, loss: 0.6597 +2024-09-19 22:15:21,262 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 12:24:05, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 0.6035, loss: 0.6035 +2024-09-19 22:15:43,897 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 12:23:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.6648, loss: 0.6648 +2024-09-19 22:16:06,661 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 12:23:19, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 0.7181, loss: 0.7181 +2024-09-19 22:16:28,987 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 12:22:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.6953, loss: 0.6953 +2024-09-19 22:16:51,268 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 12:22:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.7213, loss: 0.7213 +2024-09-19 22:17:13,438 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 12:22:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 0.7130, loss: 0.7130 +2024-09-19 22:17:36,151 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 12:21:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.6241, loss: 0.6241 +2024-09-19 22:17:58,557 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 12:21:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 0.6917, loss: 0.6917 +2024-09-19 22:18:20,880 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 12:20:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.6748, loss: 0.6748 +2024-09-19 22:18:43,237 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 12:20:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.5968, loss: 0.5968 +2024-09-19 22:18:53,181 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-09-19 22:22:13,023 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 22:22:13,616 - pyskl - INFO - +top1_acc 0.8100 +top5_acc 0.9653 +2024-09-19 22:22:13,635 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.8100, top5_acc: 0.9653 +2024-09-19 22:23:04,548 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 12:20:12, time: 0.509, data_time: 0.293, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.6197, loss: 0.6197 +2024-09-19 22:23:26,267 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 12:19:49, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9875, loss_cls: 0.5745, loss: 0.5745 +2024-09-19 22:23:48,505 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 12:19:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.5306, loss: 0.5306 +2024-09-19 22:24:10,409 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 12:19:02, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9844, loss_cls: 0.6440, loss: 0.6440 +2024-09-19 22:24:32,112 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 12:18:38, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 0.5926, loss: 0.5926 +2024-09-19 22:24:53,413 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 12:18:14, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.5836, loss: 0.5836 +2024-09-19 22:25:15,283 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 12:17:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.5951, loss: 0.5951 +2024-09-19 22:25:37,332 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 12:17:27, time: 0.220, data_time: 0.001, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.6818, loss: 0.6818 +2024-09-19 22:26:00,264 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 12:17:04, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 0.6554, loss: 0.6554 +2024-09-19 22:26:23,204 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 12:16:41, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.6288, loss: 0.6288 +2024-09-19 22:26:45,899 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 12:16:18, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9819, loss_cls: 0.6526, loss: 0.6526 +2024-09-19 22:27:07,656 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 12:15:54, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.5519, loss: 0.5519 +2024-09-19 22:27:29,922 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 12:15:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 0.6238, loss: 0.6238 +2024-09-19 22:27:52,865 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 12:15:08, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.7010, loss: 0.7010 +2024-09-19 22:28:15,379 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 12:14:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.6404, loss: 0.6404 +2024-09-19 22:28:37,226 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 12:14:21, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.6855, loss: 0.6855 +2024-09-19 22:28:59,745 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 12:13:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 0.6561, loss: 0.6561 +2024-09-19 22:29:22,318 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 12:13:35, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.6936, loss: 0.6936 +2024-09-19 22:29:45,084 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 12:13:12, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.6019, loss: 0.6019 +2024-09-19 22:30:07,740 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 12:12:48, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.5866, loss: 0.5866 +2024-09-19 22:30:30,145 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 12:12:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.6155, loss: 0.6155 +2024-09-19 22:30:52,697 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 12:12:02, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 0.5893, loss: 0.5893 +2024-09-19 22:31:14,519 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 12:11:38, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.6613, loss: 0.6613 +2024-09-19 22:31:37,111 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 12:11:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.6078, loss: 0.6078 +2024-09-19 22:31:59,747 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 12:10:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.7231, loss: 0.7231 +2024-09-19 22:32:22,070 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 12:10:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.6392, loss: 0.6392 +2024-09-19 22:32:44,929 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 12:10:05, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 0.6527, loss: 0.6527 +2024-09-19 22:33:07,696 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 12:09:42, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.5636, loss: 0.5636 +2024-09-19 22:33:30,437 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 12:09:19, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.6423, loss: 0.6423 +2024-09-19 22:33:52,381 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 12:08:56, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.6360, loss: 0.6360 +2024-09-19 22:34:14,065 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 12:08:32, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.6463, loss: 0.6463 +2024-09-19 22:34:36,054 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 12:08:08, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 0.6503, loss: 0.6503 +2024-09-19 22:34:58,258 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 12:07:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 0.5950, loss: 0.5950 +2024-09-19 22:35:20,351 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 12:07:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.6162, loss: 0.6162 +2024-09-19 22:35:42,510 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 12:06:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 0.6235, loss: 0.6235 +2024-09-19 22:36:05,071 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 12:06:35, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 0.6586, loss: 0.6586 +2024-09-19 22:36:27,206 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 12:06:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 0.6827, loss: 0.6827 +2024-09-19 22:36:49,361 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 12:05:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9819, loss_cls: 0.6553, loss: 0.6553 +2024-09-19 22:37:11,434 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 12:05:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.6598, loss: 0.6598 +2024-09-19 22:37:21,191 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-09-19 22:40:38,633 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 22:40:39,133 - pyskl - INFO - +top1_acc 0.8187 +top5_acc 0.9650 +2024-09-19 22:40:39,138 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_98.pth was removed +2024-09-19 22:40:39,296 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2024-09-19 22:40:39,297 - pyskl - INFO - Best top1_acc is 0.8187 at 102 epoch. +2024-09-19 22:40:39,312 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.8187, top5_acc: 0.9650 +2024-09-19 22:41:35,236 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 12:05:04, time: 0.559, data_time: 0.334, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 0.5519, loss: 0.5519 +2024-09-19 22:41:57,315 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 12:04:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 0.5473, loss: 0.5473 +2024-09-19 22:42:19,295 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 12:04:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 0.5708, loss: 0.5708 +2024-09-19 22:42:40,988 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 12:03:53, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.6013, loss: 0.6013 +2024-09-19 22:43:02,770 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 12:03:29, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.5534, loss: 0.5534 +2024-09-19 22:43:24,634 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 12:03:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 0.5987, loss: 0.5987 +2024-09-19 22:43:46,529 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 12:02:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 0.6522, loss: 0.6522 +2024-09-19 22:44:08,462 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 12:02:19, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.5920, loss: 0.5920 +2024-09-19 22:44:30,904 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 12:01:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.6102, loss: 0.6102 +2024-09-19 22:44:53,236 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 12:01:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.5453, loss: 0.5453 +2024-09-19 22:45:15,039 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 12:01:09, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 0.6216, loss: 0.6216 +2024-09-19 22:45:37,205 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 12:00:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 0.5878, loss: 0.5878 +2024-09-19 22:46:00,091 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 12:00:22, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 0.5744, loss: 0.5744 +2024-09-19 22:46:23,003 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 11:59:59, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 0.5866, loss: 0.5866 +2024-09-19 22:46:45,774 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 11:59:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 0.6368, loss: 0.6368 +2024-09-19 22:47:08,786 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 11:59:13, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.6623, loss: 0.6623 +2024-09-19 22:47:32,140 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 11:58:50, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 0.6098, loss: 0.6098 +2024-09-19 22:47:54,454 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 11:58:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9812, loss_cls: 0.6376, loss: 0.6376 +2024-09-19 22:48:16,845 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 11:58:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 0.6691, loss: 0.6691 +2024-09-19 22:48:37,960 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 11:57:40, time: 0.211, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 0.6044, loss: 0.6044 +2024-09-19 22:48:59,382 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 11:57:16, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 0.6302, loss: 0.6302 +2024-09-19 22:49:22,553 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 11:56:53, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 0.5782, loss: 0.5782 +2024-09-19 22:49:45,225 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 11:56:30, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.6293, loss: 0.6293 +2024-09-19 22:50:07,846 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 11:56:07, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.6330, loss: 0.6330 +2024-09-19 22:50:30,960 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 11:55:44, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.6237, loss: 0.6237 +2024-09-19 22:50:54,064 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 11:55:21, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.6139, loss: 0.6139 +2024-09-19 22:51:17,129 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 11:54:58, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.6237, loss: 0.6237 +2024-09-19 22:51:39,709 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 11:54:34, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 0.6878, loss: 0.6878 +2024-09-19 22:52:02,512 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 11:54:11, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 0.6433, loss: 0.6433 +2024-09-19 22:52:25,400 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 11:53:48, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.6141, loss: 0.6141 +2024-09-19 22:52:48,349 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 11:53:25, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.6695, loss: 0.6695 +2024-09-19 22:53:11,412 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 11:53:02, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.6577, loss: 0.6577 +2024-09-19 22:53:33,989 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 11:52:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.6440, loss: 0.6440 +2024-09-19 22:53:56,656 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 11:52:16, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 0.6292, loss: 0.6292 +2024-09-19 22:54:19,510 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 11:51:53, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9838, loss_cls: 0.5699, loss: 0.5699 +2024-09-19 22:54:41,798 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 11:51:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.6656, loss: 0.6656 +2024-09-19 22:55:03,980 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 11:51:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 0.6457, loss: 0.6457 +2024-09-19 22:55:26,267 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 11:50:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9806, loss_cls: 0.6164, loss: 0.6164 +2024-09-19 22:55:48,729 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 11:50:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 0.6522, loss: 0.6522 +2024-09-19 22:55:58,781 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-09-19 22:59:21,617 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 22:59:22,208 - pyskl - INFO - +top1_acc 0.8273 +top5_acc 0.9677 +2024-09-19 22:59:22,213 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_102.pth was removed +2024-09-19 22:59:22,370 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2024-09-19 22:59:22,371 - pyskl - INFO - Best top1_acc is 0.8273 at 103 epoch. +2024-09-19 22:59:22,386 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.8273, top5_acc: 0.9677 +2024-09-19 23:00:16,932 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 11:49:57, time: 0.545, data_time: 0.323, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.6133, loss: 0.6133 +2024-09-19 23:00:39,057 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 11:49:34, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 0.6574, loss: 0.6574 +2024-09-19 23:01:01,438 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 11:49:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.5850, loss: 0.5850 +2024-09-19 23:01:23,493 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 11:48:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 0.5322, loss: 0.5322 +2024-09-19 23:01:45,405 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 11:48:24, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.5789, loss: 0.5789 +2024-09-19 23:02:07,277 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 11:48:00, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.5661, loss: 0.5661 +2024-09-19 23:02:29,286 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 11:47:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.5282, loss: 0.5282 +2024-09-19 23:02:51,275 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 11:47:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 0.5811, loss: 0.5811 +2024-09-19 23:03:13,268 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 11:46:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 0.5439, loss: 0.5439 +2024-09-19 23:03:35,524 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 11:46:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 0.5765, loss: 0.5765 +2024-09-19 23:03:57,988 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 11:46:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.5776, loss: 0.5776 +2024-09-19 23:04:20,359 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 11:45:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 0.5614, loss: 0.5614 +2024-09-19 23:04:42,624 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 11:45:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 0.6111, loss: 0.6111 +2024-09-19 23:05:05,275 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 11:44:53, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 0.5914, loss: 0.5914 +2024-09-19 23:05:28,197 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 11:44:30, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.5687, loss: 0.5687 +2024-09-19 23:05:51,120 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 11:44:07, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.6011, loss: 0.6011 +2024-09-19 23:06:13,916 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 11:43:44, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.5567, loss: 0.5567 +2024-09-19 23:06:36,666 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 11:43:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.5996, loss: 0.5996 +2024-09-19 23:06:59,663 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 11:42:58, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.6662, loss: 0.6662 +2024-09-19 23:07:22,414 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 11:42:35, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5987, loss: 0.5987 +2024-09-19 23:07:44,603 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 11:42:11, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.5697, loss: 0.5697 +2024-09-19 23:08:06,225 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 11:41:48, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 0.6246, loss: 0.6246 +2024-09-19 23:08:28,721 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 11:41:24, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 0.6375, loss: 0.6375 +2024-09-19 23:08:51,350 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 11:41:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 0.6089, loss: 0.6089 +2024-09-19 23:09:13,785 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 11:40:38, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.5971, loss: 0.5971 +2024-09-19 23:09:35,773 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 11:40:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.5982, loss: 0.5982 +2024-09-19 23:09:58,525 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 11:39:51, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 0.5447, loss: 0.5447 +2024-09-19 23:10:21,530 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 11:39:28, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9806, loss_cls: 0.6827, loss: 0.6827 +2024-09-19 23:10:44,227 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 11:39:05, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.5986, loss: 0.5986 +2024-09-19 23:11:07,031 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 11:38:42, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 0.5900, loss: 0.5900 +2024-09-19 23:11:29,575 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 11:38:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 0.6660, loss: 0.6660 +2024-09-19 23:11:52,026 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 11:37:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.6185, loss: 0.6185 +2024-09-19 23:12:15,067 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 11:37:33, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9806, loss_cls: 0.6326, loss: 0.6326 +2024-09-19 23:12:37,391 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 11:37:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 0.6192, loss: 0.6192 +2024-09-19 23:12:59,970 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 11:36:46, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 0.6153, loss: 0.6153 +2024-09-19 23:13:22,598 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 11:36:23, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 0.6089, loss: 0.6089 +2024-09-19 23:13:44,681 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 11:36:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.5982, loss: 0.5982 +2024-09-19 23:14:07,334 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 11:35:36, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 0.5758, loss: 0.5758 +2024-09-19 23:14:29,635 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 11:35:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 0.6402, loss: 0.6402 +2024-09-19 23:14:39,236 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-09-19 23:17:57,986 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 23:17:58,596 - pyskl - INFO - +top1_acc 0.8215 +top5_acc 0.9672 +2024-09-19 23:17:58,611 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.8215, top5_acc: 0.9672 +2024-09-19 23:18:55,102 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 11:34:52, time: 0.565, data_time: 0.339, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.5839, loss: 0.5839 +2024-09-19 23:19:17,845 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 11:34:28, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 0.5283, loss: 0.5283 +2024-09-19 23:19:40,616 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 11:34:05, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.5122, loss: 0.5122 +2024-09-19 23:20:03,162 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 11:33:42, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 0.5021, loss: 0.5021 +2024-09-19 23:20:25,252 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 11:33:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9881, loss_cls: 0.5101, loss: 0.5101 +2024-09-19 23:20:47,231 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 11:32:55, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 0.5435, loss: 0.5435 +2024-09-19 23:21:09,421 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 11:32:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 0.5314, loss: 0.5314 +2024-09-19 23:21:31,386 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 11:32:08, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 0.6372, loss: 0.6372 +2024-09-19 23:21:53,409 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 11:31:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 0.5471, loss: 0.5471 +2024-09-19 23:22:15,402 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 11:31:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.5528, loss: 0.5528 +2024-09-19 23:22:37,446 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 11:30:58, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.5559, loss: 0.5559 +2024-09-19 23:22:59,442 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 11:30:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.5588, loss: 0.5588 +2024-09-19 23:23:21,305 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 11:30:11, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.5416, loss: 0.5416 +2024-09-19 23:23:43,401 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 11:29:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.6078, loss: 0.6078 +2024-09-19 23:24:05,421 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 11:29:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 0.5470, loss: 0.5470 +2024-09-19 23:24:28,039 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 11:29:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.5543, loss: 0.5543 +2024-09-19 23:24:50,501 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 11:28:38, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.6059, loss: 0.6059 +2024-09-19 23:25:13,114 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 11:28:14, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.5836, loss: 0.5836 +2024-09-19 23:25:35,981 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 11:27:51, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 0.5778, loss: 0.5778 +2024-09-19 23:25:58,941 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 11:27:28, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9838, loss_cls: 0.5709, loss: 0.5709 +2024-09-19 23:26:21,467 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 11:27:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.5926, loss: 0.5926 +2024-09-19 23:26:44,200 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 11:26:42, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.5786, loss: 0.5786 +2024-09-19 23:27:07,108 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 11:26:19, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.6151, loss: 0.6151 +2024-09-19 23:27:29,365 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 11:25:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.6218, loss: 0.6218 +2024-09-19 23:27:51,945 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 11:25:32, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.5991, loss: 0.5991 +2024-09-19 23:28:14,877 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 11:25:09, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 0.5953, loss: 0.5953 +2024-09-19 23:28:37,648 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 11:24:46, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 0.6284, loss: 0.6284 +2024-09-19 23:29:00,078 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 11:24:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.6118, loss: 0.6118 +2024-09-19 23:29:22,221 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 11:24:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 0.5992, loss: 0.5992 +2024-09-19 23:29:44,754 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 11:23:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.5511, loss: 0.5511 +2024-09-19 23:30:07,493 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 11:23:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 0.5888, loss: 0.5888 +2024-09-19 23:30:30,153 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 11:22:50, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 0.6200, loss: 0.6200 +2024-09-19 23:30:53,119 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 11:22:27, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.6381, loss: 0.6381 +2024-09-19 23:31:15,810 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 11:22:04, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 0.6409, loss: 0.6409 +2024-09-19 23:31:38,355 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 11:21:41, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 0.5849, loss: 0.5849 +2024-09-19 23:32:00,504 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 11:21:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.6274, loss: 0.6274 +2024-09-19 23:32:22,534 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 11:20:54, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9856, loss_cls: 0.5873, loss: 0.5873 +2024-09-19 23:32:44,654 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 11:20:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 0.6610, loss: 0.6610 +2024-09-19 23:33:07,086 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 11:20:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.6327, loss: 0.6327 +2024-09-19 23:33:16,803 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-09-19 23:36:33,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 23:36:33,840 - pyskl - INFO - +top1_acc 0.8131 +top5_acc 0.9652 +2024-09-19 23:36:33,855 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.8131, top5_acc: 0.9652 +2024-09-19 23:37:24,976 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 11:19:43, time: 0.511, data_time: 0.287, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.6663, loss: 0.6663 +2024-09-19 23:37:47,967 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 11:19:20, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 0.5638, loss: 0.5638 +2024-09-19 23:38:10,470 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 11:18:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.5637, loss: 0.5637 +2024-09-19 23:38:33,165 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 11:18:34, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9869, loss_cls: 0.5375, loss: 0.5375 +2024-09-19 23:38:55,314 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 11:18:10, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 0.5262, loss: 0.5262 +2024-09-19 23:39:17,394 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 11:17:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 0.5188, loss: 0.5188 +2024-09-19 23:39:39,563 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 11:17:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 0.5815, loss: 0.5815 +2024-09-19 23:40:01,805 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 11:17:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 0.5720, loss: 0.5720 +2024-09-19 23:40:24,086 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 11:16:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.5081, loss: 0.5081 +2024-09-19 23:40:46,338 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 11:16:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 0.4957, loss: 0.4957 +2024-09-19 23:41:08,568 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 11:15:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.5548, loss: 0.5548 +2024-09-19 23:41:30,689 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 11:15:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9781, loss_cls: 0.6515, loss: 0.6515 +2024-09-19 23:41:52,736 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 11:15:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9850, loss_cls: 0.5820, loss: 0.5820 +2024-09-19 23:42:14,806 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 11:14:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.5534, loss: 0.5534 +2024-09-19 23:42:36,781 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 11:14:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.5607, loss: 0.5607 +2024-09-19 23:42:58,703 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 11:13:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.5223, loss: 0.5223 +2024-09-19 23:43:20,623 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 11:13:30, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9869, loss_cls: 0.5580, loss: 0.5580 +2024-09-19 23:43:42,497 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 11:13:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.5285, loss: 0.5285 +2024-09-19 23:44:04,123 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 11:12:42, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 0.5488, loss: 0.5488 +2024-09-19 23:44:26,647 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 11:12:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.5310, loss: 0.5310 +2024-09-19 23:44:48,858 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 11:11:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.5377, loss: 0.5377 +2024-09-19 23:45:11,184 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 11:11:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9856, loss_cls: 0.5523, loss: 0.5523 +2024-09-19 23:45:34,112 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 11:11:10, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9838, loss_cls: 0.5606, loss: 0.5606 +2024-09-19 23:45:56,544 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 11:10:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 0.5520, loss: 0.5520 +2024-09-19 23:46:19,013 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 11:10:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.5730, loss: 0.5730 +2024-09-19 23:46:41,565 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 11:10:00, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 0.6156, loss: 0.6156 +2024-09-19 23:47:03,631 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 11:09:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 0.5957, loss: 0.5957 +2024-09-19 23:47:26,092 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 11:09:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.5434, loss: 0.5434 +2024-09-19 23:47:48,244 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 11:08:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.6082, loss: 0.6082 +2024-09-19 23:48:10,490 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 11:08:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9881, loss_cls: 0.5331, loss: 0.5331 +2024-09-19 23:48:33,217 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 11:08:03, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.5407, loss: 0.5407 +2024-09-19 23:48:55,761 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 11:07:40, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 0.5284, loss: 0.5284 +2024-09-19 23:49:18,132 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 11:07:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 0.5847, loss: 0.5847 +2024-09-19 23:49:40,648 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 11:06:54, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 0.6367, loss: 0.6367 +2024-09-19 23:50:03,101 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 11:06:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.5946, loss: 0.5946 +2024-09-19 23:50:25,139 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 11:06:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 0.6369, loss: 0.6369 +2024-09-19 23:50:47,623 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 11:05:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.5648, loss: 0.5648 +2024-09-19 23:51:10,386 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 11:05:21, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 0.6641, loss: 0.6641 +2024-09-19 23:51:32,598 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 11:04:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5993, loss: 0.5993 +2024-09-19 23:51:42,125 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-09-19 23:54:57,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-19 23:54:58,320 - pyskl - INFO - +top1_acc 0.7984 +top5_acc 0.9611 +2024-09-19 23:54:58,335 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.7984, top5_acc: 0.9611 +2024-09-19 23:55:51,793 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 11:04:34, time: 0.534, data_time: 0.312, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.5789, loss: 0.5789 +2024-09-19 23:56:14,161 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 11:04:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 0.6010, loss: 0.6010 +2024-09-19 23:56:36,462 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 11:03:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9875, loss_cls: 0.5352, loss: 0.5352 +2024-09-19 23:56:59,463 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 11:03:24, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.4605, loss: 0.4605 +2024-09-19 23:57:22,357 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 11:03:01, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.5462, loss: 0.5462 +2024-09-19 23:57:44,855 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 11:02:38, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.5140, loss: 0.5140 +2024-09-19 23:58:06,840 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 11:02:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.5432, loss: 0.5432 +2024-09-19 23:58:28,836 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 11:01:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.4834, loss: 0.4834 +2024-09-19 23:58:50,751 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 11:01:28, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.5256, loss: 0.5256 +2024-09-19 23:59:12,671 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 11:01:04, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9831, loss_cls: 0.5919, loss: 0.5919 +2024-09-19 23:59:34,468 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 11:00:41, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 0.5532, loss: 0.5532 +2024-09-19 23:59:56,750 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 11:00:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.5260, loss: 0.5260 +2024-09-20 00:00:18,932 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 10:59:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.5372, loss: 0.5372 +2024-09-20 00:00:41,158 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 10:59:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.5317, loss: 0.5317 +2024-09-20 00:01:03,025 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 10:59:07, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 0.5897, loss: 0.5897 +2024-09-20 00:01:24,824 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 10:58:44, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 0.4956, loss: 0.4956 +2024-09-20 00:01:46,779 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 10:58:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.5453, loss: 0.5453 +2024-09-20 00:02:08,862 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 10:57:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 0.5176, loss: 0.5176 +2024-09-20 00:02:30,865 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 10:57:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 0.5557, loss: 0.5557 +2024-09-20 00:02:52,786 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 10:57:10, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.5924, loss: 0.5924 +2024-09-20 00:03:14,899 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 10:56:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.5535, loss: 0.5535 +2024-09-20 00:03:37,434 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 10:56:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.5951, loss: 0.5951 +2024-09-20 00:03:59,773 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 10:56:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.5895, loss: 0.5895 +2024-09-20 00:04:21,927 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 10:55:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.5524, loss: 0.5524 +2024-09-20 00:04:44,528 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 10:55:14, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 0.5127, loss: 0.5127 +2024-09-20 00:05:06,779 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 10:54:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.5456, loss: 