diff --git "a/ntu120_xsub/k_2/20231227_203500.log" "b/ntu120_xsub/k_2/20231227_203500.log" new file mode 100644--- /dev/null +++ "b/ntu120_xsub/k_2/20231227_203500.log" @@ -0,0 +1,7066 @@ +2023-12-27 20:35:01,043 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] +CUDA available: True +GPU 0: NVIDIA GeForce RTX 3080 +CUDA_HOME: /usr +NVCC: Cuda compilation tools, release 10.1, V10.1.24 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.2) 9.4.0 +PyTorch: 1.11.0 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, + +TorchVision: 0.12.0 +OpenCV: 4.8.1 +MMCV: 1.5.0 +MMCV Compiler: GCC 7.3 +MMCV CUDA Compiler: 11.3 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2023-12-27 20:35:01,960 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu120_xsub/k_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_1', num_classes=120, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file= + '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file= + '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file= + '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2023-12-27 20:35:01,960 - pyskl - INFO - Set random seed to 783273337, deterministic: False +2023-12-27 20:35:13,276 - pyskl - INFO - 63026 videos remain after valid thresholding +2023-12-27 20:35:31,244 - pyskl - INFO - 50919 videos remain after valid thresholding +2023-12-27 20:35:31,296 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2 +2023-12-27 20:35:31,297 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2023-12-27 20:35:31,297 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-27 20:35:31,297 - pyskl - INFO - Checkpoints will be saved to /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2 by HardDiskBackend. +2023-12-27 20:36:29,619 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 3 days, 23:43:08, time: 0.583, data_time: 0.317, memory: 5236, top1_acc: 0.0150, top5_acc: 0.0700, loss_cls: 5.8183, loss: 5.8183 +2023-12-27 20:36:54,947 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 2 days, 20:38:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.0413, top5_acc: 0.1437, loss_cls: 5.4135, loss: 5.4135 +2023-12-27 20:37:20,098 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 2 days, 11:30:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.0431, top5_acc: 0.1800, loss_cls: 5.2358, loss: 5.2358 +2023-12-27 20:37:45,426 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 2 days, 7:00:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.0569, top5_acc: 0.2306, loss_cls: 5.1509, loss: 5.1509 +2023-12-27 20:38:10,771 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 2 days, 4:18:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.0556, top5_acc: 0.2356, loss_cls: 5.1490, loss: 5.1490 +2023-12-27 20:38:36,163 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 2 days, 2:31:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.0769, top5_acc: 0.2787, loss_cls: 5.1429, loss: 5.1429 +2023-12-27 20:39:01,770 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 2 days, 1:17:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.0762, top5_acc: 0.2825, loss_cls: 5.0081, loss: 5.0081 +2023-12-27 20:39:27,492 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 2 days, 0:24:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.0869, top5_acc: 0.3094, loss_cls: 4.7739, loss: 4.7739 +2023-12-27 20:39:53,234 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 1 day, 23:42:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.1144, top5_acc: 0.3231, loss_cls: 4.7312, loss: 4.7312 +2023-12-27 20:40:18,840 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 1 day, 23:07:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.1000, top5_acc: 0.3381, loss_cls: 4.7564, loss: 4.7564 +2023-12-27 20:40:44,607 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 1 day, 22:40:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.1219, top5_acc: 0.3956, loss_cls: 4.7284, loss: 4.7284 +2023-12-27 20:41:10,171 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 1 day, 22:15:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.1200, top5_acc: 0.4006, loss_cls: 4.9255, loss: 4.9255 +2023-12-27 20:41:35,693 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 1 day, 21:54:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.1319, top5_acc: 0.4163, loss_cls: 4.6640, loss: 4.6640 +2023-12-27 20:42:00,782 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 1 day, 21:33:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.1444, top5_acc: 0.4525, loss_cls: 4.7466, loss: 4.7466 +2023-12-27 20:42:25,930 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 1 day, 21:15:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.1569, top5_acc: 0.4631, loss_cls: 4.7257, loss: 4.7257 +2023-12-27 20:42:51,233 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 1 day, 21:00:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.1475, top5_acc: 0.4587, loss_cls: 4.6531, loss: 4.6531 +2023-12-27 20:43:16,409 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 1 day, 20:47:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.1600, top5_acc: 0.4825, loss_cls: 4.5148, loss: 4.5148 +2023-12-27 20:43:41,798 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 1 day, 20:35:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1675, top5_acc: 0.5194, loss_cls: 4.3163, loss: 4.3163 +2023-12-27 20:44:07,194 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 