0.5456 +2024-09-20 00:05:29,745 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 10:54:27, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.5613, loss: 0.5613 +2024-09-20 00:05:52,571 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 10:54:04, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.6226, loss: 0.6226 +2024-09-20 00:06:15,128 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 10:53:41, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.6107, loss: 0.6107 +2024-09-20 00:06:38,061 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 10:53:18, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.5302, loss: 0.5302 +2024-09-20 00:07:00,778 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 10:52:55, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 0.5803, loss: 0.5803 +2024-09-20 00:07:23,364 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 10:52:32, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.5769, loss: 0.5769 +2024-09-20 00:07:45,888 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 10:52:08, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.5529, loss: 0.5529 +2024-09-20 00:08:08,648 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 10:51:45, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.5223, loss: 0.5223 +2024-09-20 00:08:31,596 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 10:51:22, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 0.5902, loss: 0.5902 +2024-09-20 00:08:54,029 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 10:50:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9806, loss_cls: 0.6200, loss: 0.6200 +2024-09-20 00:09:16,496 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 10:50:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.5387, loss: 0.5387 +2024-09-20 00:09:39,030 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 10:50:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.5299, loss: 0.5299 +2024-09-20 00:10:01,371 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 10:49:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 0.5958, loss: 0.5958 +2024-09-20 00:10:10,853 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-09-20 00:13:30,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 00:13:30,633 - pyskl - INFO - +top1_acc 0.8247 +top5_acc 0.9680 +2024-09-20 00:13:30,648 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.8247, top5_acc: 0.9680 +2024-09-20 00:14:28,534 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 10:49:27, time: 0.579, data_time: 0.350, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.5565, loss: 0.5565 +2024-09-20 00:14:51,417 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 10:49:04, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.4848, loss: 0.4848 +2024-09-20 00:15:14,275 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 10:48:41, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.5559, loss: 0.5559 +2024-09-20 00:15:36,190 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 10:48:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.5109, loss: 0.5109 +2024-09-20 00:15:58,512 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 10:47:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 0.5025, loss: 0.5025 +2024-09-20 00:16:21,209 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 10:47:31, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9869, loss_cls: 0.5175, loss: 0.5175 +2024-09-20 00:16:43,438 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 10:47:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.5135, loss: 0.5135 +2024-09-20 00:17:05,709 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 10:46:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.5200, loss: 0.5200 +2024-09-20 00:17:27,774 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 10:46:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.5242, loss: 0.5242 +2024-09-20 00:17:50,019 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 10:45:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.5205, loss: 0.5205 +2024-09-20 00:18:12,198 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 10:45:35, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.4978, loss: 0.4978 +2024-09-20 00:18:34,234 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 10:45:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.5187, loss: 0.5187 +2024-09-20 00:18:56,265 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 10:44:48, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 0.4849, loss: 0.4849 +2024-09-20 00:19:18,598 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 10:44:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9888, loss_cls: 0.4689, loss: 0.4689 +2024-09-20 00:19:41,557 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 10:44:02, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 0.5758, loss: 0.5758 +2024-09-20 00:20:04,528 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 10:43:39, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.5379, loss: 0.5379 +2024-09-20 00:20:26,374 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 10:43:15, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 0.6010, loss: 0.6010 +2024-09-20 00:20:47,740 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 10:42:51, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.5534, loss: 0.5534 +2024-09-20 00:21:09,767 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 10:42:28, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9838, loss_cls: 0.5837, loss: 0.5837 +2024-09-20 00:21:31,849 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 10:42:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4823, loss: 0.4823 +2024-09-20 00:21:53,269 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 10:41:41, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.4800, loss: 0.4800 +2024-09-20 00:22:15,157 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 10:41:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9844, loss_cls: 0.5772, loss: 0.5772 +2024-09-20 00:22:37,197 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 10:40:54, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.5078, loss: 0.5078 +2024-09-20 00:22:59,062 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 10:40:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.5243, loss: 0.5243 +2024-09-20 00:23:21,352 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 10:40:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9875, loss_cls: 0.5058, loss: 0.5058 +2024-09-20 00:23:43,780 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 10:39:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.5682, loss: 0.5682 +2024-09-20 00:24:06,608 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 10:39:21, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9856, loss_cls: 0.5781, loss: 0.5781 +2024-09-20 00:24:29,456 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 10:38:58, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9850, loss_cls: 0.5756, loss: 0.5756 +2024-09-20 00:24:52,368 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 10:38:35, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.5829, loss: 0.5829 +2024-09-20 00:25:14,948 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 10:38:12, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 0.5838, loss: 0.5838 +2024-09-20 00:25:37,814 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 10:37:49, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 0.5749, loss: 0.5749 +2024-09-20 00:26:00,628 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 10:37:26, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.4968, loss: 0.4968 +2024-09-20 00:26:22,699 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 10:37:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.6019, loss: 0.6019 +2024-09-20 00:26:44,953 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 10:36:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 0.5050, loss: 0.5050 +2024-09-20 00:27:07,413 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 10:36:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 0.5299, loss: 0.5299 +2024-09-20 00:27:29,585 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 10:35:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9850, loss_cls: 0.5779, loss: 0.5779 +2024-09-20 00:27:51,735 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 10:35:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.5576, loss: 0.5576 +2024-09-20 00:28:13,879 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 10:35:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 0.5697, loss: 0.5697 +2024-09-20 00:28:36,084 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 10:34:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 0.5562, loss: 0.5562 +2024-09-20 00:28:46,486 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-09-20 00:32:03,287 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 00:32:03,949 - pyskl - INFO - +top1_acc 0.8430 +top5_acc 0.9710 +2024-09-20 00:32:03,954 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_103.pth was removed +2024-09-20 00:32:04,206 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2024-09-20 00:32:04,207 - pyskl - INFO - Best top1_acc is 0.8430 at 108 epoch. +2024-09-20 00:32:04,221 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8430, top5_acc: 0.9710 +2024-09-20 00:33:04,027 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 10:34:21, time: 0.598, data_time: 0.366, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 0.5562, loss: 0.5562 +2024-09-20 00:33:27,532 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 10:33:58, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.4514, loss: 0.4514 +2024-09-20 00:33:50,629 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 10:33:35, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.4574, loss: 0.4574 +2024-09-20 00:34:13,636 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 10:33:12, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.4942, loss: 0.4942 +2024-09-20 00:34:36,361 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 10:32:49, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.4333, loss: 0.4333 +2024-09-20 00:34:59,352 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 10:32:26, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.4793, loss: 0.4793 +2024-09-20 00:35:22,273 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 10:32:03, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.4698, loss: 0.4698 +2024-09-20 00:35:44,380 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 10:31:39, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.5287, loss: 0.5287 +2024-09-20 00:36:06,677 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 10:31:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.5404, loss: 0.5404 +2024-09-20 00:36:28,717 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 10:30:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.5204, loss: 0.5204 +2024-09-20 00:36:50,942 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 10:30:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.5351, loss: 0.5351 +2024-09-20 00:37:13,706 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 10:30:06, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.5719, loss: 0.5719 +2024-09-20 00:37:36,226 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 10:29:43, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9888, loss_cls: 0.5229, loss: 0.5229 +2024-09-20 00:37:58,657 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 10:29:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 0.4970, loss: 0.4970 +2024-09-20 00:38:21,342 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 10:28:57, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 0.5569, loss: 0.5569 +2024-09-20 00:38:44,289 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 10:28:34, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.5141, loss: 0.5141 +2024-09-20 00:39:07,169 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 10:28:11, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4977, loss: 0.4977 +2024-09-20 00:39:29,672 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 10:27:47, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.5562, loss: 0.5562 +2024-09-20 00:39:51,798 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 10:27:24, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 0.5294, loss: 0.5294 +2024-09-20 00:40:13,881 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 10:27:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9875, loss_cls: 0.5264, loss: 0.5264 +2024-09-20 00:40:35,913 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 10:26:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 0.5620, loss: 0.5620 +2024-09-20 00:40:58,005 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 10:26:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.5437, loss: 0.5437 +2024-09-20 00:41:19,397 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 10:25:50, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 0.5228, loss: 0.5228 +2024-09-20 00:41:41,024 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 10:25:27, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 0.5152, loss: 0.5152 +2024-09-20 00:42:02,647 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 10:25:03, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.4766, loss: 0.4766 +2024-09-20 00:42:24,028 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 10:24:40, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.5527, loss: 0.5527 +2024-09-20 00:42:46,273 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 10:24:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9875, loss_cls: 0.4808, loss: 0.4808 +2024-09-20 00:43:08,409 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 10:23:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.4732, loss: 0.4732 +2024-09-20 00:43:31,014 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 10:23:30, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.5308, loss: 0.5308 +2024-09-20 00:43:52,879 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 10:23:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.5367, loss: 0.5367 +2024-09-20 00:44:14,986 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 10:22:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.5275, loss: 0.5275 +2024-09-20 00:44:37,809 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 10:22:20, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 0.5473, loss: 0.5473 +2024-09-20 00:45:00,805 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 10:21:57, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 0.4941, loss: 0.4941 +2024-09-20 00:45:23,815 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 10:21:34, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.5811, loss: 0.5811 +2024-09-20 00:45:46,948 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 10:21:11, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.5235, loss: 0.5235 +2024-09-20 00:46:09,438 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 10:20:48, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9850, loss_cls: 0.5824, loss: 0.5824 +2024-09-20 00:46:31,643 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 10:20:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.5276, loss: 0.5276 +2024-09-20 00:46:53,884 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 10:20:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.5186, loss: 0.5186 +2024-09-20 00:47:16,222 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 10:19:38, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.5609, loss: 0.5609 +2024-09-20 00:47:26,026 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-09-20 00:50:45,137 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 00:50:45,833 - pyskl - INFO - +top1_acc 0.8384 +top5_acc 0.9707 +2024-09-20 00:50:45,854 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.8384, top5_acc: 0.9707 +2024-09-20 00:51:41,095 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 10:19:14, time: 0.552, data_time: 0.327, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.4235, loss: 0.4235 +2024-09-20 00:52:03,588 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 10:18:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.4484, loss: 0.4484 +2024-09-20 00:52:26,277 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 10:18:28, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.4622, loss: 0.4622 +2024-09-20 00:52:49,056 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 10:18:05, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.4718, loss: 0.4718 +2024-09-20 00:53:11,916 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 10:17:42, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 0.4855, loss: 0.4855 +2024-09-20 00:53:34,382 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 10:17:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.4736, loss: 0.4736 +2024-09-20 00:53:57,438 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 10:16:56, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9894, loss_cls: 0.4812, loss: 0.4812 +2024-09-20 00:54:19,965 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 10:16:32, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.4566, loss: 0.4566 +2024-09-20 00:54:42,010 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 10:16:09, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.4985, loss: 0.4985 +2024-09-20 00:55:04,056 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 10:15:46, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.4372, loss: 0.4372 +2024-09-20 00:55:26,262 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 10:15:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.4921, loss: 0.4921 +2024-09-20 00:55:49,081 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 10:14:59, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 0.4996, loss: 0.4996 +2024-09-20 00:56:11,449 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 10:14:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.4562, loss: 0.4562 +2024-09-20 00:56:33,906 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 10:14:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.5191, loss: 0.5191 +2024-09-20 00:56:56,250 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 10:13:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.5818, loss: 0.5818 +2024-09-20 00:57:18,804 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 10:13:26, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.5165, loss: 0.5165 +2024-09-20 00:57:41,109 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 10:13:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 0.4775, loss: 0.4775 +2024-09-20 00:58:03,488 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 10:12:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 0.4611, loss: 0.4611 +2024-09-20 00:58:25,084 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 10:12:16, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.5003, loss: 0.5003 +2024-09-20 00:58:46,694 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 10:11:53, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 0.4727, loss: 0.4727 +2024-09-20 00:59:08,628 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 10:11:29, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 0.5366, loss: 0.5366 +2024-09-20 00:59:30,776 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 10:11:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 0.4885, loss: 0.4885 +2024-09-20 00:59:52,870 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 10:10:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.4612, loss: 0.4612 +2024-09-20 01:00:15,041 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 10:10:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.4814, loss: 0.4814 +2024-09-20 01:00:36,922 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 10:09:56, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 0.5212, loss: 0.5212 +2024-09-20 01:00:58,615 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 10:09:32, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9900, loss_cls: 0.4825, loss: 0.4825 +2024-09-20 01:01:20,009 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 10:09:09, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 0.4685, loss: 0.4685 +2024-09-20 01:01:41,779 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 10:08:45, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9869, loss_cls: 0.5556, loss: 0.5556 +2024-09-20 01:02:04,256 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 10:08:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.5085, loss: 0.5085 +2024-09-20 01:02:26,943 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 10:07:59, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4945, loss: 0.4945 +2024-09-20 01:02:49,686 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 10:07:36, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 0.5125, loss: 0.5125 +2024-09-20 01:03:12,478 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 10:07:13, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.5400, loss: 0.5400 +2024-09-20 01:03:35,506 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 10:06:50, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.5004, loss: 0.5004 +2024-09-20 01:03:58,487 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 10:06:27, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.5488, loss: 0.5488 +2024-09-20 01:04:21,663 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 10:06:04, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.5342, loss: 0.5342 +2024-09-20 01:04:44,538 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 10:05:41, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4686, loss: 0.4686 +2024-09-20 01:05:06,783 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 10:05:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 0.5193, loss: 0.5193 +2024-09-20 01:05:28,951 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 10:04:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.5086, loss: 0.5086 +2024-09-20 01:05:51,148 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 10:04:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 0.5508, loss: 0.5508 +2024-09-20 01:06:00,829 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-09-20 01:09:16,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 01:09:17,407 - pyskl - INFO - +top1_acc 0.8120 +top5_acc 0.9629 +2024-09-20 01:09:17,433 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8120, top5_acc: 0.9629 +2024-09-20 01:10:14,335 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 10:04:08, time: 0.569, data_time: 0.346, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9875, loss_cls: 0.5712, loss: 0.5712 +2024-09-20 01:10:36,672 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 10:03:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.4948, loss: 0.4948 +2024-09-20 01:10:59,215 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 10:03:21, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 0.4582, loss: 0.4582 +2024-09-20 01:11:21,759 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 10:02:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.4928, loss: 0.4928 +2024-09-20 01:11:44,625 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 10:02:35, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.4613, loss: 0.4613 +2024-09-20 01:12:07,468 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 10:02:12, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.4333, loss: 0.4333 +2024-09-20 01:12:29,901 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 10:01:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.4731, loss: 0.4731 +2024-09-20 01:12:53,081 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 10:01:26, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.4255, loss: 0.4255 +2024-09-20 01:13:15,517 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 10:01:02, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.4978, loss: 0.4978 +2024-09-20 01:13:37,333 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 10:00:39, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.4608, loss: 0.4608 +2024-09-20 01:13:59,510 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 10:00:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.5205, loss: 0.5205 +2024-09-20 01:14:21,295 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 9:59:52, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 0.5110, loss: 0.5110 +2024-09-20 01:14:43,543 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 9:59:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4735, loss: 0.4735 +2024-09-20 01:15:05,924 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 9:59:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9856, loss_cls: 0.5262, loss: 0.5262 +2024-09-20 01:15:28,166 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 9:58:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9894, loss_cls: 0.4600, loss: 0.4600 +2024-09-20 01:15:50,152 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 9:58:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.4422, loss: 0.4422 +2024-09-20 01:16:12,218 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 9:57:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.4460, loss: 0.4460 +2024-09-20 01:16:34,488 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 9:57:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 0.4585, loss: 0.4585 +2024-09-20 01:16:56,791 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 9:57:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.4429, loss: 0.4429 +2024-09-20 01:17:19,243 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 9:56:46, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9888, loss_cls: 0.4694, loss: 0.4694 +2024-09-20 01:17:41,923 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 9:56:23, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.5022, loss: 0.5022 +2024-09-20 01:18:03,876 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 9:55:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.4747, loss: 0.4747 +2024-09-20 01:18:25,724 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 9:55:36, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.5006, loss: 0.5006 +2024-09-20 01:18:47,157 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 9:55:12, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.4655, loss: 0.4655 +2024-09-20 01:19:08,447 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 9:54:49, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.5072, loss: 0.5072 +2024-09-20 01:19:30,342 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 9:54:25, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.4549, loss: 0.4549 +2024-09-20 01:19:52,139 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 9:54:02, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.5048, loss: 0.5048 +2024-09-20 01:20:14,228 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 9:53:39, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.5191, loss: 0.5191 +2024-09-20 01:20:36,555 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 9:53:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9881, loss_cls: 0.4579, loss: 0.4579 +2024-09-20 01:20:59,122 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 9:52:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 0.5092, loss: 0.5092 +2024-09-20 01:21:21,772 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 9:52:29, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4961, loss: 0.4961 +2024-09-20 01:21:44,454 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 9:52:06, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4595, loss: 0.4595 +2024-09-20 01:22:07,131 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 9:51:43, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 0.4666, loss: 0.4666 +2024-09-20 01:22:29,928 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 9:51:20, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.4408, loss: 0.4408 +2024-09-20 01:22:52,617 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 9:50:57, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4953, loss: 0.4953 +2024-09-20 01:23:15,439 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 9:50:33, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4847, loss: 0.4847 +2024-09-20 01:23:37,557 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 9:50:10, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 0.5535, loss: 0.5535 +2024-09-20 01:23:59,738 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 9:49:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.5772, loss: 0.5772 +2024-09-20 01:24:22,085 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 9:49:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.4492, loss: 0.4492 +2024-09-20 01:24:31,733 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-09-20 01:27:49,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 01:27:50,553 - pyskl - INFO - +top1_acc 0.8347 +top5_acc 0.9678 +2024-09-20 01:27:50,570 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8347, top5_acc: 0.9678 +2024-09-20 01:28:46,043 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 9:49:00, time: 0.555, data_time: 0.331, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3964, loss: 0.3964 +2024-09-20 01:29:07,977 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 9:48:36, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 0.4258, loss: 0.4258 +2024-09-20 01:29:30,713 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 9:48:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.4440, loss: 0.4440 +2024-09-20 01:29:52,767 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 9:47:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.4300, loss: 0.4300 +2024-09-20 01:30:14,729 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 9:47:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 0.4621, loss: 0.4621 +2024-09-20 01:30:37,427 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 9:47:03, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 0.4718, loss: 0.4718 +2024-09-20 01:31:00,039 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 9:46:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.4814, loss: 0.4814 +2024-09-20 01:31:22,228 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 9:46:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.4553, loss: 0.4553 +2024-09-20 01:31:45,121 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 9:45:54, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.4425, loss: 0.4425 +2024-09-20 01:32:07,781 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 9:45:31, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.4026, loss: 0.4026 +2024-09-20 01:32:29,973 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 9:45:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 0.4211, loss: 0.4211 +2024-09-20 01:32:52,206 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 9:44:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 0.4745, loss: 0.4745 +2024-09-20 01:33:14,237 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 9:44:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.4487, loss: 0.4487 +2024-09-20 01:33:36,686 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 9:43:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.4440, loss: 0.4440 +2024-09-20 01:33:58,854 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 9:43:34, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 0.4754, loss: 0.4754 +2024-09-20 01:34:20,884 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 9:43:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.4814, loss: 0.4814 +2024-09-20 01:34:42,943 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 9:42:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 0.4932, loss: 0.4932 +2024-09-20 01:35:05,200 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 9:42:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.4827, loss: 0.4827 +2024-09-20 01:35:28,021 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 9:42:01, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.5000, loss: 0.5000 +2024-09-20 01:35:51,156 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 9:41:38, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 0.5295, loss: 0.5295 +2024-09-20 01:36:14,058 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 9:41:15, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 0.4653, loss: 0.4653 +2024-09-20 01:36:37,018 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 9:40:52, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 0.5017, loss: 0.5017 +2024-09-20 01:36:59,113 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 9:40:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 0.5230, loss: 0.5230 +2024-09-20 01:37:20,899 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 9:40:05, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.4578, loss: 0.4578 +2024-09-20 01:37:42,920 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 9:39:42, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 0.4304, loss: 0.4304 +2024-09-20 01:38:04,930 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 9:39:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9888, loss_cls: 0.4636, loss: 0.4636 +2024-09-20 01:38:27,063 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 9:38:55, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.4639, loss: 0.4639 +2024-09-20 01:38:48,926 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 9:38:32, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.4813, loss: 0.4813 +2024-09-20 01:39:10,476 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 9:38:08, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 0.4528, loss: 0.4528 +2024-09-20 01:39:32,037 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 9:37:45, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.4975, loss: 0.4975 +2024-09-20 01:39:53,278 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 9:37:21, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 0.4884, loss: 0.4884 +2024-09-20 01:40:15,325 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 9:36:58, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 0.5429, loss: 0.5429 +2024-09-20 01:40:38,328 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 9:36:35, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.5055, loss: 0.5055 +2024-09-20 01:41:00,967 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 9:36:12, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 0.4781, loss: 0.4781 +2024-09-20 01:41:23,466 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 9:35:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.4698, loss: 0.4698 +2024-09-20 01:41:46,531 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 9:35:26, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 0.4827, loss: 0.4827 +2024-09-20 01:42:08,989 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 9:35:02, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.5262, loss: 0.5262 +2024-09-20 01:42:31,242 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 9:34:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.5145, loss: 0.5145 +2024-09-20 01:42:53,276 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 9:34:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.4637, loss: 0.4637 +2024-09-20 01:43:03,009 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-09-20 01:46:19,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 01:46:20,442 - pyskl - INFO - +top1_acc 0.8227 +top5_acc 0.9656 +2024-09-20 01:46:20,458 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.8227, top5_acc: 0.9656 +2024-09-20 01:47:15,133 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 9:33:51, time: 0.547, data_time: 0.320, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.4268, loss: 0.4268 +2024-09-20 01:47:37,499 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 9:33:28, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.4209, loss: 0.4209 +2024-09-20 01:48:00,056 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 9:33:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.3490, loss: 0.3490 +2024-09-20 01:48:22,145 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 9:32:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.4442, loss: 0.4442 +2024-09-20 01:48:44,143 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 9:32:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.3860, loss: 0.3860 +2024-09-20 01:49:07,211 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 9:31:55, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 0.4495, loss: 0.4495 +2024-09-20 01:49:29,197 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 9:31:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 0.4091, loss: 0.4091 +2024-09-20 01:49:51,409 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 9:31:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 0.4492, loss: 0.4492 +2024-09-20 01:50:14,287 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 9:30:45, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.4180, loss: 0.4180 +2024-09-20 01:50:37,028 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 9:30:22, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.4381, loss: 0.4381 +2024-09-20 01:50:59,593 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 9:29:59, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 0.4100, loss: 0.4100 +2024-09-20 01:51:21,945 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 9:29:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.4153, loss: 0.4153 +2024-09-20 01:51:43,976 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 9:29:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.4030, loss: 0.4030 +2024-09-20 01:52:06,768 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 9:28:49, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4671, loss: 0.4671 +2024-09-20 01:52:29,118 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 9:28:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.4140, loss: 0.4140 +2024-09-20 01:52:51,188 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 9:28:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.4409, loss: 0.4409 +2024-09-20 01:53:13,047 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 9:27:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.4239, loss: 0.4239 +2024-09-20 01:53:35,621 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 9:27:16, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 0.4477, loss: 0.4477 +2024-09-20 01:53:57,596 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 9:26:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.4537, loss: 0.4537 +2024-09-20 01:54:19,856 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 9:26:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.4263, loss: 0.4263 +2024-09-20 01:54:41,913 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 9:26:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.4076, loss: 0.4076 +2024-09-20 01:55:04,103 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 9:25:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.4748, loss: 0.4748 +2024-09-20 01:55:26,185 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 9:25:20, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.4335, loss: 0.4335 +2024-09-20 01:55:48,660 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 9:24:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.4539, loss: 0.4539 +2024-09-20 01:56:11,489 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 9:24:34, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.4139, loss: 0.4139 +2024-09-20 01:56:33,685 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 9:24:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.4421, loss: 0.4421 +2024-09-20 01:56:55,466 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 9:23:47, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.4468, loss: 0.4468 +2024-09-20 01:57:16,985 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 9:23:23, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.4585, loss: 0.4585 +2024-09-20 01:57:38,652 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 9:23:00, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 0.4618, loss: 0.4618 +2024-09-20 01:58:00,435 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 9:22:36, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 0.4739, loss: 0.4739 +2024-09-20 01:58:22,157 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 9:22:13, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9881, loss_cls: 0.5043, loss: 0.5043 +2024-09-20 01:58:44,002 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 9:21:50, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.4973, loss: 0.4973 +2024-09-20 01:59:05,869 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 9:21:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 0.5152, loss: 0.5152 +2024-09-20 01:59:27,834 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 9:21:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 0.4607, loss: 0.4607 +2024-09-20 01:59:50,055 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 9:20:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.4791, loss: 0.4791 +2024-09-20 02:00:12,606 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 9:20:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 0.4963, loss: 0.4963 +2024-09-20 02:00:35,467 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 9:19:53, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 0.4867, loss: 0.4867 +2024-09-20 02:00:57,588 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 9:19:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.4900, loss: 0.4900 +2024-09-20 02:01:19,697 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 9:19:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9888, loss_cls: 0.4608, loss: 0.4608 +2024-09-20 02:01:29,189 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-09-20 02:04:46,353 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 02:04:47,031 - pyskl - INFO - +top1_acc 0.8302 +top5_acc 0.9668 +2024-09-20 02:04:47,050 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8302, top5_acc: 0.9668 +2024-09-20 02:05:41,989 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 9:18:42, time: 0.549, data_time: 0.322, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9900, loss_cls: 0.3893, loss: 0.3893 +2024-09-20 02:06:04,941 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 9:18:19, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3770, loss: 0.3770 +2024-09-20 02:06:27,656 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 9:17:56, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.3762, loss: 0.3762 +2024-09-20 02:06:50,297 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 9:17:33, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.4323, loss: 0.4323 +2024-09-20 02:07:13,382 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 9:17:10, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.4191, loss: 0.4191 +2024-09-20 02:07:36,544 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 9:16:47, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.3917, loss: 0.3917 +2024-09-20 02:07:59,243 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 9:16:24, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.4220, loss: 0.4220 +2024-09-20 02:08:21,801 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 9:16:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.4150, loss: 0.4150 +2024-09-20 02:08:44,829 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 9:15:38, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3799, loss: 0.3799 +2024-09-20 02:09:07,433 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 9:15:14, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 0.3951, loss: 0.3951 +2024-09-20 02:09:29,975 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 9:14:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3856, loss: 0.3856 +2024-09-20 02:09:53,309 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 9:14:28, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.4213, loss: 0.4213 +2024-09-20 02:10:15,689 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 9:14:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.4588, loss: 0.4588 +2024-09-20 02:10:37,790 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 9:13:42, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.4466, loss: 0.4466 +2024-09-20 02:10:59,927 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 9:13:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 0.4231, loss: 0.4231 +2024-09-20 02:11:22,458 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 9:12:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3852, loss: 0.3852 +2024-09-20 02:11:45,216 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 9:12:32, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.4387, loss: 0.4387 +2024-09-20 02:12:07,253 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 9:12:09, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 0.4181, loss: 0.4181 +2024-09-20 02:12:29,360 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 9:11:46, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.4330, loss: 0.4330 +2024-09-20 02:12:51,836 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 9:11:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 0.4595, loss: 0.4595 +2024-09-20 02:13:14,928 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 9:10:59, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.4371, loss: 0.4371 +2024-09-20 02:13:37,697 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 9:10:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 0.4389, loss: 0.4389 +2024-09-20 02:14:00,368 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 9:10:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.4509, loss: 0.4509 +2024-09-20 02:14:23,040 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 9:09:50, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.4214, loss: 0.4214 +2024-09-20 02:14:45,406 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 9:09:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.4764, loss: 0.4764 +2024-09-20 02:15:07,681 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 9:09:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4770, loss: 0.4770 +2024-09-20 02:15:29,822 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 9:08:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 0.4468, loss: 0.4468 +2024-09-20 02:15:51,730 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 9:08:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.4529, loss: 0.4529 +2024-09-20 02:16:13,214 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 9:07:54, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.4462, loss: 0.4462 +2024-09-20 02:16:35,180 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 9:07:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 0.4252, loss: 0.4252 +2024-09-20 02:16:56,825 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 9:07:07, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.4381, loss: 0.4381 +2024-09-20 02:17:18,488 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 9:06:43, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.4178, loss: 0.4178 +2024-09-20 02:17:40,465 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 9:06:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 0.4137, loss: 0.4137 +2024-09-20 02:18:02,566 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 9:05:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 0.4668, loss: 0.4668 +2024-09-20 02:18:25,045 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 9:05:34, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 0.4717, loss: 0.4717 +2024-09-20 02:18:47,471 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 9:05:10, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4919, loss: 0.4919 +2024-09-20 02:19:10,267 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 9:04:47, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9900, loss_cls: 0.4571, loss: 0.4571 +2024-09-20 02:19:32,621 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 9:04:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 0.4517, loss: 0.4517 +2024-09-20 02:19:54,724 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 9:04:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 0.4361, loss: 0.4361 +2024-09-20 02:20:04,657 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-09-20 02:23:24,057 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 02:23:24,709 - pyskl - INFO - +top1_acc 0.8306 +top5_acc 0.9681 +2024-09-20 02:23:24,725 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8306, top5_acc: 0.9681 +2024-09-20 02:24:18,942 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 9:03:36, time: 0.542, data_time: 0.321, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.3925, loss: 0.3925 +2024-09-20 02:24:41,471 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 9:03:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.3605, loss: 0.3605 +2024-09-20 02:25:03,505 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 9:02:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.3707, loss: 0.3707 +2024-09-20 02:25:25,301 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 9:02:26, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.3325, loss: 0.3325 +2024-09-20 02:25:47,787 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 9:02:02, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.3814, loss: 0.3814 +2024-09-20 02:26:10,472 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 9:01:39, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.3901, loss: 0.3901 +2024-09-20 02:26:33,362 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 9:01:16, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.3850, loss: 0.3850 +2024-09-20 02:26:55,731 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 9:00:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.4242, loss: 0.4242 +2024-09-20 02:27:18,603 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 9:00:30, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.3635, loss: 0.3635 +2024-09-20 02:27:41,571 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 9:00:07, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 0.4113, loss: 0.4113 +2024-09-20 02:28:04,383 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 8:59:44, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 0.4163, loss: 0.4163 +2024-09-20 02:28:27,081 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 8:59:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.3820, loss: 0.3820 +2024-09-20 02:28:50,188 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 8:58:58, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.4099, loss: 0.4099 +2024-09-20 02:29:12,766 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 8:58:35, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.3556, loss: 0.3556 +2024-09-20 02:29:34,845 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 8:58:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.4063, loss: 0.4063 +2024-09-20 02:29:56,768 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 8:57:48, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.3687, loss: 0.3687 +2024-09-20 02:30:18,826 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 8:57:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.4198, loss: 0.4198 +2024-09-20 02:30:40,400 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 8:57:01, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 0.3794, loss: 0.3794 +2024-09-20 02:31:02,249 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 8:56:38, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 0.4548, loss: 0.4548 +2024-09-20 02:31:24,628 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 8:56:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3861, loss: 0.3861 +2024-09-20 02:31:46,662 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 8:55:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.4026, loss: 0.4026 +2024-09-20 02:32:09,773 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 8:55:28, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.4427, loss: 0.4427 +2024-09-20 02:32:32,421 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 8:55:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4895, loss: 0.4895 +2024-09-20 02:32:55,462 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 8:54:42, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.4321, loss: 0.4321 +2024-09-20 02:33:18,480 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 8:54:19, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.4260, loss: 0.4260 +2024-09-20 02:33:41,261 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 8:53:56, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.4150, loss: 0.4150 +2024-09-20 02:34:04,094 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 8:53:33, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 0.4740, loss: 0.4740 +2024-09-20 02:34:26,774 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 8:53:10, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3832, loss: 0.3832 +2024-09-20 02:34:48,792 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 8:52:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3844, loss: 0.3844 +2024-09-20 02:35:10,917 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 8:52:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.3593, loss: 0.3593 +2024-09-20 02:35:32,741 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 8:52:00, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9888, loss_cls: 0.4462, loss: 0.4462 +2024-09-20 02:35:54,897 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 8:51:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 0.4221, loss: 0.4221 +2024-09-20 02:36:17,120 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 8:51:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.4278, loss: 0.4278 +2024-09-20 02:36:39,118 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 8:50:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.4048, loss: 0.4048 +2024-09-20 02:37:00,747 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 8:50:27, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.4509, loss: 0.4509 +2024-09-20 02:37:22,420 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 8:50:03, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.4081, loss: 0.4081 +2024-09-20 02:37:44,700 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 8:49:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.4013, loss: 0.4013 +2024-09-20 02:38:07,375 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 8:49:17, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 0.4651, loss: 0.4651 +2024-09-20 02:38:30,247 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 8:48:54, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.4386, loss: 0.4386 +2024-09-20 02:38:40,282 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-09-20 02:42:02,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 02:42:02,644 - pyskl - INFO - +top1_acc 0.8400 +top5_acc 0.9690 +2024-09-20 02:42:02,659 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8400, top5_acc: 0.9690 +2024-09-20 02:42:57,113 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 8:48:29, time: 0.544, data_time: 0.318, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.3445, loss: 0.3445 +2024-09-20 02:43:19,527 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 8:48:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9925, loss_cls: 0.3735, loss: 0.3735 +2024-09-20 02:43:42,116 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 8:47:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3738, loss: 0.3738 +2024-09-20 02:44:04,847 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 8:47:19, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.3613, loss: 0.3613 +2024-09-20 02:44:27,753 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 8:46:56, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3551, loss: 0.3551 +2024-09-20 02:44:50,011 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 8:46:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.3829, loss: 0.3829 +2024-09-20 02:45:13,007 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 8:46:10, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.3008, loss: 0.3008 +2024-09-20 02:45:35,221 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 8:45:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.4018, loss: 0.4018 +2024-09-20 02:45:57,827 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 8:45:23, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 0.3832, loss: 0.3832 +2024-09-20 02:46:20,003 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 8:45:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 0.3809, loss: 0.3809 +2024-09-20 02:46:41,748 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 8:44:37, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.3818, loss: 0.3818 +2024-09-20 02:47:04,954 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 8:44:14, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.3979, loss: 0.3979 +2024-09-20 02:47:27,613 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 8:43:51, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.3846, loss: 0.3846 +2024-09-20 02:47:49,906 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 8:43:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.3925, loss: 0.3925 +2024-09-20 02:48:12,344 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 8:43:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 0.3858, loss: 0.3858 +2024-09-20 02:48:34,597 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 8:42:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.4010, loss: 0.4010 +2024-09-20 02:48:56,552 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 8:42:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.4071, loss: 0.4071 +2024-09-20 02:49:18,480 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 8:41:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.3698, loss: 0.3698 +2024-09-20 02:49:39,971 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 8:41:31, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.4187, loss: 0.4187 +2024-09-20 02:50:02,728 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 8:41:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 0.3786, loss: 0.3786 +2024-09-20 02:50:25,293 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 8:40:45, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.3883, loss: 0.3883 +2024-09-20 02:50:47,493 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 8:40:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 0.3898, loss: 0.3898 +2024-09-20 02:51:09,434 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 8:39:58, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.3921, loss: 0.3921 +2024-09-20 02:51:32,277 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 8:39:35, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 0.3798, loss: 0.3798 +2024-09-20 02:51:54,980 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 8:39:12, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.4089, loss: 0.4089 +2024-09-20 02:52:17,501 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 8:38:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.3856, loss: 0.3856 +2024-09-20 02:52:39,478 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 8:38:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.3639, loss: 0.3639 +2024-09-20 02:53:02,076 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 8:38:02, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.4201, loss: 0.4201 +2024-09-20 02:53:24,546 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 8:37:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 0.3726, loss: 0.3726 +2024-09-20 02:53:47,019 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 8:37:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.3830, loss: 0.3830 +2024-09-20 02:54:08,454 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 8:36:53, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.4053, loss: 0.4053 +2024-09-20 02:54:30,696 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 8:36:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.4192, loss: 0.4192 +2024-09-20 02:54:53,132 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 8:36:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.4317, loss: 0.4317 +2024-09-20 02:55:15,480 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 8:35:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 0.4713, loss: 0.4713 +2024-09-20 02:55:37,310 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 8:35:20, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.4319, loss: 0.4319 +2024-09-20 02:55:59,416 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 8:34:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.4074, loss: 0.4074 +2024-09-20 02:56:21,157 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 8:34:33, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3643, loss: 0.3643 +2024-09-20 02:56:43,547 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 8:34:10, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.3953, loss: 0.3953 +2024-09-20 02:57:05,727 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 8:33:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.3936, loss: 0.3936 +2024-09-20 02:57:15,087 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-09-20 03:00:32,365 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 03:00:33,040 - pyskl - INFO - +top1_acc 0.8392 +top5_acc 0.9705 +2024-09-20 03:00:33,060 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8392, top5_acc: 0.9705 +2024-09-20 03:01:25,805 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 8:33:20, time: 0.527, data_time: 0.307, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.3692, loss: 0.3692 +2024-09-20 03:01:48,253 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 8:32:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.3501, loss: 0.3501 +2024-09-20 03:02:10,407 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 8:32:34, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.3464, loss: 0.3464 +2024-09-20 03:02:33,335 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 8:32:11, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 0.3347, loss: 0.3347 +2024-09-20 03:02:55,519 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 8:31:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3628, loss: 0.3628 +2024-09-20 03:03:18,298 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 8:31:25, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.3462, loss: 0.3462 +2024-09-20 03:03:40,609 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 8:31:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.3653, loss: 0.3653 +2024-09-20 03:04:03,241 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 8:30:38, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.3459, loss: 0.3459 +2024-09-20 03:04:25,456 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 8:30:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.3391, loss: 0.3391 +2024-09-20 03:04:47,823 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 8:29:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.3329, loss: 0.3329 +2024-09-20 03:05:10,814 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 8:29:29, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3762, loss: 0.3762 +2024-09-20 03:05:33,189 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 8:29:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.3334, loss: 0.3334 +2024-09-20 03:05:55,785 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 8:28:43, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.3462, loss: 0.3462 +2024-09-20 03:06:18,662 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 8:28:19, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.3354, loss: 0.3354 +2024-09-20 03:06:40,976 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 8:27:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3818, loss: 0.3818 +2024-09-20 03:07:03,170 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 8:27:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 0.3906, loss: 0.3906 +2024-09-20 03:07:25,474 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 8:27:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3555, loss: 0.3555 +2024-09-20 03:07:47,655 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 8:26:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 0.4012, loss: 0.4012 +2024-09-20 03:08:09,876 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 8:26:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3989, loss: 0.3989 +2024-09-20 03:08:32,351 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 8:26:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3942, loss: 0.3942 +2024-09-20 03:08:54,607 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 8:25:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.3793, loss: 0.3793 +2024-09-20 03:09:16,921 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 8:25:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.4030, loss: 0.4030 +2024-09-20 03:09:39,033 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 8:24:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.3920, loss: 0.3920 +2024-09-20 03:10:01,752 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 8:24:27, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9919, loss_cls: 0.3849, loss: 0.3849 +2024-09-20 03:10:24,255 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 8:24:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.3773, loss: 0.3773 +2024-09-20 03:10:46,669 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 8:23:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.3842, loss: 0.3842 +2024-09-20 03:11:09,404 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 8:23:18, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9931, loss_cls: 0.3270, loss: 0.3270 +2024-09-20 03:11:32,296 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 8:22:55, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.4180, loss: 0.4180 +2024-09-20 03:11:54,572 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 8:22:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.3255, loss: 0.3255 +2024-09-20 03:12:17,176 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 8:22:09, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.3540, loss: 0.3540 +2024-09-20 03:12:39,985 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 8:21:46, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.3718, loss: 0.3718 +2024-09-20 03:13:02,336 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 8:21:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.3301, loss: 0.3301 +2024-09-20 03:13:24,997 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 8:20:59, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 0.4100, loss: 0.4100 +2024-09-20 03:13:47,363 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 8:20:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.4491, loss: 0.4491 +2024-09-20 03:14:09,174 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 8:20:13, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 0.4109, loss: 0.4109 +2024-09-20 03:14:31,080 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 8:19:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 0.3520, loss: 0.3520 +2024-09-20 03:14:53,563 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 8:19:26, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.4041, loss: 0.4041 +2024-09-20 03:15:16,033 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 8:19:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.3320, loss: 0.3320 +2024-09-20 03:15:38,060 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 8:18:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3910, loss: 0.3910 +2024-09-20 03:15:47,558 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-09-20 03:19:03,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 03:19:03,831 - pyskl - INFO - +top1_acc 0.8505 +top5_acc 0.9722 +2024-09-20 03:19:03,837 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_108.pth was removed +2024-09-20 03:19:04,057 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2024-09-20 03:19:04,058 - pyskl - INFO - Best top1_acc is 0.8505 at 117 epoch. +2024-09-20 03:19:04,077 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8505, top5_acc: 0.9722 +2024-09-20 03:19:58,185 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 8:18:14, time: 0.541, data_time: 0.314, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2929, loss: 0.2929 +2024-09-20 03:20:21,003 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 8:17:51, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.3487, loss: 0.3487 +2024-09-20 03:20:43,805 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 8:17:28, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.3341, loss: 0.3341 +2024-09-20 03:21:06,416 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 8:17:04, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2935, loss: 0.2935 +2024-09-20 03:21:28,621 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 8:16:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.3049, loss: 0.3049 +2024-09-20 03:21:51,023 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 8:16:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 0.3577, loss: 0.3577 +2024-09-20 03:22:13,118 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 8:15:55, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.3260, loss: 0.3260 +2024-09-20 03:22:35,080 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 8:15:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 0.3376, loss: 0.3376 +2024-09-20 03:22:57,373 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 8:15:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.3217, loss: 0.3217 +2024-09-20 03:23:20,065 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 8:14:45, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3763, loss: 0.3763 +2024-09-20 03:23:42,710 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 8:14:22, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9938, loss_cls: 0.3334, loss: 0.3334 +2024-09-20 03:24:04,505 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 8:13:59, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2991, loss: 0.2991 +2024-09-20 03:24:26,703 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 8:13:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.3604, loss: 0.3604 +2024-09-20 03:24:49,614 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 8:13:12, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.4032, loss: 0.4032 +2024-09-20 03:25:12,371 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 8:12:49, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 0.3684, loss: 0.3684 +2024-09-20 03:25:35,731 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 8:12:26, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 0.2898, loss: 0.2898 +2024-09-20 03:25:58,564 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 8:12:03, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 0.3959, loss: 0.3959 +2024-09-20 03:26:20,788 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 8:11:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.3570, loss: 0.3570 +2024-09-20 03:26:42,910 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 8:11:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.3582, loss: 0.3582 +2024-09-20 03:27:05,344 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 8:10:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3679, loss: 0.3679 +2024-09-20 03:27:27,599 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 8:10:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.3867, loss: 0.3867 +2024-09-20 03:27:49,409 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 8:10:07, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.3576, loss: 0.3576 +2024-09-20 03:28:11,597 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 8:09:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.3402, loss: 0.3402 +2024-09-20 03:28:34,106 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 8:09:21, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.3432, loss: 0.3432 +2024-09-20 03:28:57,155 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 8:08:58, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.3262, loss: 0.3262 +2024-09-20 03:29:20,617 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 8:08:35, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.3932, loss: 0.3932 +2024-09-20 03:29:43,264 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 8:08:12, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.3788, loss: 0.3788 +2024-09-20 03:30:05,833 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 8:07:49, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 0.3795, loss: 0.3795 +2024-09-20 03:30:29,073 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 8:07:26, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 0.3954, loss: 0.3954 +2024-09-20 03:30:52,150 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 8:07:03, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 0.3552, loss: 0.3552 +2024-09-20 03:31:15,006 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 8:06:40, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3658, loss: 0.3658 +2024-09-20 03:31:38,000 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 8:06:17, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.3584, loss: 0.3584 +2024-09-20 03:32:00,777 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 8:05:54, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3920, loss: 0.3920 +2024-09-20 03:32:23,987 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 8:05:31, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 0.3995, loss: 0.3995 +2024-09-20 03:32:46,352 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 8:05:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3962, loss: 0.3962 +2024-09-20 03:33:09,010 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 8:04:44, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.3832, loss: 0.3832 +2024-09-20 03:33:31,240 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 8:04:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.3677, loss: 0.3677 +2024-09-20 03:33:53,729 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 8:03:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.4165, loss: 0.4165 +2024-09-20 03:34:15,404 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 8:03:35, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.4080, loss: 0.4080 +2024-09-20 03:34:24,950 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-09-20 03:37:39,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 03:37:40,380 - pyskl - INFO - +top1_acc 0.8390 +top5_acc 0.9708 +2024-09-20 03:37:40,395 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8390, top5_acc: 0.9708 +2024-09-20 03:38:34,030 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 8:03:08, time: 0.536, data_time: 0.314, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.3127, loss: 0.3127 +2024-09-20 03:38:56,475 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 8:02:45, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2997, loss: 0.2997 +2024-09-20 03:39:18,654 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 8:02:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2885, loss: 0.2885 +2024-09-20 03:39:41,504 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 8:01:59, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 0.3144, loss: 0.3144 +2024-09-20 03:40:04,243 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 8:01:36, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2373, loss: 0.2373 +2024-09-20 03:40:26,752 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 8:01:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2755, loss: 0.2755 +2024-09-20 03:40:49,377 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 8:00:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.3312, loss: 0.3312 +2024-09-20 03:41:12,142 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 8:00:26, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2938, loss: 0.2938 +2024-09-20 03:41:34,781 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 8:00:03, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.3146, loss: 0.3146 +2024-09-20 03:41:57,278 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 7:59:40, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.3212, loss: 0.3212 +2024-09-20 03:42:19,179 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 7:59:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.3724, loss: 0.3724 +2024-09-20 03:42:42,125 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 7:58:54, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.3122, loss: 0.3122 +2024-09-20 03:43:04,965 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 7:58:31, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.3035, loss: 0.3035 +2024-09-20 03:43:27,938 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 7:58:08, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.3060, loss: 0.3060 +2024-09-20 03:43:50,638 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 7:57:45, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.3395, loss: 0.3395 +2024-09-20 03:44:12,288 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 7:57:21, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.3277, loss: 0.3277 +2024-09-20 03:44:34,725 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 7:56:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.3615, loss: 0.3615 +2024-09-20 03:44:57,537 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 7:56:35, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.3181, loss: 0.3181 +2024-09-20 03:45:20,347 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 7:56:12, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 0.3206, loss: 0.3206 +2024-09-20 03:45:42,852 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 7:55:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9925, loss_cls: 0.3398, loss: 0.3398 +2024-09-20 03:46:05,213 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 7:55:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2886, loss: 0.2886 +2024-09-20 03:46:27,887 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 7:55:03, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3878, loss: 0.3878 +2024-09-20 03:46:50,166 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 7:54:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.3224, loss: 0.3224 +2024-09-20 03:47:12,409 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 7:54:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.3370, loss: 0.3370 +2024-09-20 03:47:34,671 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 7:53:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9981, loss_cls: 0.3901, loss: 0.3901 +2024-09-20 03:47:57,247 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 7:53:30, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.3257, loss: 0.3257 +2024-09-20 03:48:19,824 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 7:53:07, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 0.3541, loss: 0.3541 +2024-09-20 