1 day, 20:25:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1794, top5_acc: 0.4938, loss_cls: 4.3729, loss: 4.3729 +2023-12-27 20:44:32,552 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 1 day, 20:16:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1888, top5_acc: 0.5312, loss_cls: 4.1875, loss: 4.1875 +2023-12-27 20:44:57,905 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 1 day, 20:08:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.2031, top5_acc: 0.5425, loss_cls: 4.0897, loss: 4.0897 +2023-12-27 20:45:23,068 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 1 day, 19:59:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.2256, top5_acc: 0.5787, loss_cls: 3.9883, loss: 3.9883 +2023-12-27 20:45:48,267 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 1 day, 19:51:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.2169, top5_acc: 0.5962, loss_cls: 3.9940, loss: 3.9940 +2023-12-27 20:46:13,553 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 1 day, 19:45:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.2300, top5_acc: 0.5875, loss_cls: 3.9026, loss: 3.9026 +2023-12-27 20:46:38,748 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 1 day, 19:38:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.2525, top5_acc: 0.5950, loss_cls: 3.8405, loss: 3.8405 +2023-12-27 20:47:03,955 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 1 day, 19:32:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.2506, top5_acc: 0.6162, loss_cls: 3.8174, loss: 3.8174 +2023-12-27 20:47:29,108 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 1 day, 19:26:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.2656, top5_acc: 0.6112, loss_cls: 3.7760, loss: 3.7760 +2023-12-27 20:47:54,231 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 1 day, 19:21:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.2750, top5_acc: 0.6350, loss_cls: 3.6380, loss: 3.6380 +2023-12-27 20:48:19,852 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 1 day, 19:17:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.2594, top5_acc: 0.6462, loss_cls: 3.5669, loss: 3.5669 +2023-12-27 20:48:45,018 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 1 day, 19:12:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.2800, top5_acc: 0.6531, loss_cls: 3.5007, loss: 3.5007 +2023-12-27 20:49:10,395 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 1 day, 19:08:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.2469, top5_acc: 0.6306, loss_cls: 3.5775, loss: 3.5775 +2023-12-27 20:49:35,580 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 1 day, 19:04:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.2894, top5_acc: 0.6706, loss_cls: 3.3598, loss: 3.3598 +2023-12-27 20:50:00,764 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 1 day, 19:00:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.2838, top5_acc: 0.6512, loss_cls: 3.3760, loss: 3.3760 +2023-12-27 20:50:26,033 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 1 day, 18:57:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3150, top5_acc: 0.6863, loss_cls: 3.2581, loss: 3.2581 +2023-12-27 20:50:51,168 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 1 day, 18:53:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.2900, top5_acc: 0.6594, loss_cls: 3.3437, loss: 3.3437 +2023-12-27 20:51:16,358 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 1 day, 18:49:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3175, top5_acc: 0.6956, loss_cls: 3.1941, loss: 3.1941 +2023-12-27 20:51:41,658 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 1 day, 18:46:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3113, top5_acc: 0.6706, loss_cls: 3.1902, loss: 3.1902 +2023-12-27 20:52:07,130 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 1 day, 18:44:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.3175, top5_acc: 0.6950, loss_cls: 3.1143, loss: 3.1143 +2023-12-27 20:52:32,443 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 1 day, 18:41:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3219, top5_acc: 0.6987, loss_cls: 3.1463, loss: 3.1463 +2023-12-27 20:52:43,373 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-27 20:56:33,718 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:56:34,320 - pyskl - INFO - +top1_acc 0.2682 +top5_acc 0.6516 +2023-12-27 20:56:34,536 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-27 20:56:34,538 - pyskl - INFO - Best top1_acc is 0.2682 at 1 epoch. +2023-12-27 20:56:34,559 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.2682, top5_acc: 0.6516 +2023-12-27 20:57:29,878 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 1 day, 19:26:30, time: 0.553, data_time: 0.302, memory: 5236, top1_acc: 0.3294, top5_acc: 0.7050, loss_cls: 3.0649, loss: 3.0649 +2023-12-27 20:57:55,307 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 1 day, 19:23:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3425, top5_acc: 0.7144, loss_cls: 2.9718, loss: 2.9718 +2023-12-27 20:58:20,489 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 1 day, 19:19:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3656, top5_acc: 0.7212, loss_cls: 2.9038, loss: 2.9038 +2023-12-27 20:58:45,874 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 1 day, 19:16:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3250, top5_acc: 0.7019, loss_cls: 