03:48:42,801 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 7:52:44, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 0.3510, loss: 0.3510 +2024-09-20 03:49:05,029 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 7:52:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.3755, loss: 0.3755 +2024-09-20 03:49:27,344 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 7:51:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.3499, loss: 0.3499 +2024-09-20 03:49:49,826 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 7:51:34, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 0.3593, loss: 0.3593 +2024-09-20 03:50:11,758 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 7:51:11, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.4015, loss: 0.4015 +2024-09-20 03:50:34,059 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 7:50:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.3883, loss: 0.3883 +2024-09-20 03:50:56,667 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 7:50:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 0.2948, loss: 0.2948 +2024-09-20 03:51:19,288 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 7:50:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3732, loss: 0.3732 +2024-09-20 03:51:41,932 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 7:49:38, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3828, loss: 0.3828 +2024-09-20 03:52:04,392 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 7:49:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.3673, loss: 0.3673 +2024-09-20 03:52:26,901 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 7:48:52, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 0.3681, loss: 0.3681 +2024-09-20 03:52:48,994 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 7:48:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3970, loss: 0.3970 +2024-09-20 03:52:58,404 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-09-20 03:56:14,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 03:56:15,094 - pyskl - INFO - +top1_acc 0.8427 +top5_acc 0.9705 +2024-09-20 03:56:15,110 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8427, top5_acc: 0.9705 +2024-09-20 03:57:09,323 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 7:48:02, time: 0.542, data_time: 0.322, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2952, loss: 0.2952 +2024-09-20 03:57:31,517 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 7:47:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.3207, loss: 0.3207 +2024-09-20 03:57:54,130 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 7:47:16, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9938, loss_cls: 0.3080, loss: 0.3080 +2024-09-20 03:58:16,752 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 7:46:53, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.3067, loss: 0.3067 +2024-09-20 03:58:39,733 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 7:46:30, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2817, loss: 0.2817 +2024-09-20 03:59:02,533 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 7:46:07, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2973, loss: 0.2973 +2024-09-20 03:59:25,517 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 7:45:44, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 0.2969, loss: 0.2969 +2024-09-20 03:59:48,023 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 7:45:21, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.3006, loss: 0.3006 +2024-09-20 04:00:10,464 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 7:44:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 1.0000, loss_cls: 0.3068, loss: 0.3068 +2024-09-20 04:00:33,388 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 7:44:34, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.3026, loss: 0.3026 +2024-09-20 04:00:56,060 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 7:44:11, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.3079, loss: 0.3079 +2024-09-20 04:01:18,829 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 7:43:48, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2923, loss: 0.2923 +2024-09-20 04:01:41,519 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 7:43:25, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2854, loss: 0.2854 +2024-09-20 04:02:03,336 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 7:43:02, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2986, loss: 0.2986 +2024-09-20 04:02:25,692 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 7:42:39, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 0.3647, loss: 0.3647 +2024-09-20 04:02:48,734 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 7:42:16, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9925, loss_cls: 0.3645, loss: 0.3645 +2024-09-20 04:03:11,204 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 7:41:53, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.3046, loss: 0.3046 +2024-09-20 04:03:33,721 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 7:41:29, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2849, loss: 0.2849 +2024-09-20 04:03:55,873 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 7:41:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.3175, loss: 0.3175 +2024-09-20 04:04:18,000 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 7:40:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.3447, loss: 0.3447 +2024-09-20 04:04:40,307 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 7:40:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9944, loss_cls: 0.3217, loss: 0.3217 +2024-09-20 04:05:02,714 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 7:39:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9938, loss_cls: 0.3374, loss: 0.3374 +2024-09-20 04:05:24,812 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 7:39:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 0.3404, loss: 0.3404 +2024-09-20 04:05:47,650 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 7:39:10, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 0.3859, loss: 0.3859 +2024-09-20 04:06:09,899 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 7:38:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.3358, loss: 0.3358 +2024-09-20 04:06:31,562 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 7:38:24, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.3283, loss: 0.3283 +2024-09-20 04:06:54,392 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 7:38:01, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.3082, loss: 0.3082 +2024-09-20 04:07:17,481 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 7:37:38, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.3055, loss: 0.3055 +2024-09-20 04:07:40,262 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 7:37:15, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.3353, loss: 0.3353 +2024-09-20 04:08:02,157 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 7:36:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9925, loss_cls: 0.3594, loss: 0.3594 +2024-09-20 04:08:24,667 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 7:36:28, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.3656, loss: 0.3656 +2024-09-20 04:08:47,619 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 7:36:05, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.3305, loss: 0.3305 +2024-09-20 04:09:10,420 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 7:35:42, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 0.3291, loss: 0.3291 +2024-09-20 04:09:32,173 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 7:35:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.3158, loss: 0.3158 +2024-09-20 04:09:54,220 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 7:34:56, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.3730, loss: 0.3730 +2024-09-20 04:10:16,789 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 7:34:32, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.3657, loss: 0.3657 +2024-09-20 04:10:39,346 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 7:34:09, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3797, loss: 0.3797 +2024-09-20 04:11:01,614 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 7:33:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.3182, loss: 0.3182 +2024-09-20 04:11:23,897 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 7:33:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.3449, loss: 0.3449 +2024-09-20 04:11:33,435 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-09-20 04:14:48,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 04:14:49,480 - pyskl - INFO - +top1_acc 0.8441 +top5_acc 0.9694 +2024-09-20 04:14:49,511 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8441, top5_acc: 0.9694 +2024-09-20 04:15:42,668 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 7:32:56, time: 0.531, data_time: 0.308, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.3360, loss: 0.3360 +2024-09-20 04:16:05,016 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 7:32:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 0.3243, loss: 0.3243 +2024-09-20 04:16:27,615 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 7:32:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 0.2631, loss: 0.2631 +2024-09-20 04:16:50,914 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 7:31:47, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.2434, loss: 0.2434 +2024-09-20 04:17:14,413 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 7:31:24, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.2541, loss: 0.2541 +2024-09-20 04:17:37,568 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 7:31:01, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.3176, loss: 0.3176 +2024-09-20 04:18:00,510 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 7:30:38, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2933, loss: 0.2933 +2024-09-20 04:18:23,335 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 7:30:15, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 0.2975, loss: 0.2975 +2024-09-20 04:18:46,207 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 7:29:52, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2906, loss: 0.2906 +2024-09-20 04:19:08,940 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 7:29:29, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.3094, loss: 0.3094 +2024-09-20 04:19:32,055 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 7:29:06, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9956, loss_cls: 0.2792, loss: 0.2792 +2024-09-20 04:19:54,621 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 7:28:43, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2813, loss: 0.2813 +2024-09-20 04:20:17,377 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 7:28:19, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 0.3278, loss: 0.3278 +2024-09-20 04:20:39,797 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 7:27:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 0.2921, loss: 0.2921 +2024-09-20 04:21:02,573 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 7:27:33, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.3275, loss: 0.3275 +2024-09-20 04:21:25,496 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 7:27:10, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3525, loss: 0.3525 +2024-09-20 04:21:48,212 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 7:26:47, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2885, loss: 0.2885 +2024-09-20 04:22:11,250 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 7:26:24, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.3364, loss: 0.3364 +2024-09-20 04:22:34,056 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 7:26:01, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.3055, loss: 0.3055 +2024-09-20 04:22:56,266 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 7:25:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.2634, loss: 0.2634 +2024-09-20 04:23:17,901 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 7:25:15, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 0.2978, loss: 0.2978 +2024-09-20 04:23:40,007 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 7:24:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 0.3240, loss: 0.3240 +2024-09-20 04:24:02,329 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 7:24:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.3074, loss: 0.3074 +2024-09-20 04:24:24,655 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 7:24:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.3403, loss: 0.3403 +2024-09-20 04:24:47,594 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 7:23:42, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.3234, loss: 0.3234 +2024-09-20 04:25:09,729 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 7:23:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.2989, loss: 0.2989 +2024-09-20 04:25:31,940 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 7:22:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.3173, loss: 0.3173 +2024-09-20 04:25:54,623 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 7:22:32, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2865, loss: 0.2865 +2024-09-20 04:26:17,177 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 7:22:09, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2700, loss: 0.2700 +2024-09-20 04:26:39,663 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 7:21:46, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 0.2806, loss: 0.2806 +2024-09-20 04:27:01,641 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 7:21:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.3004, loss: 0.3004 +2024-09-20 04:27:23,347 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 7:21:00, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.3519, loss: 0.3519 +2024-09-20 04:27:45,961 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 7:20:36, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.3107, loss: 0.3107 +2024-09-20 04:28:08,906 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 7:20:13, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2700, loss: 0.2700 +2024-09-20 04:28:31,681 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 7:19:50, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.3118, loss: 0.3118 +2024-09-20 04:28:54,349 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 7:19:27, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.3095, loss: 0.3095 +2024-09-20 04:29:16,592 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 7:19:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 0.3443, loss: 0.3443 +2024-09-20 04:29:38,931 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 7:18:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.3347, loss: 0.3347 +2024-09-20 04:30:00,993 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 7:18:18, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.3279, loss: 0.3279 +2024-09-20 04:30:10,839 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-09-20 04:33:27,986 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 04:33:28,453 - pyskl - INFO - +top1_acc 0.8566 +top5_acc 0.9734 +2024-09-20 04:33:28,458 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_117.pth was removed +2024-09-20 04:33:28,614 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2024-09-20 04:33:28,615 - pyskl - INFO - Best top1_acc is 0.8566 at 121 epoch. +2024-09-20 04:33:28,630 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8566, top5_acc: 0.9734 +2024-09-20 04:34:18,260 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 7:17:50, time: 0.496, data_time: 0.281, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2795, loss: 0.2795 +2024-09-20 04:34:40,424 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 7:17:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.2477, loss: 0.2477 +2024-09-20 04:35:02,658 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 7:17:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.2717, loss: 0.2717 +2024-09-20 04:35:25,271 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 7:16:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.2441, loss: 0.2441 +2024-09-20 04:35:46,833 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 7:16:17, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2300, loss: 0.2300 +2024-09-20 04:36:09,274 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 7:15:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2627, loss: 0.2627 +2024-09-20 04:36:32,654 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 7:15:31, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2805, loss: 0.2805 +2024-09-20 04:36:55,130 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 7:15:08, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2532, loss: 0.2532 +2024-09-20 04:37:17,167 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 7:14:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.2216, loss: 0.2216 +2024-09-20 04:37:39,837 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 7:14:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.2269, loss: 0.2269 +2024-09-20 04:38:02,297 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 7:13:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.2278, loss: 0.2278 +2024-09-20 04:38:24,093 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 7:13:35, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2864, loss: 0.2864 +2024-09-20 04:38:47,046 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 7:13:12, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2394, loss: 0.2394 +2024-09-20 04:39:09,146 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 7:12:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2702, loss: 0.2702 +2024-09-20 04:39:31,294 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 7:12:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.3052, loss: 0.3052 +2024-09-20 04:39:53,672 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 7:12:02, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 0.2754, loss: 0.2754 +2024-09-20 04:40:16,519 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 7:11:39, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.2356, loss: 0.2356 +2024-09-20 04:40:38,894 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 7:11:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.2473, loss: 0.2473 +2024-09-20 04:41:00,986 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 7:10:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.2628, loss: 0.2628 +2024-09-20 04:41:23,249 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 7:10:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2954, loss: 0.2954 +2024-09-20 04:41:45,273 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 7:10:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2648, loss: 0.2648 +2024-09-20 04:42:07,079 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 7:09:43, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.2410, loss: 0.2410 +2024-09-20 04:42:29,102 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 7:09:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2806, loss: 0.2806 +2024-09-20 04:42:50,975 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 7:08:56, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 0.3206, loss: 0.3206 +2024-09-20 04:43:12,388 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 7:08:33, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.3044, loss: 0.3044 +2024-09-20 04:43:34,334 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 7:08:10, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.3024, loss: 0.3024 +2024-09-20 04:43:56,577 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 7:07:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.3081, loss: 0.3081 +2024-09-20 04:44:18,632 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 7:07:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2938, loss: 0.2938 +2024-09-20 04:44:41,031 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 7:07:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2570, loss: 0.2570 +2024-09-20 04:45:03,589 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 7:06:37, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.3078, loss: 0.3078 +2024-09-20 04:45:25,412 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 7:06:14, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.3089, loss: 0.3089 +2024-09-20 04:45:47,323 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 7:05:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.3344, loss: 0.3344 +2024-09-20 04:46:09,494 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 7:05:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.3038, loss: 0.3038 +2024-09-20 04:46:31,936 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 7:05:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2942, loss: 0.2942 +2024-09-20 04:46:54,630 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 7:04:41, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2869, loss: 0.2869 +2024-09-20 04:47:16,957 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 7:04:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9950, loss_cls: 0.2955, loss: 0.2955 +2024-09-20 04:47:39,237 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 7:03:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 0.2716, loss: 0.2716 +2024-09-20 04:48:01,609 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 7:03:32, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2999, loss: 0.2999 +2024-09-20 04:48:23,453 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 7:03:08, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2583, loss: 0.2583 +2024-09-20 04:48:32,934 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-09-20 04:51:47,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 04:51:47,862 - pyskl - INFO - +top1_acc 0.8452 +top5_acc 0.9714 +2024-09-20 04:51:47,877 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8452, top5_acc: 0.9714 +2024-09-20 04:52:37,878 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 7:02:40, time: 0.500, data_time: 0.289, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.2385, loss: 0.2385 +2024-09-20 04:52:59,184 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 7:02:17, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.2425, loss: 0.2425 +2024-09-20 04:53:21,059 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 7:01:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.2208, loss: 0.2208 +2024-09-20 04:53:43,250 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 7:01:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.2207, loss: 0.2207 +2024-09-20 04:54:06,358 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 7:01:07, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2316, loss: 0.2316 +2024-09-20 04:54:28,306 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 7:00:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.2326, loss: 0.2326 +2024-09-20 04:54:50,070 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 7:00:21, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 0.2326, loss: 0.2326 +2024-09-20 04:55:12,830 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 6:59:58, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.2469, loss: 0.2469 +2024-09-20 04:55:33,958 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 6:59:34, time: 0.211, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 0.2316, loss: 0.2316 +2024-09-20 04:55:55,900 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 6:59:11, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2617, loss: 0.2617 +2024-09-20 04:56:18,351 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 6:58:48, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2393, loss: 0.2393 +2024-09-20 04:56:40,925 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 6:58:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2776, loss: 0.2776 +2024-09-20 04:57:02,999 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 6:58:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2307, loss: 0.2307 +2024-09-20 04:57:25,304 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 6:57:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2431, loss: 0.2431 +2024-09-20 04:57:47,425 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 6:57:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.2435, loss: 0.2435 +2024-09-20 04:58:09,881 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 6:56:52, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2747, loss: 0.2747 +2024-09-20 04:58:32,007 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 6:56:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2443, loss: 0.2443 +2024-09-20 04:58:54,170 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 6:56:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.2682, loss: 0.2682 +2024-09-20 04:59:15,961 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 6:55:43, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.2585, loss: 0.2585 +2024-09-20 04:59:38,226 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 6:55:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2638, loss: 0.2638 +2024-09-20 05:00:01,078 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 6:54:56, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2595, loss: 0.2595 +2024-09-20 05:00:22,607 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 6:54:33, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2705, loss: 0.2705 +2024-09-20 05:00:45,212 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 6:54:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2838, loss: 0.2838 +2024-09-20 05:01:07,274 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 6:53:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2636, loss: 0.2636 +2024-09-20 05:01:29,244 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 6:53:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 0.3356, loss: 0.3356 +2024-09-20 05:01:51,716 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 6:53:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2455, loss: 0.2455 +2024-09-20 05:02:13,796 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 6:52:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2841, loss: 0.2841 +2024-09-20 05:02:35,931 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 6:52:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2777, loss: 0.2777 +2024-09-20 05:02:58,212 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 6:51:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 0.2568, loss: 0.2568 +2024-09-20 05:03:20,501 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 6:51:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2612, loss: 0.2612 +2024-09-20 05:03:42,472 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 6:51:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.2713, loss: 0.2713 +2024-09-20 05:04:04,757 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 6:50:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2967, loss: 0.2967 +2024-09-20 05:04:27,778 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 6:50:18, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2886, loss: 0.2886 +2024-09-20 05:04:50,659 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 6:49:55, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2806, loss: 0.2806 +2024-09-20 05:05:12,923 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 6:49:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 0.2735, loss: 0.2735 +2024-09-20 05:05:35,229 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 6:49:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.2460, loss: 0.2460 +2024-09-20 05:05:57,788 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 6:48:46, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2986, loss: 0.2986 +2024-09-20 05:06:20,688 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 6:48:23, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.2586, loss: 0.2586 +2024-09-20 05:06:43,343 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 6:48:00, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 0.2839, loss: 0.2839 +2024-09-20 05:06:53,292 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-09-20 05:10:08,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 05:10:08,774 - pyskl - INFO - +top1_acc 0.8506 +top5_acc 0.9710 +2024-09-20 05:10:08,789 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8506, top5_acc: 0.9710 +2024-09-20 05:10:58,210 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 6:47:31, time: 0.494, data_time: 0.283, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.3382, loss: 0.3382 +2024-09-20 05:11:19,617 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 6:47:08, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.2259, loss: 0.2259 +2024-09-20 05:11:41,264 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 6:46:45, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2344, loss: 0.2344 +2024-09-20 05:12:03,129 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 6:46:21, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 0.2527, loss: 0.2527 +2024-09-20 05:12:25,045 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 6:45:58, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.2118, loss: 0.2118 +2024-09-20 05:12:47,086 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 6:45:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 0.2209, loss: 0.2209 +2024-09-20 05:13:08,700 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 6:45:11, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.2022, loss: 0.2022 +2024-09-20 05:13:30,477 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 6:44:48, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.2075, loss: 0.2075 +2024-09-20 05:13:52,656 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 6:44:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.2134, loss: 0.2134 +2024-09-20 05:14:14,842 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 6:44:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.2107, loss: 0.2107 +2024-09-20 05:14:36,614 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 6:43:39, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.2094, loss: 0.2094 +2024-09-20 05:14:57,907 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 6:43:15, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.2033, loss: 0.2033 +2024-09-20 05:15:19,792 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 6:42:52, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.2091, loss: 0.2091 +2024-09-20 05:15:42,166 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 6:42:29, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2508, loss: 0.2508 +2024-09-20 05:16:04,971 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 6:42:06, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.2168, loss: 0.2168 +2024-09-20 05:16:26,934 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 6:41:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.2496, loss: 0.2496 +2024-09-20 05:16:49,225 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 6:41:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2500, loss: 0.2500 +2024-09-20 05:17:11,749 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 6:40:56, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.2210, loss: 0.2210 +2024-09-20 05:17:33,939 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 6:40:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.2203, loss: 0.2203 +2024-09-20 05:17:55,481 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 6:40:10, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2626, loss: 0.2626 +2024-09-20 05:18:17,496 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 6:39:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2857, loss: 0.2857 +2024-09-20 05:18:39,533 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 6:39:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2781, loss: 0.2781 +2024-09-20 05:19:02,172 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 6:39:00, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.2534, loss: 0.2534 +2024-09-20 05:19:23,853 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 6:38:37, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 0.2589, loss: 0.2589 +2024-09-20 05:19:45,567 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 6:38:14, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2330, loss: 0.2330 +2024-09-20 05:20:07,858 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 6:37:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.2458, loss: 0.2458 +2024-09-20 05:20:29,807 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 6:37:27, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.2539, loss: 0.2539 +2024-09-20 05:20:52,369 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 6:37:04, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2714, loss: 0.2714 +2024-09-20 05:21:14,717 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 6:36:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2569, loss: 0.2569 +2024-09-20 05:21:36,906 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 6:36:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2603, loss: 0.2603 +2024-09-20 05:21:59,857 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 6:35:55, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.2493, loss: 0.2493 +2024-09-20 05:22:22,552 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 6:35:32, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9962, loss_cls: 0.2227, loss: 0.2227 +2024-09-20 05:22:44,772 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 6:35:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.2041, loss: 0.2041 +2024-09-20 05:23:06,736 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 6:34:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.2268, loss: 0.2268 +2024-09-20 05:23:29,266 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 6:34:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.2717, loss: 0.2717 +2024-09-20 05:23:51,376 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 6:33:59, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2729, loss: 0.2729 +2024-09-20 05:24:13,745 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 6:33:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.2678, loss: 0.2678 +2024-09-20 05:24:35,511 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 6:33:13, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.2289, loss: 0.2289 +2024-09-20 05:24:57,635 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 6:32:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2706, loss: 0.2706 +2024-09-20 05:25:07,382 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-09-20 05:28:21,955 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 05:28:22,440 - pyskl - INFO - +top1_acc 0.8517 +top5_acc 0.9722 +2024-09-20 05:28:22,455 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8517, top5_acc: 0.9722 +2024-09-20 05:29:09,067 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 6:32:20, time: 0.466, data_time: 0.251, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.2181, loss: 0.2181 +2024-09-20 05:29:30,855 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 6:31:57, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.2254, loss: 0.2254 +2024-09-20 05:29:52,402 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 6:31:34, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.2061, loss: 0.2061 +2024-09-20 05:30:14,277 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 6:31:11, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1871, loss: 0.1871 +2024-09-20 05:30:36,129 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 6:30:47, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1934, loss: 0.1934 +2024-09-20 05:30:57,710 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 6:30:24, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.2013, loss: 0.2013 +2024-09-20 05:31:20,103 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 6:30:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2147, loss: 0.2147 +2024-09-20 05:31:42,193 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 6:29:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.2344, loss: 0.2344 +2024-09-20 05:32:04,095 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 6:29:15, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1972, loss: 0.1972 +2024-09-20 05:32:26,335 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 6:28:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1989, loss: 0.1989 +2024-09-20 05:32:48,952 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 6:28:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.2233, loss: 0.2233 +2024-09-20 05:33:10,901 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 6:28:05, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.2039, loss: 0.2039 +2024-09-20 05:33:33,030 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 6:27:42, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.2363, loss: 0.2363 +2024-09-20 05:33:55,360 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 6:27:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.2054, loss: 0.2054 +2024-09-20 05:34:17,331 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 6:26:56, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 0.2183, loss: 0.2183 +2024-09-20 05:34:39,550 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 6:26:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 0.2366, loss: 0.2366 +2024-09-20 05:35:01,744 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 6:26:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.2202, loss: 0.2202 +2024-09-20 05:35:23,921 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 6:25:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.2366, loss: 0.2366 +2024-09-20 05:35:46,127 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 6:25:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.2089, loss: 0.2089 +2024-09-20 05:36:08,410 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 6:25:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.2388, loss: 0.2388 +2024-09-20 05:36:30,312 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 6:24:37, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.2204, loss: 0.2204 +2024-09-20 05:36:52,809 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 6:24:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.2441, loss: 0.2441 +2024-09-20 05:37:15,628 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 6:23:50, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.2075, loss: 0.2075 +2024-09-20 05:37:37,940 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 6:23:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9962, loss_cls: 0.2262, loss: 0.2262 +2024-09-20 05:38:00,077 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 6:23:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2406, loss: 0.2406 +2024-09-20 05:38:22,202 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 6:22:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.2259, loss: 0.2259 +2024-09-20 05:38:44,063 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 6:22:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.2149, loss: 0.2149 +2024-09-20 05:39:05,520 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 6:21:54, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.2172, loss: 0.2172 +2024-09-20 05:39:26,626 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 6:21:31, time: 0.211, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.2273, loss: 0.2273 +2024-09-20 05:39:48,425 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 6:21:08, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.2068, loss: 0.2068 +2024-09-20 05:40:10,189 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 6:20:44, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1953, loss: 0.1953 +2024-09-20 05:40:32,034 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 6:20:21, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1884, loss: 0.1884 +2024-09-20 05:40:54,414 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 6:19:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.2422, loss: 0.2422 +2024-09-20 05:41:16,379 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 6:19:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 0.2281, loss: 0.2281 +2024-09-20 05:41:37,859 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 6:19:12, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.2209, loss: 0.2209 +2024-09-20 05:41:59,663 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 6:18:48, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 0.2364, loss: 0.2364 +2024-09-20 05:42:21,837 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 6:18:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.2344, loss: 0.2344 +2024-09-20 05:42:43,751 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 6:18:02, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.2289, loss: 0.2289 +2024-09-20 05:43:05,873 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 6:17:39, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.2096, loss: 0.2096 +2024-09-20 05:43:15,631 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-09-20 05:46:29,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 05:46:30,321 - pyskl - INFO - +top1_acc 0.8516 +top5_acc 0.9712 +2024-09-20 05:46:30,336 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8516, top5_acc: 0.9712 +2024-09-20 05:47:18,008 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 6:17:10, time: 0.477, data_time: 0.263, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 0.2297, loss: 0.2297 +2024-09-20 05:47:39,960 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 6:16:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1826, loss: 0.1826 +2024-09-20 05:48:01,395 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 6:16:23, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1841, loss: 0.1841 +2024-09-20 05:48:23,147 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 6:16:00, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.2023, loss: 0.2023 +2024-09-20 05:48:44,382 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 6:15:37, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1885, loss: 0.1885 +2024-09-20 05:49:06,060 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 6:15:13, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.2175, loss: 0.2175 +2024-09-20 05:49:27,407 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 6:14:50, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1877, loss: 0.1877 +2024-09-20 05:49:49,560 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 6:14:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.2048, loss: 0.2048 +2024-09-20 05:50:11,226 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 6:14:04, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.2013, loss: 0.2013 +2024-09-20 05:50:33,748 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 6:13:41, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.2190, loss: 0.2190 +2024-09-20 05:50:56,072 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 6:13:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1646, loss: 0.1646 +2024-09-20 05:51:19,042 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 6:12:54, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1837, loss: 0.1837 +2024-09-20 05:51:41,625 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 6:12:31, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1860, loss: 0.1860 +2024-09-20 05:52:04,188 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 6:12:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.2003, loss: 0.2003 +2024-09-20 05:52:26,196 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 6:11:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.1717, loss: 0.1717 +2024-09-20 05:52:48,372 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 6:11:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1918, loss: 0.1918 +2024-09-20 05:53:10,698 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 6:10:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1915, loss: 0.1915 +2024-09-20 05:53:32,708 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 6:10:36, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.2063, loss: 0.2063 +2024-09-20 05:53:55,025 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 6:10:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.2013, loss: 0.2013 +2024-09-20 05:54:17,568 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 6:09:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1989, loss: 0.1989 +2024-09-20 05:54:40,123 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 6:09:26, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 0.2189, loss: 0.2189 +2024-09-20 05:55:02,940 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 6:09:03, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2356, loss: 0.2356 +2024-09-20 05:55:25,082 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 6:08:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.2234, loss: 0.2234 +2024-09-20 05:55:48,053 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 6:08:17, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1817, loss: 0.1817 +2024-09-20 05:56:10,332 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 6:07:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2150, loss: 0.2150 +2024-09-20 05:56:32,295 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 6:07:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.2039, loss: 0.2039 +2024-09-20 05:56:54,149 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 6:07:08, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1801, loss: 0.1801 +2024-09-20 05:57:16,065 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 6:06:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.2200, loss: 0.2200 +2024-09-20 05:57:38,108 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 6:06:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1956, loss: 0.1956 +2024-09-20 05:58:00,335 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 6:05:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1894, loss: 0.1894 +2024-09-20 05:58:22,577 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 6:05:35, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1939, loss: 0.1939 +2024-09-20 05:58:45,113 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 6:05:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 0.2204, loss: 0.2204 +2024-09-20 05:59:07,314 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 6:04:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 0.2210, loss: 0.2210 +2024-09-20 05:59:30,499 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 6:04:26, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.2017, loss: 0.2017 +2024-09-20 05:59:52,950 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 6:04:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1919, loss: 0.1919 +2024-09-20 06:00:14,865 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 6:03:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1895, loss: 0.1895 +2024-09-20 06:00:36,737 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 6:03:16, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 0.2458, loss: 0.2458 +2024-09-20 06:00:59,182 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 6:02:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1978, loss: 0.1978 +2024-09-20 06:01:20,623 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 6:02:30, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.2053, loss: 0.2053 +2024-09-20 06:01:30,090 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-09-20 06:04:48,289 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 06:04:48,783 - pyskl - INFO - +top1_acc 0.8598 +top5_acc 0.9726 +2024-09-20 06:04:48,790 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_121.pth was removed +2024-09-20 06:04:48,952 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2024-09-20 06:04:48,953 - pyskl - INFO - Best top1_acc is 0.8598 at 126 epoch. +2024-09-20 06:04:48,968 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8598, top5_acc: 0.9726 +2024-09-20 06:05:41,497 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 6:02:02, time: 0.525, data_time: 0.305, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1793, loss: 0.1793 +2024-09-20 06:06:03,216 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 6:01:38, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1815, loss: 0.1815 +2024-09-20 06:06:24,239 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 6:01:15, time: 0.210, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.1661, loss: 0.1661 +2024-09-20 06:06:45,598 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 6:00:52, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1576, loss: 0.1576 +2024-09-20 06:07:06,875 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 6:00:28, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1837, loss: 0.1837 +2024-09-20 06:07:28,291 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 6:00:05, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1688, loss: 0.1688 +2024-09-20 06:07:50,066 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 5:59:42, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1999, loss: 0.1999 +2024-09-20 06:08:11,938 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 5:59:19, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1794, loss: 0.1794 +2024-09-20 06:08:33,278 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 5:58:55, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1816, loss: 0.1816 +2024-09-20 06:08:54,519 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 5:58:32, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1785, loss: 0.1785 +2024-09-20 06:09:16,493 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 5:58:09, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1905, loss: 0.1905 +2024-09-20 06:09:38,942 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 5:57:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.2189, loss: 0.2189 +2024-09-20 06:10:01,503 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 5:57:23, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1764, loss: 0.1764 +2024-09-20 06:10:23,734 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 5:56:59, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1772, loss: 0.1772 +2024-09-20 06:10:45,830 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 5:56:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1491, loss: 0.1491 +2024-09-20 06:11:08,217 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 5:56:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1412, loss: 0.1412 +2024-09-20 06:11:30,437 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 5:55:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1725, loss: 0.1725 +2024-09-20 06:11:52,500 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 5:55:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1657, loss: 0.1657 +2024-09-20 06:12:14,586 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 5:55:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1824, loss: 0.1824 +2024-09-20 06:12:37,414 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 5:54:41, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1571, loss: 0.1571 +2024-09-20 06:12:59,691 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 5:54:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1764, loss: 0.1764 +2024-09-20 06:13:21,388 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 5:53:54, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1718, loss: 0.1718 +2024-09-20 06:13:43,257 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 5:53:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1734, loss: 0.1734 +2024-09-20 06:14:06,472 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 5:53:08, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.2052, loss: 0.2052 +2024-09-20 06:14:28,775 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 5:52:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1634, loss: 0.1634 +2024-09-20 06:14:51,108 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 5:52:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1829, loss: 0.1829 +2024-09-20 06:15:13,398 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 5:51:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1837, loss: 0.1837 +2024-09-20 06:15:35,532 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 5:51:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1883, loss: 0.1883 +2024-09-20 06:15:57,371 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 5:51:12, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1726, loss: 0.1726 +2024-09-20 06:16:19,117 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 5:50:49, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1896, loss: 0.1896 +2024-09-20 06:16:41,143 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 5:50:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1580, loss: 0.1580 +2024-09-20 06:17:03,277 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 5:50:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1819, loss: 0.1819 +2024-09-20 06:17:24,898 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 5:49:40, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1683, loss: 0.1683 +2024-09-20 06:17:46,953 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 5:49:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1580, loss: 0.1580 +2024-09-20 06:18:08,972 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 5:48:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1876, loss: 0.1876 +2024-09-20 06:18:31,247 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 5:48:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1792, loss: 0.1792 +2024-09-20 06:18:52,712 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 5:48:07, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.2019, loss: 0.2019 +2024-09-20 06:19:14,988 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 5:47:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1747, loss: 0.1747 +2024-09-20 06:19:37,357 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 5:47:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1822, loss: 0.1822 +2024-09-20 06:19:46,634 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-09-20 06:23:01,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 06:23:02,016 - pyskl - INFO - +top1_acc 0.8600 +top5_acc 0.9742 +2024-09-20 06:23:02,020 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_126.pth was removed +2024-09-20 06:23:02,214 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2024-09-20 06:23:02,215 - pyskl - INFO - Best top1_acc is 0.8600 at 127 epoch. +2024-09-20 06:23:02,229 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8600, top5_acc: 0.9742 +2024-09-20 06:23:56,755 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 5:46:53, time: 0.545, data_time: 0.320, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1417, loss: 0.1417 +2024-09-20 06:24:18,564 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 5:46:29, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1538, loss: 0.1538 +2024-09-20 06:24:40,382 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 5:46:06, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1518, loss: 0.1518 +2024-09-20 06:25:02,373 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 5:45:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1470, loss: 0.1470 +2024-09-20 06:25:24,328 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 5:45:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1863, loss: 0.1863 +2024-09-20 06:25:46,081 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 5:44:57, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1724, loss: 0.1724 +2024-09-20 06:26:07,673 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 5:44:33, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1531, loss: 0.1531 +2024-09-20 06:26:29,465 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 5:44:10, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1364, loss: 0.1364 +2024-09-20 06:26:50,912 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 5:43:47, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1621, loss: 0.1621 +2024-09-20 06:27:12,501 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 5:43:24, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1739, loss: 0.1739 +2024-09-20 06:27:33,836 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 5:43:00, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1635, loss: 0.1635 +2024-09-20 06:27:56,325 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 5:42:37, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1601, loss: 0.1601 +2024-09-20 06:28:18,782 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 5:42:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1756, loss: 0.1756 +2024-09-20 06:28:41,071 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 5:41:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1507, loss: 0.1507 +2024-09-20 06:29:03,651 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 5:41:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1563, loss: 0.1563 +2024-09-20 06:29:26,614 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 5:41:05, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.1540, loss: 0.1540 +2024-09-20 06:29:49,022 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 5:40:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1519, loss: 0.1519 +2024-09-20 06:30:11,472 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 5:40:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1526, loss: 0.1526 +2024-09-20 06:30:34,159 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 5:39:56, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1560, loss: 0.1560 +2024-09-20 06:30:56,336 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 5:39:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1450, loss: 0.1450 +2024-09-20 06:31:17,893 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 5:39:09, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1575, loss: 0.1575 +2024-09-20 06:31:40,944 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 5:38:47, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1686, loss: 0.1686 +2024-09-20 06:32:02,882 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 5:38:23, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1542, loss: 0.1542 +2024-09-20 06:32:25,651 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 5:38:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1814, loss: 0.1814 +2024-09-20 06:32:48,248 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 5:37:37, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1618, loss: 0.1618 +2024-09-20 06:33:11,483 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 5:37:14, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1636, loss: 0.1636 +2024-09-20 06:33:33,699 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 5:36:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1681, loss: 0.1681 +2024-09-20 06:33:55,698 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 5:36:28, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1758, loss: 0.1758 +2024-09-20 06:34:17,794 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 5:36:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1773, loss: 0.1773 +2024-09-20 06:34:39,698 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 5:35:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1514, loss: 0.1514 +2024-09-20 06:35:02,169 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 5:35:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1662, loss: 0.1662 +2024-09-20 06:35:24,212 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 5:34:55, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1762, loss: 0.1762 +2024-09-20 06:35:46,386 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 5:34:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.2172, loss: 0.2172 +2024-09-20 06:36:08,576 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 5:34:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1633, loss: 0.1633 +2024-09-20 06:36:31,308 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 5:33:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1982, loss: 0.1982 +2024-09-20 06:36:54,196 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 5:33:23, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1873, loss: 0.1873 +2024-09-20 06:37:16,566 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 5:33:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1759, loss: 0.1759 +2024-09-20 06:37:38,769 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 5:32:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1846, loss: 0.1846 +2024-09-20 06:38:01,236 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 5:32:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1565, loss: 0.1565 +2024-09-20 06:38:11,383 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-09-20 06:41:32,313 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 06:41:32,996 - pyskl - INFO - +top1_acc 0.8660 +top5_acc 0.9748 +2024-09-20 06:41:33,003 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_127.pth was removed +2024-09-20 06:41:33,210 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2024-09-20 06:41:33,211 - pyskl - INFO - Best top1_acc is 0.8660 at 128 epoch. +2024-09-20 06:41:33,230 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8660, top5_acc: 0.9748 +2024-09-20 06:42:25,182 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 5:31:45, time: 0.519, data_time: 0.300, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1396, loss: 0.1396 +2024-09-20 06:42:47,620 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 5:31:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.1190, loss: 0.1190 +2024-09-20 06:43:09,293 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 5:30:59, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.1391, loss: 0.1391 +2024-09-20 06:43:31,646 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 5:30:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1357, loss: 0.1357 +2024-09-20 06:43:53,497 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 5:30:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1255, loss: 0.1255 +2024-09-20 06:44:15,380 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 5:29:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1337, loss: 0.1337 +2024-09-20 06:44:37,031 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 5:29:26, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1521, loss: 0.1521 +2024-09-20 06:44:58,881 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 5:29:03, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1649, loss: 0.1649 +2024-09-20 06:45:20,882 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 5:28:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1466, loss: 0.1466 +2024-09-20 06:45:42,773 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 5:28:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1388, loss: 0.1388 +2024-09-20 06:46:04,758 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 5:27:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1510, loss: 0.1510 +2024-09-20 06:46:26,849 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 5:27:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1601, loss: 0.1601 +2024-09-20 06:46:48,813 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 5:27:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1569, loss: 0.1569 +2024-09-20 06:47:10,939 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 5:26:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1751, loss: 0.1751 +2024-09-20 06:47:32,426 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 5:26:21, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1651, loss: 0.1651 +2024-09-20 06:47:55,029 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 5:25:58, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1341, loss: 0.1341 +2024-09-20 06:48:17,337 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 5:25:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1584, loss: 0.1584 +2024-09-20 06:48:40,064 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 5:25:12, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1594, loss: 0.1594 +2024-09-20 06:49:02,839 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 5:24:49, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1595, loss: 0.1595 +2024-09-20 06:49:25,588 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 5:24:26, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1623, loss: 0.1623 +2024-09-20 06:49:48,614 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 5:24:03, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1555, loss: 0.1555 +2024-09-20 06:50:10,772 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 5:23:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1403, loss: 0.1403 +2024-09-20 06:50:32,310 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 5:23:16, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1516, loss: 0.1516 +2024-09-20 06:50:54,978 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 5:22:53, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1345, loss: 0.1345 +2024-09-20 06:51:17,509 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 5:22:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1477, loss: 0.1477 +2024-09-20 06:51:40,351 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 5:22:07, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1402, loss: 0.1402 +2024-09-20 06:52:02,790 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 5:21:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1482, loss: 0.1482 +2024-09-20 06:52:24,721 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 5:21:21, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1495, loss: 0.1495 +2024-09-20 06:52:46,973 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 5:20:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.1451, loss: 0.1451 +2024-09-20 06:53:09,223 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 5:20:35, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1494, loss: 0.1494 +2024-09-20 06:53:31,269 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 5:20:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1748, loss: 0.1748 +2024-09-20 06:53:53,084 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 5:19:48, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1461, loss: 0.1461 +2024-09-20 06:54:15,520 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 5:19:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1790, loss: 0.1790 +2024-09-20 06:54:37,312 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 5:19:02, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1986, loss: 0.1986 +2024-09-20 06:54:59,857 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 5:18:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1588, loss: 0.1588 +2024-09-20 06:55:22,969 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 5:18:16, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1628, loss: 0.1628 +2024-09-20 06:55:45,584 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 5:17:53, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1559, loss: 0.1559 +2024-09-20 06:56:08,000 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 5:17:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1822, loss: 0.1822 +2024-09-20 06:56:30,383 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 5:17:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1524, loss: 0.1524 +2024-09-20 06:56:40,238 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-09-20 07:00:00,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 07:00:00,499 - pyskl - INFO - +top1_acc 0.8627 +top5_acc 0.9742 +2024-09-20 07:00:00,523 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8627, top5_acc: 0.9742 +2024-09-20 07:00:55,510 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 5:16:38, time: 0.550, data_time: 0.333, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1517, loss: 0.1517 +2024-09-20 07:01:18,127 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 5:16:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1296, loss: 0.1296 +2024-09-20 07:01:40,332 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 5:15:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1326, loss: 0.1326 +2024-09-20 07:02:02,534 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 5:15:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1427, loss: 0.1427 +2024-09-20 07:02:24,907 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 5:15:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1224, loss: 0.1224 +2024-09-20 07:02:46,291 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 5:14:43, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1257, loss: 0.1257 +2024-09-20 07:03:07,647 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 5:14:19, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1287, loss: 0.1287 +2024-09-20 07:03:28,871 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 5:13:56, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.1286, loss: 0.1286 +2024-09-20 07:03:50,116 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 5:13:33, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1347, loss: 0.1347 +2024-09-20 07:04:11,337 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 5:13:10, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1411, loss: 0.1411 +2024-09-20 07:04:33,251 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 5:12:46, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1282, loss: 0.1282 +2024-09-20 07:04:55,293 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 5:12:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1309, loss: 0.1309 +2024-09-20 07:05:17,235 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 5:12:00, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1385, loss: 0.1385 +2024-09-20 07:05:38,783 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 5:11:37, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1292, loss: 0.1292 +2024-09-20 07:06:00,136 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 5:11:14, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.1368, loss: 0.1368 +2024-09-20 07:06:22,396 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 5:10:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1578, loss: 0.1578 +2024-09-20 07:06:45,257 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 5:10:28, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1525, loss: 0.1525 +2024-09-20 07:07:07,989 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 5:10:05, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1545, loss: 0.1545 +2024-09-20 07:07:30,963 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 5:09:42, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1491, loss: 0.1491 +2024-09-20 07:07:53,739 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 5:09:19, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1460, loss: 0.1460 +2024-09-20 07:08:16,504 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 5:08:56, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1337, loss: 0.1337 +2024-09-20 07:08:38,679 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 5:08:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1398, loss: 0.1398 +2024-09-20 07:09:00,230 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 5:08:09, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1635, loss: 0.1635 +2024-09-20 07:09:22,499 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 5:07:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1347, loss: 0.1347 +2024-09-20 07:09:44,479 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 5:07:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1591, loss: 0.1591 +2024-09-20 07:10:06,525 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 5:07:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1397, loss: 0.1397 +2024-09-20 07:10:28,854 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 5:06:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.1354, loss: 0.1354 +2024-09-20 07:10:51,554 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 5:06:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1396, loss: 0.1396 +2024-09-20 07:11:12,838 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 5:05:50, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.1378, loss: 0.1378 +2024-09-20 07:11:34,794 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 5:05:27, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1352, loss: 0.1352 +2024-09-20 07:11:56,949 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 5:05:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1444, loss: 0.1444 +2024-09-20 07:12:19,040 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 5:04:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.1281, loss: 0.1281 +2024-09-20 07:12:41,203 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 5:04:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1268, loss: 0.1268 +2024-09-20 07:13:03,359 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 5:03:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1314, loss: 0.1314 +2024-09-20 07:13:25,656 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 5:03:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1402, loss: 0.1402 +2024-09-20 07:13:47,963 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 5:03:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1263, loss: 0.1263 +2024-09-20 07:14:10,243 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 5:02:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1431, loss: 0.1431 +2024-09-20 07:14:33,054 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 5:02:23, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1293, loss: 0.1293 +2024-09-20 07:14:55,374 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 5:01:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1355, loss: 0.1355 +2024-09-20 07:15:05,709 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-09-20 07:18:26,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 07:18:27,415 - pyskl - INFO - +top1_acc 0.8650 +top5_acc 0.9745 +2024-09-20 07:18:27,430 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8650, top5_acc: 0.9745 +2024-09-20 07:19:20,189 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 5:01:30, time: 0.528, data_time: 0.308, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1196, loss: 0.1196 +2024-09-20 07:19:42,333 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 5:01:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1224, loss: 0.1224 +2024-09-20 07:20:04,902 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 5:00:44, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1150, loss: 0.1150 +2024-09-20 07:20:27,962 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 5:00:21, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1043, loss: 0.1043 +2024-09-20 07:20:50,319 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 4:59:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1194, loss: 0.1194 +2024-09-20 07:21:12,690 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 4:59:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1182, loss: 0.1182 +2024-09-20 07:21:34,804 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 4:59:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1197, loss: 0.1197 +2024-09-20 07:21:56,672 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 4:58:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1209, loss: 0.1209 +2024-09-20 07:22:18,859 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 4:58:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.1284, loss: 0.1284 +2024-09-20 07:22:40,719 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 4:58:03, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1211, loss: 0.1211 +2024-09-20 07:23:02,204 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 4:57:39, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1167, loss: 0.1167 +2024-09-20 07:23:24,169 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 4:57:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1329, loss: 0.1329 +2024-09-20 07:23:45,859 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 4:56:53, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1187, loss: 0.1187 +2024-09-20 07:24:08,072 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 4:56:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1167, loss: 0.1167 +2024-09-20 07:24:30,231 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 4:56:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1096, loss: 0.1096 +2024-09-20 07:24:52,730 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 4:55:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1135, loss: 0.1135 +2024-09-20 07:25:15,223 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 4:55:21, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.1260, loss: 0.1260 +2024-09-20 07:25:38,049 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 4:54:58, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1212, loss: 0.1212 +2024-09-20 07:26:00,742 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 4:54:35, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1209, loss: 0.1209 +2024-09-20 07:26:23,434 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 4:54:12, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1142, loss: 0.1142 +2024-09-20 07:26:45,542 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 4:53:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1148, loss: 0.1148 +2024-09-20 07:27:08,369 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 4:53:26, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1045, loss: 0.1045 +2024-09-20 07:27:31,042 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 4:53:03, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1040, loss: 0.1040 +2024-09-20 07:27:53,783 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 4:52:40, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.1177, loss: 0.1177 +2024-09-20 07:28:16,415 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 4:52:16, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1079, loss: 0.1079 +2024-09-20 07:28:38,111 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 4:51:53, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1110, loss: 0.1110 +2024-09-20 07:29:00,548 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 4:51:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.1186, loss: 0.1186 +2024-09-20 07:29:23,669 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 4:51:07, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1241, loss: 0.1241 +2024-09-20 07:29:46,125 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 4:50:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1317, loss: 0.1317 +2024-09-20 07:30:08,146 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 4:50:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.1239, loss: 0.1239 +2024-09-20 07:30:30,821 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 4:49:58, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1172, loss: 