3.0296, loss: 3.0296 +2023-12-27 20:59:11,217 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 1 day, 19:13:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3569, top5_acc: 0.7400, loss_cls: 2.9025, loss: 2.9025 +2023-12-27 20:59:36,688 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 1 day, 19:10:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.3631, top5_acc: 0.7438, loss_cls: 2.8525, loss: 2.8525 +2023-12-27 21:00:02,470 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 1 day, 19:08:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.3675, top5_acc: 0.7244, loss_cls: 2.8852, loss: 2.8852 +2023-12-27 21:00:27,941 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 1 day, 19:05:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.3850, top5_acc: 0.7375, loss_cls: 2.7726, loss: 2.7726 +2023-12-27 21:00:53,389 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 1 day, 19:03:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3606, top5_acc: 0.7419, loss_cls: 2.8074, loss: 2.8074 +2023-12-27 21:01:18,811 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 1 day, 19:01:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3675, top5_acc: 0.7600, loss_cls: 2.7348, loss: 2.7348 +2023-12-27 21:01:44,034 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 1 day, 18:58:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3869, top5_acc: 0.7588, loss_cls: 2.6748, loss: 2.6748 +2023-12-27 21:02:09,246 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 1 day, 18:55:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3944, top5_acc: 0.7494, loss_cls: 2.6850, loss: 2.6850 +2023-12-27 21:02:34,601 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 1 day, 18:53:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3762, top5_acc: 0.7412, loss_cls: 2.7064, loss: 2.7064 +2023-12-27 21:02:59,847 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 1 day, 18:50:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4050, top5_acc: 0.7700, loss_cls: 2.6229, loss: 2.6229 +2023-12-27 21:03:25,289 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 1 day, 18:48:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3906, top5_acc: 0.7469, loss_cls: 2.6824, loss: 2.6824 +2023-12-27 21:03:50,584 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 1 day, 18:46:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4006, top5_acc: 0.7606, loss_cls: 2.6319, loss: 2.6319 +2023-12-27 21:04:15,912 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 1 day, 18:44:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3981, top5_acc: 0.7850, loss_cls: 2.5705, loss: 2.5705 +2023-12-27 21:04:41,003 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 1 day, 18:41:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4256, top5_acc: 0.7881, loss_cls: 2.5115, loss: 2.5115 +2023-12-27 21:05:05,978 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 1 day, 18:39:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4344, top5_acc: 0.7975, loss_cls: 2.4766, loss: 2.4766 +2023-12-27 21:05:30,941 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 1 day, 18:36:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4294, top5_acc: 0.7819, loss_cls: 2.5335, loss: 2.5335 +2023-12-27 21:05:55,921 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 1 day, 18:34:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4100, top5_acc: 0.7913, loss_cls: 2.5144, loss: 2.5144 +2023-12-27 21:06:20,866 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 1 day, 18:31:50, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.4406, top5_acc: 0.7963, loss_cls: 2.4366, loss: 2.4366 +2023-12-27 21:06:45,867 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 1 day, 18:29:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4381, top5_acc: 0.7875, loss_cls: 2.4691, loss: 2.4691 +2023-12-27 21:07:10,851 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 1 day, 18:27:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4294, top5_acc: 0.7875, loss_cls: 2.4803, loss: 2.4803 +2023-12-27 21:07:35,810 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 1 day, 18:25:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4462, top5_acc: 0.8081, loss_cls: 2.3856, loss: 2.3856 +2023-12-27 21:08:00,804 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 1 day, 18:22:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4700, top5_acc: 0.8113, loss_cls: 2.3424, loss: 2.3424 +2023-12-27 21:08:25,801 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 1 day, 18:20:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4531, top5_acc: 0.7969, loss_cls: 2.3909, loss: 2.3909 +2023-12-27 21:08:50,790 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 1 day, 18:18:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4688, top5_acc: 0.8144, loss_cls: 2.3519, loss: 2.3519 +2023-12-27 21:09:15,740 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 1 day, 18:16:51, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.4263, top5_acc: 0.7875, loss_cls: 2.4373, loss: 2.4373 +2023-12-27 21:09:40,694 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 1 day, 18:14:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4662, top5_acc: 0.8025, loss_cls: 2.3661, loss: 2.3661 +2023-12-27 21:10:05,660 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 1 day, 18:12:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4631, top5_acc: 