0.1172 +2024-09-20 07:30:53,437 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 4:49:35, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.1272, loss: 0.1272 +2024-09-20 07:31:15,613 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 4:49:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1226, loss: 0.1226 +2024-09-20 07:31:38,014 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 4:48:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1239, loss: 0.1239 +2024-09-20 07:32:00,055 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 4:48:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1105, loss: 0.1105 +2024-09-20 07:32:21,630 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 4:48:03, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1329, loss: 0.1329 +2024-09-20 07:32:44,088 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 4:47:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1274, loss: 0.1274 +2024-09-20 07:33:06,704 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 4:47:16, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1081, loss: 0.1081 +2024-09-20 07:33:29,166 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 4:46:53, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1298, loss: 0.1298 +2024-09-20 07:33:38,734 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-09-20 07:36:56,692 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 07:36:57,404 - pyskl - INFO - +top1_acc 0.8678 +top5_acc 0.9747 +2024-09-20 07:36:57,410 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_128.pth was removed +2024-09-20 07:36:57,628 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2024-09-20 07:36:57,630 - pyskl - INFO - Best top1_acc is 0.8678 at 131 epoch. +2024-09-20 07:36:57,650 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8678, top5_acc: 0.9747 +2024-09-20 07:37:53,793 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 4:46:25, time: 0.561, data_time: 0.334, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1071, loss: 0.1071 +2024-09-20 07:38:16,056 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 4:46:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1056, loss: 0.1056 +2024-09-20 07:38:38,169 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 4:45:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1137, loss: 0.1137 +2024-09-20 07:38:59,711 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 4:45:15, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1002, loss: 0.1002 +2024-09-20 07:39:21,918 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 4:44:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1026, loss: 0.1026 +2024-09-20 07:39:43,995 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 4:44:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0973, loss: 0.0973 +2024-09-20 07:40:06,122 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 4:44:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1225, loss: 0.1225 +2024-09-20 07:40:28,686 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 4:43:43, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1108, loss: 0.1108 +2024-09-20 07:40:50,117 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 4:43:20, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1127, loss: 0.1127 +2024-09-20 07:41:11,977 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 4:42:57, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0995, loss: 0.0995 +2024-09-20 07:41:33,530 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 4:42:33, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1018, loss: 0.1018 +2024-09-20 07:41:55,631 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 4:42:10, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1017, loss: 0.1017 +2024-09-20 07:42:17,610 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 4:41:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.1048, loss: 0.1048 +2024-09-20 07:42:39,240 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 4:41:24, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0912, loss: 0.0912 +2024-09-20 07:43:01,169 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 4:41:01, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0919, loss: 0.0919 +2024-09-20 07:43:23,063 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 4:40:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0895, loss: 0.0895 +2024-09-20 07:43:45,680 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 4:40:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0973, loss: 0.0973 +2024-09-20 07:44:08,634 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 4:39:52, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.1044, loss: 0.1044 +2024-09-20 07:44:30,832 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 4:39:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1084, loss: 0.1084 +2024-09-20 07:44:53,096 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 4:39:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1164, loss: 0.1164 +2024-09-20 07:45:14,893 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 4:38:42, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1046, loss: 0.1046 +2024-09-20 07:45:37,126 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 4:38:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1176, loss: 0.1176 +2024-09-20 07:45:59,039 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 4:37:56, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1036, loss: 0.1036 +2024-09-20 07:46:21,056 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 4:37:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1099, loss: 0.1099 +2024-09-20 07:46:43,412 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 4:37:10, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1165, loss: 0.1165 +2024-09-20 07:47:05,611 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 4:36:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1030, loss: 0.1030 +2024-09-20 07:47:27,830 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 4:36:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1018, loss: 0.1018 +2024-09-20 07:47:50,212 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 4:36:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1033, loss: 0.1033 +2024-09-20 07:48:13,012 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 4:35:38, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0947, loss: 0.0947 +2024-09-20 07:48:35,059 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 4:35:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1068, loss: 0.1068 +2024-09-20 07:48:57,584 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 4:34:52, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0942, loss: 0.0942 +2024-09-20 07:49:19,561 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 4:34:28, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1105, loss: 0.1105 +2024-09-20 07:49:41,790 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 4:34:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.1018, loss: 0.1018 +2024-09-20 07:50:03,817 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 4:33:42, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1114, loss: 0.1114 +2024-09-20 07:50:26,140 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 4:33:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0954, loss: 0.0954 +2024-09-20 07:50:48,042 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 4:32:56, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0961, loss: 0.0961 +2024-09-20 07:51:09,938 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 4:32:33, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1059, loss: 0.1059 +2024-09-20 07:51:32,898 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 4:32:10, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0944, loss: 0.0944 +2024-09-20 07:51:55,893 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 4:31:47, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1053, loss: 0.1053 +2024-09-20 07:52:05,643 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-09-20 07:55:22,585 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 07:55:23,302 - pyskl - INFO - +top1_acc 0.8728 +top5_acc 0.9748 +2024-09-20 07:55:23,310 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_131.pth was removed +2024-09-20 07:55:23,550 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2024-09-20 07:55:23,551 - pyskl - INFO - Best top1_acc is 0.8728 at 132 epoch. +2024-09-20 07:55:23,576 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8728, top5_acc: 0.9748 +2024-09-20 07:56:18,424 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 4:31:18, time: 0.548, data_time: 0.330, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1047, loss: 0.1047 +2024-09-20 07:56:40,193 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 4:30:55, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.1078, loss: 0.1078 +2024-09-20 07:57:02,388 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 4:30:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0896, loss: 0.0896 +2024-09-20 07:57:24,484 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 4:30:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1011, loss: 0.1011 +2024-09-20 07:57:46,679 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 4:29:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0961, loss: 0.0961 +2024-09-20 07:58:09,308 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 4:29:22, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1009, loss: 0.1009 +2024-09-20 07:58:31,942 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 4:28:59, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0982, loss: 0.0982 +2024-09-20 07:58:53,963 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 4:28:36, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0914, loss: 0.0914 +2024-09-20 07:59:16,175 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 4:28:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0972, loss: 0.0972 +2024-09-20 07:59:38,450 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 4:27:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0859, loss: 0.0859 +2024-09-20 07:59:59,970 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 4:27:27, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0875, loss: 0.0875 +2024-09-20 08:00:21,646 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 4:27:04, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0923, loss: 0.0923 +2024-09-20 08:00:43,506 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 4:26:41, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0979, loss: 0.0979 +2024-09-20 08:01:05,159 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 4:26:17, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0938, loss: 0.0938 +2024-09-20 08:01:27,338 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 4:25:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0972, loss: 0.0972 +2024-09-20 08:01:49,244 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 4:25:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1097, loss: 0.1097 +2024-09-20 08:02:10,682 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 4:25:08, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0981, loss: 0.0981 +2024-09-20 08:02:32,503 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 4:24:45, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0973, loss: 0.0973 +2024-09-20 08:02:53,689 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 4:24:22, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0960, loss: 0.0960 +2024-09-20 08:03:15,784 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 4:23:59, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1020, loss: 0.1020 +2024-09-20 08:03:37,708 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 4:23:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1002, loss: 0.1002 +2024-09-20 08:03:59,886 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 4:23:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.1135, loss: 0.1135 +2024-09-20 08:04:21,658 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 4:22:49, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1104, loss: 0.1104 +2024-09-20 08:04:43,954 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 4:22:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0916, loss: 0.0916 +2024-09-20 08:05:06,782 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 4:22:03, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1024, loss: 0.1024 +2024-09-20 08:05:29,091 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 4:21:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1141, loss: 0.1141 +2024-09-20 08:05:51,135 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 4:21:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0985, loss: 0.0985 +2024-09-20 08:06:13,343 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 4:20:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0970, loss: 0.0970 +2024-09-20 08:06:36,206 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 4:20:31, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1067, loss: 0.1067 +2024-09-20 08:06:58,967 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 4:20:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1016, loss: 0.1016 +2024-09-20 08:07:21,127 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 4:19:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1034, loss: 0.1034 +2024-09-20 08:07:43,254 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 4:19:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0988, loss: 0.0988 +2024-09-20 08:08:05,344 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 4:18:59, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1034, loss: 0.1034 +2024-09-20 08:08:27,178 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 4:18:35, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0995, loss: 0.0995 +2024-09-20 08:08:49,187 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 4:18:12, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0971, loss: 0.0971 +2024-09-20 08:09:11,869 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 4:17:49, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0908, loss: 0.0908 +2024-09-20 08:09:34,024 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 4:17:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1073, loss: 0.1073 +2024-09-20 08:09:55,902 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 4:17:03, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0973, loss: 0.0973 +2024-09-20 08:10:18,194 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 4:16:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0913, loss: 0.0913 +2024-09-20 08:10:27,982 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-09-20 08:13:44,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 08:13:44,981 - pyskl - INFO - +top1_acc 0.8745 +top5_acc 0.9766 +2024-09-20 08:13:44,986 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_132.pth was removed +2024-09-20 08:13:45,143 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2024-09-20 08:13:45,144 - pyskl - INFO - Best top1_acc is 0.8745 at 133 epoch. +2024-09-20 08:13:45,159 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8745, top5_acc: 0.9766 +2024-09-20 08:14:40,297 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 4:16:11, time: 0.551, data_time: 0.325, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0968, loss: 0.0968 +2024-09-20 08:15:02,170 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 4:15:48, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0938, loss: 0.0938 +2024-09-20 08:15:24,353 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 4:15:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0884, loss: 0.0884 +2024-09-20 08:15:46,271 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 4:15:01, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0854, loss: 0.0854 +2024-09-20 08:16:08,750 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 4:14:38, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0915, loss: 0.0915 +2024-09-20 08:16:30,918 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 4:14:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0864, loss: 0.0864 +2024-09-20 08:16:52,358 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 4:13:52, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0803, loss: 0.0803 +2024-09-20 08:17:14,507 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 4:13:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0874, loss: 0.0874 +2024-09-20 08:17:37,066 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 4:13:06, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0850, loss: 0.0850 +2024-09-20 08:17:59,546 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 4:12:43, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 +2024-09-20 08:18:21,328 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 4:12:20, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0984, loss: 0.0984 +2024-09-20 08:18:43,298 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 4:11:57, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0887, loss: 0.0887 +2024-09-20 08:19:04,945 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 4:11:34, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0857, loss: 0.0857 +2024-09-20 08:19:26,517 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 4:11:10, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0817, loss: 0.0817 +2024-09-20 08:19:48,297 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 4:10:47, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0934, loss: 0.0934 +2024-09-20 08:20:10,200 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 4:10:24, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0847, loss: 0.0847 +2024-09-20 08:20:31,732 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 4:10:01, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0785, loss: 0.0785 +2024-09-20 08:20:53,729 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 4:09:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0883, loss: 0.0883 +2024-09-20 08:21:16,296 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 4:09:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0884, loss: 0.0884 +2024-09-20 08:21:38,258 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 4:08:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0858, loss: 0.0858 +2024-09-20 08:21:59,306 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 4:08:29, time: 0.210, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0863, loss: 0.0863 +2024-09-20 08:22:20,630 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 4:08:05, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0935, loss: 0.0935 +2024-09-20 08:22:42,110 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 4:07:42, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0854, loss: 0.0854 +2024-09-20 08:23:04,252 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 4:07:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0863, loss: 0.0863 +2024-09-20 08:23:26,406 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 4:06:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0862, loss: 0.0862 +2024-09-20 08:23:48,806 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 4:06:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0962, loss: 0.0962 +2024-09-20 08:24:11,010 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 4:06:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0841, loss: 0.0841 +2024-09-20 08:24:32,447 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 4:05:47, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0930, loss: 0.0930 +2024-09-20 08:24:54,345 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 4:05:24, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0815, loss: 0.0815 +2024-09-20 08:25:16,948 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 4:05:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0835, loss: 0.0835 +2024-09-20 08:25:39,491 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 4:04:38, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0842, loss: 0.0842 +2024-09-20 08:26:01,519 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 4:04:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0911, loss: 0.0911 +2024-09-20 08:26:23,456 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 4:03:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0950, loss: 0.0950 +2024-09-20 08:26:45,529 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 4:03:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1005, loss: 0.1005 +2024-09-20 08:27:07,649 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 4:03:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0891, loss: 0.0891 +2024-09-20 08:27:29,735 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 4:02:42, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0895, loss: 0.0895 +2024-09-20 08:27:51,700 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 4:02:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0879, loss: 0.0879 +2024-09-20 08:28:13,520 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 4:01:56, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0817, loss: 0.0817 +2024-09-20 08:28:35,850 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 4:01:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0911, loss: 0.0911 +2024-09-20 08:28:45,995 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-09-20 08:32:05,564 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 08:32:06,053 - pyskl - INFO - +top1_acc 0.8711 +top5_acc 0.9743 +2024-09-20 08:32:06,068 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8711, top5_acc: 0.9743 +2024-09-20 08:32:57,464 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 4:01:03, time: 0.514, data_time: 0.295, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0809, loss: 0.0809 +2024-09-20 08:33:19,348 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 4:00:40, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0817, loss: 0.0817 +2024-09-20 08:33:41,148 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 4:00:17, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0859, loss: 0.0859 +2024-09-20 08:34:03,615 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 3:59:54, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0873, loss: 0.0873 +2024-09-20 08:34:25,600 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 3:59:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 +2024-09-20 08:34:47,777 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 3:59:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0809, loss: 0.0809 +2024-09-20 08:35:10,362 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 3:58:45, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0811, loss: 0.0811 +2024-09-20 08:35:32,890 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 3:58:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0794, loss: 0.0794 +2024-09-20 08:35:55,634 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 3:57:59, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0860, loss: 0.0860 +2024-09-20 08:36:17,493 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 3:57:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0799, loss: 0.0799 +2024-09-20 08:36:40,212 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 3:57:12, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 +2024-09-20 08:37:02,298 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 3:56:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0821, loss: 0.0821 +2024-09-20 08:37:24,148 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 3:56:26, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0823, loss: 0.0823 +2024-09-20 08:37:45,908 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 3:56:03, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0797, loss: 0.0797 +2024-09-20 08:38:07,721 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 3:55:40, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0775, loss: 0.0775 +2024-09-20 08:38:29,683 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 3:55:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 +2024-09-20 08:38:50,961 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 3:54:54, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0791, loss: 0.0791 +2024-09-20 08:39:12,365 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 3:54:31, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 +2024-09-20 08:39:33,952 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 3:54:07, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 +2024-09-20 08:39:55,567 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 3:53:44, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0764, loss: 0.0764 +2024-09-20 08:40:17,344 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 3:53:21, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0797, loss: 0.0797 +2024-09-20 08:40:39,684 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 3:52:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 +2024-09-20 08:41:01,574 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 3:52:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0795, loss: 0.0795 +2024-09-20 08:41:23,722 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 3:52:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 +2024-09-20 08:41:45,211 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 3:51:49, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0762, loss: 0.0762 +2024-09-20 08:42:07,477 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 3:51:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 +2024-09-20 08:42:30,070 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 3:51:03, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0830, loss: 0.0830 +2024-09-20 08:42:52,655 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 3:50:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0795, loss: 0.0795 +2024-09-20 08:43:15,280 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 3:50:17, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0818, loss: 0.0818 +2024-09-20 08:43:37,368 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 3:49:54, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 +2024-09-20 08:43:59,466 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 3:49:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 +2024-09-20 08:44:22,083 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 3:49:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0805, loss: 0.0805 +2024-09-20 08:44:44,281 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 3:48:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 +2024-09-20 08:45:06,416 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 3:48:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0803, loss: 0.0803 +2024-09-20 08:45:28,370 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 3:47:58, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0794, loss: 0.0794 +2024-09-20 08:45:50,306 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 3:47:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0819, loss: 0.0819 +2024-09-20 08:46:12,166 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 3:47:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 +2024-09-20 08:46:34,096 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 3:46:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0741, loss: 0.0741 +2024-09-20 08:46:56,033 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 3:46:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 +2024-09-20 08:47:05,883 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-09-20 08:50:27,034 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 08:50:27,490 - pyskl - INFO - +top1_acc 0.8721 +top5_acc 0.9750 +2024-09-20 08:50:27,506 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8721, top5_acc: 0.9750 +2024-09-20 08:51:20,542 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 3:45:56, time: 0.530, data_time: 0.308, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 +2024-09-20 08:51:43,106 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 3:45:33, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0780, loss: 0.0780 +2024-09-20 08:52:05,833 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 3:45:10, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0820, loss: 0.0820 +2024-09-20 08:52:28,806 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 3:44:47, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 +2024-09-20 08:52:51,845 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 3:44:24, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0761, loss: 0.0761 +2024-09-20 08:53:14,532 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 3:44:01, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0762, loss: 0.0762 +2024-09-20 08:53:36,717 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 3:43:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 +2024-09-20 08:53:59,512 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 3:43:15, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 +2024-09-20 08:54:22,256 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 3:42:52, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0772, loss: 0.0772 +2024-09-20 08:54:44,757 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 3:42:29, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 +2024-09-20 08:55:08,013 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 3:42:06, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 +2024-09-20 08:55:30,555 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 3:41:43, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0764, loss: 0.0764 +2024-09-20 08:55:53,238 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 3:41:20, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0770, loss: 0.0770 +2024-09-20 08:56:15,721 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 3:40:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 +2024-09-20 08:56:37,818 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 3:40:34, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2024-09-20 08:56:59,781 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 3:40:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 +2024-09-20 08:57:21,869 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 3:39:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0766, loss: 0.0766 +2024-09-20 08:57:44,000 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 3:39:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0710, loss: 0.0710 +2024-09-20 08:58:05,670 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 3:39:02, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0820, loss: 0.0820 +2024-09-20 08:58:27,697 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 3:38:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 +2024-09-20 08:58:49,572 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 3:38:15, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0785, loss: 0.0785 +2024-09-20 08:59:11,507 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 3:37:52, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 +2024-09-20 08:59:33,901 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 3:37:29, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0695, loss: 0.0695 +2024-09-20 08:59:56,809 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 3:37:06, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0683, loss: 0.0683 +2024-09-20 09:00:19,260 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 3:36:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 +2024-09-20 09:00:41,292 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 3:36:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0716, loss: 0.0716 +2024-09-20 09:01:04,409 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 3:35:57, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 +2024-09-20 09:01:26,836 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 3:35:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 +2024-09-20 09:01:48,957 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 3:35:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 +2024-09-20 09:02:11,078 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 3:34:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2024-09-20 09:02:33,630 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 3:34:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0722, loss: 0.0722 +2024-09-20 09:02:56,278 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 3:34:02, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0674, loss: 0.0674 +2024-09-20 09:03:18,766 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 3:33:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 +2024-09-20 09:03:41,483 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 3:33:16, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0754, loss: 0.0754 +2024-09-20 09:04:03,706 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 3:32:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 +2024-09-20 09:04:25,940 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 3:32:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 +2024-09-20 09:04:48,375 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 3:32:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0774, loss: 0.0774 +2024-09-20 09:05:10,491 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 3:31:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0764, loss: 0.0764 +2024-09-20 09:05:32,918 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 3:31:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 +2024-09-20 09:05:42,556 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-09-20 09:09:02,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 09:09:02,924 - pyskl - INFO - +top1_acc 0.8765 +top5_acc 0.9758 +2024-09-20 09:09:02,930 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_133.pth was removed +2024-09-20 09:09:03,138 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2024-09-20 09:09:03,139 - pyskl - INFO - Best top1_acc is 0.8765 at 136 epoch. +2024-09-20 09:09:03,155 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8765, top5_acc: 0.9758 +2024-09-20 09:09:56,868 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 3:30:51, time: 0.537, data_time: 0.312, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 +2024-09-20 09:10:19,513 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 3:30:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0698, loss: 0.0698 +2024-09-20 09:10:41,946 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 3:30:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0717, loss: 0.0717 +2024-09-20 09:11:04,453 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 3:29:42, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0825, loss: 0.0825 +2024-09-20 09:11:27,457 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 3:29:19, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0805, loss: 0.0805 +2024-09-20 09:11:50,003 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 3:28:56, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0702, loss: 0.0702 +2024-09-20 09:12:12,464 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 3:28:33, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 +2024-09-20 09:12:34,887 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 3:28:10, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0723, loss: 0.0723 +2024-09-20 09:12:57,749 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 3:27:47, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 +2024-09-20 09:13:20,942 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 3:27:24, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 +2024-09-20 09:13:43,884 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 3:27:01, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 +2024-09-20 09:14:06,700 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 3:26:38, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0699, loss: 0.0699 +2024-09-20 09:14:29,377 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 3:26:15, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2024-09-20 09:14:51,864 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 3:25:52, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 +2024-09-20 09:15:14,589 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 3:25:29, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0694, loss: 0.0694 +2024-09-20 09:15:36,518 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 3:25:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0736, loss: 0.0736 +2024-09-20 09:15:58,226 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 3:24:43, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0710, loss: 0.0710 +2024-09-20 09:16:20,062 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 3:24:20, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0679, loss: 0.0679 +2024-09-20 09:16:41,974 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 3:23:56, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2024-09-20 09:17:04,029 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 3:23:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0786, loss: 0.0786 +2024-09-20 09:17:25,900 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 3:23:10, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0699, loss: 0.0699 +2024-09-20 09:17:47,865 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 3:22:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2024-09-20 09:18:09,054 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 3:22:24, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 +2024-09-20 09:18:30,897 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 3:22:01, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 +2024-09-20 09:18:53,737 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 3:21:38, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0717, loss: 0.0717 +2024-09-20 09:19:16,110 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 3:21:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0674, loss: 0.0674 +2024-09-20 09:19:39,072 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 3:20:52, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0681, loss: 0.0681 +2024-09-20 09:20:01,763 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 3:20:29, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0773, loss: 0.0773 +2024-09-20 09:20:24,309 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 3:20:06, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0680, loss: 0.0680 +2024-09-20 09:20:46,471 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 3:19:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0690, loss: 0.0690 +2024-09-20 09:21:08,650 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 3:19:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0694, loss: 0.0694 +2024-09-20 09:21:31,425 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 3:18:57, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0703, loss: 0.0703 +2024-09-20 09:21:54,883 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 3:18:34, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 +2024-09-20 09:22:17,941 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 3:18:11, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0718, loss: 0.0718 +2024-09-20 09:22:40,378 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 3:17:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0685, loss: 0.0685 +2024-09-20 09:23:02,377 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 3:17:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0688, loss: 0.0688 +2024-09-20 09:23:24,600 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 3:17:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0688, loss: 0.0688 +2024-09-20 09:23:46,779 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 3:16:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0696, loss: 0.0696 +2024-09-20 09:24:08,958 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 3:16:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0665, loss: 0.0665 +2024-09-20 09:24:18,318 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-09-20 09:27:35,696 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 09:27:36,160 - pyskl - INFO - +top1_acc 0.8798 +top5_acc 0.9767 +2024-09-20 09:27:36,165 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_136.pth was removed +2024-09-20 09:27:36,318 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2024-09-20 09:27:36,319 - pyskl - INFO - Best top1_acc is 0.8798 at 137 epoch. +2024-09-20 09:27:36,333 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8798, top5_acc: 0.9767 +2024-09-20 09:28:28,157 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 3:15:45, time: 0.518, data_time: 0.293, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0701, loss: 0.0701 +2024-09-20 09:28:50,821 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 3:15:22, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 +2024-09-20 09:29:13,131 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 3:14:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0712, loss: 0.0712 +2024-09-20 09:29:35,581 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 3:14:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0678, loss: 0.0678 +2024-09-20 09:29:58,364 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 3:14:13, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0712, loss: 0.0712 +2024-09-20 09:30:21,152 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 3:13:50, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0680, loss: 0.0680 +2024-09-20 09:30:42,827 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 3:13:27, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0739, loss: 0.0739 +2024-09-20 09:31:05,227 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 3:13:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0691, loss: 0.0691 +2024-09-20 09:31:28,052 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 3:12:41, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0694, loss: 0.0694 +2024-09-20 09:31:50,952 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 3:12:18, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0705, loss: 0.0705 +2024-09-20 09:32:13,522 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 3:11:55, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 +2024-09-20 09:32:35,942 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 3:11:32, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0717, loss: 0.0717 +2024-09-20 09:32:58,724 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 3:11:09, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0710, loss: 0.0710 +2024-09-20 09:33:20,757 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 3:10:46, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 +2024-09-20 09:33:43,062 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 3:10:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0675, loss: 0.0675 +2024-09-20 09:34:05,853 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 3:10:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0716, loss: 0.0716 +2024-09-20 09:34:27,878 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 3:09:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0713, loss: 0.0713 +2024-09-20 09:34:49,858 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 3:09:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 +2024-09-20 09:35:11,774 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 3:08:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 +2024-09-20 09:35:33,701 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 3:08:28, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 +2024-09-20 09:35:55,468 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 3:08:05, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 +2024-09-20 09:36:17,080 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 3:07:42, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0687, loss: 0.0687 +2024-09-20 09:36:39,084 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 3:07:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0702, loss: 0.0702 +2024-09-20 09:37:01,293 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 3:06:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0713, loss: 0.0713 +2024-09-20 09:37:23,912 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 3:06:33, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0693, loss: 0.0693 +2024-09-20 09:37:46,664 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 3:06:10, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0656, loss: 0.0656 +2024-09-20 09:38:09,163 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 3:05:47, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0708, loss: 0.0708 +2024-09-20 09:38:32,017 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 3:05:24, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0668, loss: 0.0668 +2024-09-20 09:38:54,563 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 3:05:01, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0713, loss: 0.0713 +2024-09-20 09:39:16,737 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 3:04:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0698, loss: 0.0698 +2024-09-20 09:39:39,629 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 3:04:15, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2024-09-20 09:40:02,679 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 3:03:52, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0681, loss: 0.0681 +2024-09-20 09:40:26,099 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 3:03:29, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0685, loss: 0.0685 +2024-09-20 09:40:49,314 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 3:03:06, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0683, loss: 0.0683 +2024-09-20 09:41:11,830 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 3:02:43, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0708, loss: 0.0708 +2024-09-20 09:41:33,813 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 3:02:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0693, loss: 0.0693 +2024-09-20 09:41:55,877 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 3:01:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 +2024-09-20 09:42:17,846 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 3:01:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0710, loss: 0.0710 +2024-09-20 09:42:40,027 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 3:01:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 +2024-09-20 09:42:49,811 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-09-20 09:46:09,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 09:46:10,508 - pyskl - INFO - +top1_acc 0.8761 +top5_acc 0.9751 +2024-09-20 09:46:10,524 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8761, top5_acc: 0.9751 +2024-09-20 09:47:02,806 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 3:00:40, time: 0.523, data_time: 0.299, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0686, loss: 0.0686 +2024-09-20 09:47:25,786 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 3:00:17, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0705, loss: 0.0705 +2024-09-20 09:47:48,608 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 2:59:54, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0660, loss: 0.0660 +2024-09-20 09:48:11,466 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 2:59:31, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0710, loss: 0.0710 +2024-09-20 09:48:34,222 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 2:59:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 +2024-09-20 09:48:56,118 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 2:58:45, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0653, loss: 0.0653 +2024-09-20 09:49:18,532 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 2:58:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0696, loss: 0.0696 +2024-09-20 09:49:40,904 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 2:57:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0668, loss: 0.0668 +2024-09-20 09:50:04,130 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 2:57:36, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0666, loss: 0.0666 +2024-09-20 09:50:26,894 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 2:57:13, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0705, loss: 0.0705 +2024-09-20 09:50:49,362 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 2:56:50, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 +2024-09-20 09:51:12,260 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 2:56:27, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0663, loss: 0.0663 +2024-09-20 09:51:35,243 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 2:56:04, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0664, loss: 0.0664 +2024-09-20 09:51:58,462 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 2:55:41, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0689, loss: 0.0689 +2024-09-20 09:52:21,397 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 2:55:18, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0665, loss: 0.0665 +2024-09-20 09:52:43,980 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 2:54:55, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640 +2024-09-20 09:53:06,100 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 2:54:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0664, loss: 0.0664 +2024-09-20 09:53:28,035 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 2:54:09, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0703, loss: 0.0703 +2024-09-20 09:53:50,302 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 2:53:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0698, loss: 0.0698 +2024-09-20 09:54:12,476 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 2:53:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 +2024-09-20 09:54:34,261 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 2:53:00, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0683, loss: 0.0683 +2024-09-20 09:54:56,178 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 2:52:37, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 +2024-09-20 09:55:18,145 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 2:52:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 +2024-09-20 09:55:40,149 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 2:51:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662 +2024-09-20 09:56:01,644 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 2:51:28, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0679, loss: 0.0679 +2024-09-20 09:56:23,553 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 2:51:04, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0694, loss: 0.0694 +2024-09-20 09:56:44,996 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 2:50:41, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0644, loss: 0.0644 +2024-09-20 09:57:07,718 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 2:50:18, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0693, loss: 0.0693 +2024-09-20 09:57:29,195 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 2:49:55, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0687, loss: 0.0687 +2024-09-20 09:57:51,638 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 2:49:32, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0690, loss: 0.0690 +2024-09-20 09:58:13,929 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 2:49:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700 +2024-09-20 09:58:36,273 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 2:48:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0694, loss: 0.0694 +2024-09-20 09:58:58,512 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 2:48:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0669, loss: 0.0669 +2024-09-20 09:59:21,321 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 2:48:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662 +2024-09-20 09:59:44,182 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 2:47:37, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662 +2024-09-20 10:00:06,637 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 2:47:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0680, loss: 0.0680 +2024-09-20 10:00:28,630 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 2:46:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0664, loss: 0.0664 +2024-09-20 10:00:50,812 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 2:46:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0667, loss: 0.0667 +2024-09-20 10:01:12,941 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 2:46:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662 +2024-09-20 10:01:22,793 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-09-20 10:04:41,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 10:04:42,204 - pyskl - INFO - +top1_acc 0.8776 +top5_acc 0.9758 +2024-09-20 10:04:42,222 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8776, top5_acc: 0.9758 +2024-09-20 10:05:35,553 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 2:45:35, time: 0.533, data_time: 0.315, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0657, loss: 0.0657 +2024-09-20 10:05:58,196 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 2:45:12, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0692, loss: 0.0692 +2024-09-20 10:06:20,691 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 2:44:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0674, loss: 0.0674 +2024-09-20 10:06:43,529 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 2:44:26, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0697, loss: 0.0697 +2024-09-20 10:07:06,413 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 2:44:03, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0665, loss: 0.0665 +2024-09-20 10:07:28,480 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 2:43:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 +2024-09-20 10:07:51,174 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 2:43:17, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0645, loss: 0.0645 +2024-09-20 10:08:13,535 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 2:42:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0679, loss: 0.0679 +2024-09-20 10:08:36,732 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 2:42:31, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0689, loss: 0.0689 +2024-09-20 10:08:59,514 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 2:42:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0653, loss: 0.0653 +2024-09-20 10:09:22,755 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 2:41:45, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0670, loss: 0.0670 +2024-09-20 10:09:45,641 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 2:41:22, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0655, loss: 0.0655 +2024-09-20 10:10:08,580 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 2:40:59, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0674, loss: 0.0674 +2024-09-20 10:10:31,466 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 2:40:36, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0671, loss: 0.0671 +2024-09-20 10:10:54,541 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 2:40:13, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0669, loss: 0.0669 +2024-09-20 10:11:17,101 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 2:39:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 10:11:39,640 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 2:39:27, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0660, loss: 0.0660 +2024-09-20 10:12:02,481 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 2:39:04, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0647, loss: 0.0647 +2024-09-20 10:12:25,389 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 2:38:41, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0654, loss: 0.0654 +2024-09-20 10:12:48,093 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 2:38:18, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0655, loss: 0.0655 +2024-09-20 10:13:09,837 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 2:37:55, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0671, loss: 0.0671 +2024-09-20 10:13:31,790 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 2:37:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0652, loss: 0.0652 +2024-09-20 10:13:54,069 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 2:37:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0647, loss: 0.0647 +2024-09-20 10:14:16,341 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 2:36:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0669, loss: 0.0669 +2024-09-20 10:14:38,526 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 2:36:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-09-20 10:15:00,358 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 2:35:59, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0670, loss: 0.0670 +2024-09-20 10:15:22,520 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 2:35:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 +2024-09-20 10:15:44,858 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 2:35:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0674, loss: 0.0674 +2024-09-20 10:16:07,851 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 2:34:50, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2024-09-20 10:16:30,502 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 2:34:27, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0644, loss: 0.0644 +2024-09-20 10:16:53,489 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 2:34:04, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0683, loss: 0.0683 +2024-09-20 10:17:16,531 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 2:33:41, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0647, loss: 0.0647 +2024-09-20 10:17:39,383 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 2:33:18, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 +2024-09-20 10:18:01,773 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 2:32:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0656, loss: 0.0656 +2024-09-20 10:18:23,946 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 2:32:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0681, loss: 0.0681 +2024-09-20 10:18:46,556 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 2:32:09, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2024-09-20 10:19:09,501 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 2:31:46, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-09-20 10:19:31,869 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 2:31:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 +2024-09-20 10:19:54,141 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 2:31:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662 +2024-09-20 10:20:03,885 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-09-20 10:23:20,456 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 10:23:20,936 - pyskl - INFO - +top1_acc 0.8765 +top5_acc 0.9761 +2024-09-20 10:23:20,951 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8765, top5_acc: 0.9761 +2024-09-20 10:24:15,307 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 2:30:30, time: 0.543, data_time: 0.316, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0655, loss: 0.0655 +2024-09-20 10:24:37,562 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 2:30:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 +2024-09-20 10:25:00,292 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 2:29:44, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0654, loss: 0.0654 +2024-09-20 10:25:23,220 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 2:29:21, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0667, loss: 0.0667 +2024-09-20 10:25:46,331 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 2:28:58, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0622, loss: 0.0622 +2024-09-20 10:26:09,242 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 2:28:35, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-09-20 10:26:32,046 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 2:28:12, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0634, loss: 0.0634 +2024-09-20 10:26:54,930 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 2:27:49, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0658, loss: 0.0658 +2024-09-20 10:27:18,049 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 2:27:26, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 +2024-09-20 10:27:40,891 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 2:27:03, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0674, loss: 0.0674 +2024-09-20 10:28:03,599 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 2:26:40, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0641, loss: 0.0641 +2024-09-20 10:28:25,870 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 2:26:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0647, loss: 0.0647 +2024-09-20 10:28:48,308 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 2:25:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0644, loss: 0.0644 +2024-09-20 10:29:11,309 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 2:25:31, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0645, loss: 0.0645 +2024-09-20 10:29:34,396 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 2:25:08, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0634, loss: 0.0634 +2024-09-20 10:29:57,210 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 2:24:45, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.0675, loss: 0.0675 +2024-09-20 10:30:19,972 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 2:24:22, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0656, loss: 0.0656 +2024-09-20 10:30:42,904 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 2:23:59, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0644, loss: 0.0644 +2024-09-20 10:31:05,721 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 2:23:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0659, loss: 0.0659 +2024-09-20 10:31:28,622 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 2:23:13, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 10:31:51,469 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 2:22:50, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2024-09-20 10:32:14,264 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 2:22:27, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0660, loss: 0.0660 +2024-09-20 10:32:36,404 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 2:22:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 +2024-09-20 10:32:58,233 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 2:21:41, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0673, loss: 0.0673 +2024-09-20 10:33:20,357 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 2:21:18, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0649, loss: 0.0649 +2024-09-20 10:33:42,429 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 2:20:55, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0692, loss: 0.0692 +2024-09-20 10:34:04,748 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 2:20:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-09-20 10:34:26,782 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 2:20:09, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 +2024-09-20 10:34:48,633 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 2:19:46, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0702, loss: 0.0702 +2024-09-20 10:35:10,751 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 2:19:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0659, loss: 0.0659 +2024-09-20 10:35:32,954 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 2:19:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2024-09-20 10:35:55,790 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 2:18:37, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0649, loss: 0.0649 +2024-09-20 10:36:18,773 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 2:18:14, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2024-09-20 10:36:41,587 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 2:17:51, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 +2024-09-20 10:37:04,395 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 2:17:28, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0644, loss: 0.0644 +2024-09-20 10:37:27,220 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 2:17:05, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0654, loss: 0.0654 +2024-09-20 10:37:50,259 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 2:16:42, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 +2024-09-20 10:38:12,742 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 2:16:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0655, loss: 0.0655 +2024-09-20 10:38:35,794 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 2:15:56, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0647, loss: 0.0647 +2024-09-20 10:38:45,436 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-09-20 10:42:07,973 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 10:42:08,676 - pyskl - INFO - +top1_acc 0.8768 +top5_acc 0.9758 +2024-09-20 10:42:08,701 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8768, top5_acc: 0.9758 +2024-09-20 10:43:01,060 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 2:15:25, time: 0.523, data_time: 0.304, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 +2024-09-20 10:43:23,081 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 2:15:02, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0653, loss: 0.0653 +2024-09-20 10:43:45,213 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 2:14:39, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640 +2024-09-20 10:44:07,472 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 2:14:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2024-09-20 10:44:29,887 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 2:13:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0658, loss: 0.0658 +2024-09-20 10:44:51,907 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 2:13:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 +2024-09-20 10:45:14,199 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 2:13:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0627, loss: 0.0627 +2024-09-20 10:45:37,412 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 2:12:44, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2024-09-20 10:46:00,029 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 2:12:21, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 +2024-09-20 10:46:22,305 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 2:11:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0645, loss: 0.0645 +2024-09-20 10:46:44,855 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 2:11:35, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-09-20 10:47:06,785 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 2:11:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0642, loss: 0.0642 +2024-09-20 10:47:28,521 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 2:10:49, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2024-09-20 10:47:51,403 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 2:10:26, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2024-09-20 10:48:14,199 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 2:10:03, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0658, loss: 0.0658 +2024-09-20 10:48:35,664 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 2:09:40, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0648, loss: 0.0648 +2024-09-20 10:48:57,860 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 2:09:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2024-09-20 10:49:20,119 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 2:08:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2024-09-20 10:49:42,979 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 2:08:31, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0642, loss: 0.0642 +2024-09-20 10:50:04,982 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 2:08:08, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-09-20 10:50:27,547 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 2:07:45, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 +2024-09-20 10:50:50,145 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 2:07:22, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0680, loss: 0.0680 +2024-09-20 10:51:12,379 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 2:06:59, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0647, loss: 0.0647 +2024-09-20 10:51:34,368 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 2:06:36, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0645, loss: 0.0645 +2024-09-20 10:51:56,086 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 2:06:13, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 +2024-09-20 10:52:17,956 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 2:05:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0657, loss: 0.0657 +2024-09-20 10:52:39,933 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 2:05:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640 +2024-09-20 10:53:02,227 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 2:05:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0681, loss: 0.0681 +2024-09-20 10:53:23,729 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 2:04:40, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0647, loss: 0.0647 +2024-09-20 10:53:45,171 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 2:04:17, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2024-09-20 10:54:06,781 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 2:03:54, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 +2024-09-20 10:54:28,561 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 2:03:31, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0670, loss: 0.0670 +2024-09-20 10:54:50,396 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 2:03:08, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2024-09-20 10:55:12,719 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 2:02:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0622, loss: 0.0622 +2024-09-20 10:55:35,558 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 2:02:22, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0665, loss: 0.0665 +2024-09-20 10:55:58,138 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 2:01:59, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-09-20 10:56:20,493 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 2:01:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0634, loss: 0.0634 +2024-09-20 10:56:43,494 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 2:01:13, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2024-09-20 10:57:06,298 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 2:00:50, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0681, loss: 0.0681 +2024-09-20 10:57:16,553 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-09-20 11:00:39,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 11:00:40,376 - pyskl - INFO - +top1_acc 0.8768 +top5_acc 0.9764 +2024-09-20 11:00:40,395 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8768, top5_acc: 0.9764 +2024-09-20 11:01:32,329 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 2:00:19, time: 0.519, data_time: 0.301, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0627, loss: 0.0627 +2024-09-20 11:01:54,428 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 1:59:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2024-09-20 11:02:16,412 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 1:59:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 +2024-09-20 11:02:38,740 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 1:59:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2024-09-20 11:03:01,410 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 1:58:47, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2024-09-20 11:03:23,484 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 1:58:24, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0641, loss: 0.0641 +2024-09-20 11:03:45,789 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 1:58:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 +2024-09-20 11:04:07,751 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 1:57:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2024-09-20 11:04:30,916 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 1:57:15, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2024-09-20 11:04:53,943 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 1:56:52, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 +2024-09-20 11:05:17,125 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 1:56:29, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2024-09-20 11:05:40,129 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 1:56:06, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 +2024-09-20 11:06:03,274 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 1:55:43, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 +2024-09-20 11:06:26,464 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 1:55:20, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0681, loss: 0.0681 +2024-09-20 11:06:49,521 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 1:54:57, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 +2024-09-20 11:07:11,994 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 1:54:34, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0627, loss: 0.0627 +2024-09-20 11:07:34,041 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 1:54:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0656, loss: 0.0656 +2024-09-20 11:07:56,413 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 1:53:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640 +2024-09-20 11:08:18,947 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 1:53:25, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2024-09-20 11:08:41,489 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 1:53:02, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0606, loss: 0.0606 +2024-09-20 11:09:03,483 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 1:52:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0627, loss: 0.0627 +2024-09-20 11:09:25,589 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 1:52:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2024-09-20 11:09:47,699 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 1:51:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0653, loss: 0.0653 +2024-09-20 11:10:09,520 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 1:51:30, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0658, loss: 0.0658 +2024-09-20 11:10:32,058 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 1:51:07, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2024-09-20 11:10:54,414 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 1:50:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2024-09-20 11:11:17,155 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 1:50:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 +2024-09-20 11:11:39,239 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 1:49:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0654, loss: 0.0654 +2024-09-20 11:12:01,643 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 1:49:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2024-09-20 11:12:23,862 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 1:49:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0660, loss: 0.0660 +2024-09-20 11:12:46,179 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 1:48:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 +2024-09-20 11:13:08,262 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 1:48:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 +2024-09-20 11:13:30,288 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 1:48:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-09-20 11:13:52,489 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 1:47:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 +2024-09-20 11:14:14,709 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 1:47:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2024-09-20 11:14:36,436 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 1:46:54, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0653, loss: 0.0653 +2024-09-20 11:14:58,241 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 1:46:31, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0663, loss: 0.0663 +2024-09-20 11:15:20,474 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 1:46:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0659, loss: 0.0659 +2024-09-20 11:15:42,507 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 1:45:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 +2024-09-20 11:15:51,855 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-09-20 11:19:07,391 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 11:19:07,948 - pyskl - INFO - +top1_acc 0.8792 +top5_acc 0.9767 +2024-09-20 11:19:07,965 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8792, top5_acc: 0.9767 +2024-09-20 11:19:58,327 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 1:45:14, time: 0.504, data_time: 0.287, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-09-20 11:20:20,320 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 1:44:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 +2024-09-20 11:20:42,620 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 1:44:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-09-20 11:21:04,652 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 1:44:05, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2024-09-20 11:21:26,783 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 1:43:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 +2024-09-20 11:21:49,356 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 1:43:19, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0615, loss: 0.0615 +2024-09-20 11:22:11,616 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 1:42:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2024-09-20 11:22:33,569 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 1:42:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2024-09-20 11:22:56,019 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 1:42:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 +2024-09-20 11:23:18,210 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 1:41:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0641, loss: 0.0641 +2024-09-20 11:23:40,214 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 1:41:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 11:24:02,596 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 