0.8000, loss_cls: 2.3548, loss: 2.3548 +2023-12-27 21:10:30,619 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 1 day, 18:11:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4681, top5_acc: 0.8106, loss_cls: 2.3102, loss: 2.3102 +2023-12-27 21:10:55,575 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 1 day, 18:09:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4662, top5_acc: 0.7919, loss_cls: 2.3818, loss: 2.3818 +2023-12-27 21:11:20,542 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 1 day, 18:07:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4662, top5_acc: 0.8100, loss_cls: 2.3355, loss: 2.3355 +2023-12-27 21:11:45,502 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 1 day, 18:05:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4838, top5_acc: 0.8213, loss_cls: 2.2511, loss: 2.2511 +2023-12-27 21:12:10,500 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 1 day, 18:03:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4763, top5_acc: 0.8150, loss_cls: 2.2932, loss: 2.2932 +2023-12-27 21:12:35,508 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 1 day, 18:02:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4763, top5_acc: 0.8269, loss_cls: 2.2846, loss: 2.2846 +2023-12-27 21:13:00,647 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 1 day, 18:00:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4644, top5_acc: 0.8137, loss_cls: 2.3159, loss: 2.3159 +2023-12-27 21:13:25,923 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 1 day, 17:59:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4769, top5_acc: 0.8163, loss_cls: 2.2928, loss: 2.2928 +2023-12-27 21:13:36,753 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-27 21:17:25,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:17:26,330 - pyskl - INFO - +top1_acc 0.4238 +top5_acc 0.7910 +2023-12-27 21:17:26,335 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_1.pth was removed +2023-12-27 21:17:26,551 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-27 21:17:26,553 - pyskl - INFO - Best top1_acc is 0.4238 at 2 epoch. +2023-12-27 21:17:26,574 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.4238, top5_acc: 0.7910 +2023-12-27 21:18:21,747 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 1 day, 18:22:00, time: 0.552, data_time: 0.298, memory: 5236, top1_acc: 0.4831, top5_acc: 0.8219, loss_cls: 2.2337, loss: 2.2337 +2023-12-27 21:18:47,380 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 1 day, 18:20:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.4906, top5_acc: 0.8300, loss_cls: 2.2128, loss: 2.2128 +2023-12-27 21:19:13,245 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 1 day, 18:20:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.5000, top5_acc: 0.8300, loss_cls: 2.1675, loss: 2.1675 +2023-12-27 21:19:38,431 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 1 day, 18:18:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4813, top5_acc: 0.8200, loss_cls: 2.2046, loss: 2.2046 +2023-12-27 21:20:03,605 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 1 day, 18:17:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4975, top5_acc: 0.8331, loss_cls: 2.1298, loss: 2.1298 +2023-12-27 21:20:28,868 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 1 day, 18:15:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5006, top5_acc: 0.8256, loss_cls: 2.1638, loss: 2.1638 +2023-12-27 21:20:54,125 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 1 day, 18:14:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5181, top5_acc: 0.8313, loss_cls: 2.1034, loss: 2.1034 +2023-12-27 21:21:19,277 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 1 day, 18:12:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5188, top5_acc: 0.8213, loss_cls: 2.1199, loss: 2.1199 +2023-12-27 21:21:44,370 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 1 day, 18:11:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4763, top5_acc: 0.7975, loss_cls: 2.2368, loss: 2.2368 +2023-12-27 21:22:09,368 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 1 day, 18:09:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5044, top5_acc: 0.8387, loss_cls: 2.0999, loss: 2.0999 +2023-12-27 21:22:34,325 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 1 day, 18:07:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5169, top5_acc: 0.8394, loss_cls: 2.0686, loss: 2.0686 +2023-12-27 21:22:59,246 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 1 day, 18:06:14, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5031, top5_acc: 0.8313, loss_cls: 2.1288, loss: 2.1288 +2023-12-27 21:23:24,210 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 1 day, 18:04:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5194, top5_acc: 0.8413, loss_cls: 2.0496, loss: 2.0496 +2023-12-27 21:23:49,175 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 1 day, 18:03:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5181, top5_acc: 0.8375, loss_cls: 2.0836, loss: 2.0836 +2023-12-27 21:24:14,160 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 1 day, 18:01:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5006, top5_acc: 0.8450, loss_cls: 2.1034, loss: 2.1034 +2023-12-27 21:24:39,093 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 1 day, 18:00:03, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5125, top5_acc: 0.8406, loss_cls: 2.0837, loss: 2.0837 +2023-12-27 21:25:04,037 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 1 day, 17:58:33, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5088, top5_acc: 0.8375, loss_cls: 2.1611, loss: 2.1611 +2023-12-27 21:25:28,957 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 1 day, 17:57:02, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5363, top5_acc: 0.8581, loss_cls: 1.9780, loss: 1.9780 +2023-12-27 21:25:53,875 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 1 day, 17:55:33, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5244, top5_acc: 0.8512, loss_cls: 2.0049, loss: 2.0049 +2023-12-27 21:26:18,809 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 1 day, 17:54:06, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5319, top5_acc: 0.8494, loss_cls: 2.0091, loss: 2.0091 +2023-12-27 21:26:43,765 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 1 day, 17:52:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5150, top5_acc: 0.8469, loss_cls: 2.0297, loss: 2.0297 +2023-12-27 21:27:08,719 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 1 day, 17:51:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5256, top5_acc: 0.8506, loss_cls: 2.0811, loss: 2.0811 +2023-12-27 21:27:33,656 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 1 day, 17:49:56, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5231, top5_acc: 0.8431, loss_cls: 2.0960, loss: 2.0960 +2023-12-27 21:27:58,614 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 1 day, 17:48:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5312, top5_acc: 0.8269, loss_cls: 2.0610, loss: 2.0610 +2023-12-27 21:28:23,553 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 1 day, 17:47:14, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5175, top5_acc: 0.8387, loss_cls: 2.0346, loss: 2.0346 +2023-12-27 21:28:48,487 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 1 day, 17:45:54, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5106, top5_acc: 0.8331, loss_cls: 2.1138, loss: 2.1138 +2023-12-27 21:29:13,437 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 1 day, 17:44:36, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5419, top5_acc: 0.8575, loss_cls: 1.9918, loss: 1.9918 +2023-12-27 21:29:38,373 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 1 day, 17:43:18, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5275, top5_acc: 0.8544, loss_cls: 1.9520, loss: 1.9520 +2023-12-27 21:30:03,456 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 1 day, 17:42:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5381, top5_acc: 0.8481, loss_cls: 2.0254, loss: 2.0254 +2023-12-27 21:30:28,658 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 1 day, 17:41:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5444, top5_acc: 0.8581, loss_cls: 1.9785, loss: 1.9785 +2023-12-27 21:30:53,909 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 1 day, 17:40:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5694, top5_acc: 0.8606, loss_cls: 1.8606, loss: 1.8606 +2023-12-27 21:31:19,226 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 1 day, 17:39:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5419, top5_acc: 0.8531, loss_cls: 2.0006, loss: 2.0006 +2023-12-27 21:31:44,279 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 1 day, 17:38:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5769, top5_acc: 0.8700, loss_cls: 1.8803, loss: 1.8803 +2023-12-27 21:32:09,459 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 1 day, 17:37:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5425, top5_acc: 0.8662, loss_cls: 1.9320, loss: 1.9320 +2023-12-27 21:32:34,846 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 1 day, 17:36:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5663, top5_acc: 0.8738, loss_cls: 1.8858, loss: 1.8858 +2023-12-27 21:33:00,248 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 1 day, 17:35:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5419, top5_acc: 0.8594, loss_cls: 1.9563, loss: 1.9563 +2023-12-27 21:33:25,346 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 1 day, 17:34:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5513, top5_acc: 0.8469, loss_cls: 1.9543, loss: 1.9543 +2023-12-27 21:33:50,670 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 1 day, 17:33:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5581, top5_acc: 0.8694, loss_cls: 1.8934, loss: 1.8934 +2023-12-27 21:34:16,400 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 1 day, 17:33:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5713, top5_acc: 0.8700, loss_cls: 1.8601, loss: 1.8601 +2023-12-27 21:34:27,438 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-27 21:38:16,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:38:16,729 - pyskl - INFO - +top1_acc 0.5284 +top5_acc 0.8538 +2023-12-27 21:38:16,734 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_2.pth was removed +2023-12-27 21:38:16,944 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-27 21:38:16,946 - pyskl - INFO - Best top1_acc is 0.5284 at 3 epoch. +2023-12-27 21:38:16,967 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.5284, top5_acc: 0.8538 +2023-12-27 21:39:12,583 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 1 day, 17:48:14, time: 0.556, data_time: 0.303, memory: 5236, top1_acc: 0.5537, top5_acc: 0.8594, loss_cls: 1.9590, loss: 1.9590 +2023-12-27 21:39:38,494 