1:41:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 +2024-09-20 11:24:24,896 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 1:40:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0644, loss: 0.0644 +2024-09-20 11:24:46,876 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 1:40:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0637, loss: 0.0637 +2024-09-20 11:25:08,812 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 1:39:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-09-20 11:25:30,987 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 1:39:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 +2024-09-20 11:25:53,382 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 1:39:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0641, loss: 0.0641 +2024-09-20 11:26:15,434 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 1:38:42, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640 +2024-09-20 11:26:37,466 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 1:38:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640 +2024-09-20 11:26:59,814 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 1:37:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 11:27:21,575 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 1:37:33, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 +2024-09-20 11:27:44,036 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 1:37:10, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0627, loss: 0.0627 +2024-09-20 11:28:06,637 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 1:36:47, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2024-09-20 11:28:29,583 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 1:36:24, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-09-20 11:28:52,195 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 1:36:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2024-09-20 11:29:15,048 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 1:35:38, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0634, loss: 0.0634 +2024-09-20 11:29:37,900 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 1:35:15, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0641, loss: 0.0641 +2024-09-20 11:30:00,013 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 1:34:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2024-09-20 11:30:22,104 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 1:34:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2024-09-20 11:30:44,091 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 1:34:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 +2024-09-20 11:31:06,322 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 1:33:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2024-09-20 11:31:28,321 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 1:33:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 +2024-09-20 11:31:50,555 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 1:32:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2024-09-20 11:32:12,612 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 1:32:34, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2024-09-20 11:32:34,614 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 1:32:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 +2024-09-20 11:32:56,405 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 1:31:48, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 11:33:18,792 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 1:31:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0648, loss: 0.0648 +2024-09-20 11:33:41,389 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 1:31:02, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-09-20 11:34:04,178 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 1:30:39, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2024-09-20 11:34:14,750 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-09-20 11:37:33,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 11:37:34,439 - pyskl - INFO - +top1_acc 0.8795 +top5_acc 0.9763 +2024-09-20 11:37:34,455 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8795, top5_acc: 0.9763 +2024-09-20 11:38:28,584 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 1:30:08, time: 0.541, data_time: 0.316, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 +2024-09-20 11:38:50,949 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 1:29:45, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 11:39:12,718 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 1:29:22, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 +2024-09-20 11:39:35,003 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 1:28:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2024-09-20 11:39:57,187 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 1:28:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0663, loss: 0.0663 +2024-09-20 11:40:19,413 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 1:28:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2024-09-20 11:40:41,757 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 1:27:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0641, loss: 0.0641 +2024-09-20 11:41:04,138 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 1:27:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2024-09-20 11:41:26,157 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 1:27:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2024-09-20 11:41:48,769 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 1:26:41, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2024-09-20 11:42:10,921 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 1:26:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2024-09-20 11:42:32,981 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 1:25:55, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0663, loss: 0.0663 +2024-09-20 11:42:55,144 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 1:25:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0645, loss: 0.0645 +2024-09-20 11:43:17,548 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 1:25:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2024-09-20 11:43:40,133 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 1:24:46, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 +2024-09-20 11:44:02,650 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 1:24:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2024-09-20 11:44:25,427 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 1:24:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 +2024-09-20 11:44:48,240 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 1:23:37, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2024-09-20 11:45:11,189 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 1:23:14, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2024-09-20 11:45:34,012 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 1:22:51, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2024-09-20 11:45:56,010 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 1:22:28, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2024-09-20 11:46:18,484 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 1:22:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640 +2024-09-20 11:46:41,109 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 1:21:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-09-20 11:47:03,945 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 1:21:19, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-09-20 11:47:26,544 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 1:20:56, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0653, loss: 0.0653 +2024-09-20 11:47:49,157 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 1:20:33, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-09-20 11:48:11,781 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 1:20:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0615, loss: 0.0615 +2024-09-20 11:48:34,081 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 1:19:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-09-20 11:48:56,336 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 1:19:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 +2024-09-20 11:49:19,337 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 1:19:01, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0608, loss: 0.0608 +2024-09-20 11:49:41,873 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 1:18:38, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2024-09-20 11:50:04,258 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 1:18:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2024-09-20 11:50:26,101 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 1:17:52, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2024-09-20 11:50:48,033 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 1:17:29, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0627, loss: 0.0627 +2024-09-20 11:51:09,740 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 1:17:06, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 +2024-09-20 11:51:31,762 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 1:16:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2024-09-20 11:51:53,509 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 1:16:20, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-09-20 11:52:15,053 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 1:15:57, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2024-09-20 11:52:36,845 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 1:15:34, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2024-09-20 11:52:46,725 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-09-20 11:56:02,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 11:56:03,448 - pyskl - INFO - +top1_acc 0.8788 +top5_acc 0.9762 +2024-09-20 11:56:03,463 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8788, top5_acc: 0.9762 +2024-09-20 11:57:00,089 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 1:15:03, time: 0.566, data_time: 0.347, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 +2024-09-20 11:57:22,190 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 1:14:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0642, loss: 0.0642 +2024-09-20 11:57:44,622 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 1:14:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2024-09-20 11:58:06,788 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 1:13:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-09-20 11:58:29,070 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 1:13:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0645, loss: 0.0645 +2024-09-20 11:58:51,593 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 1:13:08, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 +2024-09-20 11:59:13,922 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 1:12:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2024-09-20 11:59:36,518 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 1:12:22, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2024-09-20 11:59:59,504 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 1:11:59, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2024-09-20 12:00:22,435 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 1:11:36, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 +2024-09-20 12:00:44,870 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 1:11:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 +2024-09-20 12:01:07,003 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 1:10:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-09-20 12:01:29,268 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 1:10:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 +2024-09-20 12:01:51,263 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 1:10:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2024-09-20 12:02:13,635 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 1:09:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 +2024-09-20 12:02:36,108 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 1:09:18, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 +2024-09-20 12:02:58,667 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 1:08:55, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2024-09-20 12:03:21,298 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 1:08:32, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2024-09-20 12:03:43,135 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 1:08:09, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-09-20 12:04:05,361 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 1:07:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2024-09-20 12:04:28,197 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 1:07:23, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 +2024-09-20 12:04:51,456 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 1:07:00, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0622, loss: 0.0622 +2024-09-20 12:05:13,628 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 1:06:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2024-09-20 12:05:35,338 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 1:06:14, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2024-09-20 12:05:57,444 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 1:05:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2024-09-20 12:06:19,740 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 1:05:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2024-09-20 12:06:41,477 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 1:05:05, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2024-09-20 12:07:03,093 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 1:04:42, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 +2024-09-20 12:07:25,541 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 1:04:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2024-09-20 12:07:47,726 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 1:03:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0639, loss: 0.0639 +2024-09-20 12:08:09,316 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 1:03:33, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-09-20 12:08:31,225 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 1:03:10, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0601, loss: 0.0601 +2024-09-20 12:08:53,433 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 1:02:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-09-20 12:09:15,353 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 1:02:24, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 +2024-09-20 12:09:37,716 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 1:02:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2024-09-20 12:09:59,416 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 1:01:38, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2024-09-20 12:10:21,283 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:01:15, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 +2024-09-20 12:10:43,626 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:00:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2024-09-20 12:11:05,671 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:00:29, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0601, loss: 0.0601 +2024-09-20 12:11:15,212 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-09-20 12:14:29,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 12:14:30,000 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9764 +2024-09-20 12:14:30,017 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8794, top5_acc: 0.9764 +2024-09-20 12:15:21,648 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 0:59:57, time: 0.516, data_time: 0.297, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2024-09-20 12:15:43,237 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 0:59:34, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0602, loss: 0.0602 +2024-09-20 12:16:05,789 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 0:59:11, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0673, loss: 0.0673 +2024-09-20 12:16:28,142 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 0:58:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2024-09-20 12:16:50,430 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 0:58:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2024-09-20 12:17:13,959 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 0:58:02, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 +2024-09-20 12:17:36,862 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 0:57:39, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2024-09-20 12:17:59,963 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 0:57:16, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2024-09-20 12:18:23,105 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 0:56:53, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-09-20 12:18:46,023 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 0:56:30, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2024-09-20 12:19:08,258 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 0:56:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2024-09-20 12:19:30,824 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 0:55:45, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0615, loss: 0.0615 +2024-09-20 12:19:52,955 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 0:55:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0634, loss: 0.0634 +2024-09-20 12:20:15,280 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 0:54:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-09-20 12:20:38,245 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 0:54:36, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-09-20 12:21:01,105 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 0:54:13, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0648, loss: 0.0648 +2024-09-20 12:21:24,321 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 0:53:50, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0622, loss: 0.0622 +2024-09-20 12:21:47,480 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 0:53:27, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2024-09-20 12:22:10,279 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 0:53:04, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2024-09-20 12:22:33,545 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 0:52:41, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0656, loss: 0.0656 +2024-09-20 12:22:56,693 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 0:52:18, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2024-09-20 12:23:19,575 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 0:51:55, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0608, loss: 0.0608 +2024-09-20 12:23:42,491 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 0:51:32, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2024-09-20 12:24:05,330 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 0:51:09, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2024-09-20 12:24:27,899 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 0:50:46, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0634, loss: 0.0634 +2024-09-20 12:24:50,647 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 0:50:23, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2024-09-20 12:25:13,797 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 0:50:00, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 12:25:37,197 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 0:49:37, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2024-09-20 12:25:59,894 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 0:49:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2024-09-20 12:26:23,188 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 0:48:51, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0592, loss: 0.0592 +2024-09-20 12:26:46,482 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 0:48:28, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2024-09-20 12:27:09,018 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 0:48:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-09-20 12:27:31,382 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 0:47:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2024-09-20 12:27:54,292 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 0:47:19, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2024-09-20 12:28:17,063 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 0:46:56, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2024-09-20 12:28:40,257 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 0:46:33, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0622, loss: 0.0622 +2024-09-20 12:29:02,992 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 0:46:10, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 +2024-09-20 12:29:25,450 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 0:45:47, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2024-09-20 12:29:47,801 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 0:45:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2024-09-20 12:29:57,679 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-09-20 12:33:12,672 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 12:33:13,171 - pyskl - INFO - +top1_acc 0.8790 +top5_acc 0.9768 +2024-09-20 12:33:13,186 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8790, top5_acc: 0.9768 +2024-09-20 12:34:07,457 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 0:44:52, time: 0.543, data_time: 0.321, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2024-09-20 12:34:29,453 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 0:44:29, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2024-09-20 12:34:51,556 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 0:44:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0615, loss: 0.0615 +2024-09-20 12:35:13,476 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 0:43:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 +2024-09-20 12:35:35,896 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 0:43:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2024-09-20 12:35:58,086 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 0:42:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2024-09-20 12:36:20,563 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 0:42:34, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2024-09-20 12:36:43,372 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 0:42:11, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2024-09-20 12:37:06,273 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 0:41:49, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-09-20 12:37:28,623 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 0:41:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-09-20 12:37:51,098 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 0:41:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0598, loss: 0.0598 +2024-09-20 12:38:13,071 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 0:40:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2024-09-20 12:38:35,961 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 0:40:17, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0603, loss: 0.0603 +2024-09-20 12:38:58,850 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 0:39:54, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2024-09-20 12:39:21,471 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 0:39:31, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 +2024-09-20 12:39:43,842 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 0:39:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 +2024-09-20 12:40:06,780 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 0:38:45, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 12:40:29,904 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 0:38:22, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0599, loss: 0.0599 +2024-09-20 12:40:52,297 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 0:37:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2024-09-20 12:41:14,507 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 0:37:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2024-09-20 12:41:36,871 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 0:37:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0649, loss: 0.0649 +2024-09-20 12:41:58,451 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 0:36:50, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2024-09-20 12:42:21,074 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 0:36:27, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0598, loss: 0.0598 +2024-09-20 12:42:43,506 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 0:36:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0665, loss: 0.0665 +2024-09-20 12:43:06,172 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 0:35:41, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 +2024-09-20 12:43:27,928 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 0:35:18, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2024-09-20 12:43:49,774 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 0:34:55, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 12:44:11,676 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 0:34:32, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2024-09-20 12:44:33,710 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 0:34:09, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2024-09-20 12:44:56,097 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 0:33:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2024-09-20 12:45:18,425 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 0:33:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 12:45:40,341 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 0:33:00, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0592, loss: 0.0592 +2024-09-20 12:46:03,068 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 0:32:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-09-20 12:46:25,319 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 0:32:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2024-09-20 12:46:47,325 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 0:31:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2024-09-20 12:47:09,210 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 0:31:28, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-09-20 12:47:31,625 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 0:31:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2024-09-20 12:47:53,510 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:30:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2024-09-20 12:48:16,332 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:30:19, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 +2024-09-20 12:48:26,902 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-09-20 12:51:47,324 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 12:51:47,812 - pyskl - INFO - +top1_acc 0.8773 +top5_acc 0.9759 +2024-09-20 12:51:47,827 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8773, top5_acc: 0.9759 +2024-09-20 12:52:40,061 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:29:47, time: 0.522, data_time: 0.303, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2024-09-20 12:53:02,456 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:29:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2024-09-20 12:53:24,793 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:29:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-09-20 12:53:47,255 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:28:38, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-09-20 12:54:10,109 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:28:15, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 +2024-09-20 12:54:32,947 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:27:52, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-09-20 12:54:55,766 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:27:29, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0606, loss: 0.0606 +2024-09-20 12:55:18,962 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:27:06, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0603, loss: 0.0603 +2024-09-20 12:55:41,894 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:26:43, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0634, loss: 0.0634 +2024-09-20 12:56:05,326 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:26:20, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 +2024-09-20 12:56:28,948 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:25:57, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0597, loss: 0.0597 +2024-09-20 12:56:52,367 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:25:34, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 12:57:15,045 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:25:11, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0594, loss: 0.0594 +2024-09-20 12:57:37,821 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:24:48, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2024-09-20 12:58:00,737 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:24:25, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2024-09-20 12:58:24,014 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:24:02, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2024-09-20 12:58:47,152 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:23:39, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 +2024-09-20 12:59:10,531 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:23:16, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2024-09-20 12:59:33,438 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:22:53, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2024-09-20 12:59:56,594 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:22:31, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2024-09-20 13:00:20,224 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:22:08, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2024-09-20 13:00:43,907 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:21:45, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 +2024-09-20 13:01:07,507 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:21:22, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0647, loss: 0.0647 +2024-09-20 13:01:30,993 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:20:59, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 +2024-09-20 13:01:54,387 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:20:36, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-09-20 13:02:18,058 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:20:13, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-09-20 13:02:41,693 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:19:50, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0634, loss: 0.0634 +2024-09-20 13:03:05,212 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:19:27, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 +2024-09-20 13:03:28,484 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:19:04, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596 +2024-09-20 13:03:52,010 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:18:41, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0590, loss: 0.0590 +2024-09-20 13:04:15,477 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:18:18, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0622, loss: 0.0622 +2024-09-20 13:04:38,848 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:17:55, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2024-09-20 13:05:02,469 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:17:32, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0677, loss: 0.0677 +2024-09-20 13:05:25,670 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:17:09, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 +2024-09-20 13:05:49,147 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:16:46, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2024-09-20 13:06:12,716 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:16:23, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2024-09-20 13:06:35,660 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:16:00, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0660, loss: 0.0660 +2024-09-20 13:06:58,623 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:15:37, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0622, loss: 0.0622 +2024-09-20 13:07:22,367 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:15:14, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-09-20 13:07:33,019 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-09-20 13:10:54,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 13:10:54,747 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9768 +2024-09-20 13:10:54,764 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8794, top5_acc: 0.9768 +2024-09-20 13:11:46,771 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:14:42, time: 0.520, data_time: 0.297, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2024-09-20 13:12:09,225 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:14:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-09-20 13:12:31,677 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:13:56, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 +2024-09-20 13:12:54,426 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:13:33, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2024-09-20 13:13:17,026 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:13:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 +2024-09-20 13:13:39,860 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:12:47, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 +2024-09-20 13:14:02,546 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:12:24, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0606, loss: 0.0606 +2024-09-20 13:14:25,526 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:12:01, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2024-09-20 13:14:48,989 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:11:38, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2024-09-20 13:15:12,041 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:11:15, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2024-09-20 13:15:35,407 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:10:52, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2024-09-20 13:15:58,508 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:10:29, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-09-20 13:16:21,743 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:10:06, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2024-09-20 13:16:44,638 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:09:43, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2024-09-20 13:17:07,792 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:09:20, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-09-20 13:17:31,270 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:08:57, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 +2024-09-20 13:17:54,752 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:08:34, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 13:18:18,108 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:08:11, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0641, loss: 0.0641 +2024-09-20 13:18:41,346 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:07:48, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0599, loss: 0.0599 +2024-09-20 13:19:05,127 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:07:25, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 13:19:28,643 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:07:02, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2024-09-20 13:19:51,740 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:06:39, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0606, loss: 0.0606 +2024-09-20 13:20:15,341 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:06:16, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0608, loss: 0.0608 +2024-09-20 13:20:38,895 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:05:53, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2024-09-20 13:21:02,162 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:05:30, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2024-09-20 13:21:25,178 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:05:07, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 +2024-09-20 13:21:48,399 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:04:44, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640 +2024-09-20 13:22:12,203 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:04:21, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2024-09-20 13:22:35,791 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:03:59, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-09-20 13:22:59,262 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:03:36, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2024-09-20 13:23:22,613 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:03:13, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2024-09-20 13:23:45,223 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:02:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2024-09-20 13:24:08,709 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:02:27, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2024-09-20 13:24:32,227 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:02:04, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2024-09-20 13:24:56,026 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:01:41, time: 0.238, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0637, loss: 0.0637 +2024-09-20 13:25:19,609 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:01:18, time: 0.236, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2024-09-20 13:25:43,138 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:00:55, time: 0.235, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0637, loss: 0.0637 +2024-09-20 13:26:07,084 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:00:32, time: 0.239, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-09-20 13:26:30,266 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:09, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2024-09-20 13:26:41,168 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-09-20 13:30:04,327 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 13:30:04,983 - pyskl - INFO - +top1_acc 0.8782 +top5_acc 0.9764 +2024-09-20 13:30:05,000 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8782, top5_acc: 0.9764 +2024-09-20 13:30:19,336 - pyskl - INFO - 50919 videos remain after valid thresholding +2024-09-20 14:03:02,866 - pyskl - INFO - Testing results of the last checkpoint +2024-09-20 14:03:02,866 - pyskl - INFO - top1_acc: 0.8808 +2024-09-20 14:03:02,866 - pyskl - INFO - top5_acc: 0.9776 +2024-09-20 14:03:02,867 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xsub/b_2/best_top1_acc_epoch_137.pth +2024-09-20 14:35:36,235 - pyskl - INFO - Testing results of the best checkpoint +2024-09-20 14:35:36,236 - pyskl - INFO - top1_acc: 0.8827 +2024-09-20 14:35:36,236 - pyskl - INFO - top5_acc: 0.9780