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 1 day, 17:47:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.5794, top5_acc: 0.8644, loss_cls: 1.8616, loss: 1.8616 +2023-12-27 21:40:03,943 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 1 day, 17:46:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5856, top5_acc: 0.8712, loss_cls: 1.8186, loss: 1.8186 +2023-12-27 21:40:29,403 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 1 day, 17:46:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5663, top5_acc: 0.8738, loss_cls: 1.8579, loss: 1.8579 +2023-12-27 21:40:54,906 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 1 day, 17:45:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5575, top5_acc: 0.8531, loss_cls: 1.9566, loss: 1.9566 +2023-12-27 21:41:20,351 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 1 day, 17:44:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5650, top5_acc: 0.8606, loss_cls: 1.9013, loss: 1.9013 +2023-12-27 21:41:45,745 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 1 day, 17:43:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5537, top5_acc: 0.8619, loss_cls: 1.9139, loss: 1.9139 +2023-12-27 21:42:11,018 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 1 day, 17:42:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5787, top5_acc: 0.8806, loss_cls: 1.8044, loss: 1.8044 +2023-12-27 21:42:36,203 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 1 day, 17:41:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5531, top5_acc: 0.8669, loss_cls: 1.8833, loss: 1.8833 +2023-12-27 21:43:01,311 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 1 day, 17:40:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5563, top5_acc: 0.8688, loss_cls: 1.8901, loss: 1.8901 +2023-12-27 21:43:26,334 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 1 day, 17:39:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5637, top5_acc: 0.8675, loss_cls: 1.8865, loss: 1.8865 +2023-12-27 21:43:51,333 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 1 day, 17:38:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5681, top5_acc: 0.8575, loss_cls: 1.8914, loss: 1.8914 +2023-12-27 21:44:16,323 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 1 day, 17:37:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5713, top5_acc: 0.8669, loss_cls: 1.8613, loss: 1.8613 +2023-12-27 21:44:41,320 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 1 day, 17:35:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5644, top5_acc: 0.8619, loss_cls: 1.9143, loss: 1.9143 +2023-12-27 21:45:06,279 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 1 day, 17:34:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5781, top5_acc: 0.8806, loss_cls: 1.8107, loss: 1.8107 +2023-12-27 21:45:31,265 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 1 day, 17:33:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5563, top5_acc: 0.8650, loss_cls: 1.8744, loss: 1.8744 +2023-12-27 21:45:56,218 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 1 day, 17:32:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6200, top5_acc: 0.8869, loss_cls: 1.6735, loss: 1.6735 +2023-12-27 21:46:21,170 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 1 day, 17:31:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5619, top5_acc: 0.8638, loss_cls: 1.8916, loss: 1.8916 +2023-12-27 21:46:46,096 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 1 day, 17:30:25, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5725, top5_acc: 0.8669, loss_cls: 1.8698, loss: 1.8698 +2023-12-27 21:47:11,061 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 1 day, 17:29:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5887, top5_acc: 0.8712, loss_cls: 1.7800, loss: 1.7800 +2023-12-27 21:47:36,040 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 1 day, 17:28:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5962, top5_acc: 0.8800, loss_cls: 1.7537, loss: 1.7537 +2023-12-27 21:48:00,988 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 1 day, 17:27:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5750, top5_acc: 0.8638, loss_cls: 1.7848, loss: 1.7848 +2023-12-27 21:48:25,931 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 1 day, 17:26:10, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5869, top5_acc: 0.8775, loss_cls: 1.7570, loss: 1.7570 +2023-12-27 21:48:50,886 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 1 day, 17:25:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5519, top5_acc: 0.8788, loss_cls: 1.8385, loss: 1.8385 +2023-12-27 21:49:15,848 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 1 day, 17:24:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5725, top5_acc: 0.8844, loss_cls: 1.8052, loss: 1.8052 +2023-12-27 21:49:40,796 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 1 day, 17:23:04, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5787, top5_acc: 0.8662, loss_cls: 1.8334, loss: 1.8334 +2023-12-27 21:50:05,758 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 1 day, 17:22:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5887, top5_acc: 0.8644, loss_cls: 1.8105, loss: 1.8105 +2023-12-27 21:50:30,731 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 1 day, 17:21:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5687, top5_acc: 0.8712, loss_cls: 1.8247, loss: 1.8247 +2023-12-27 21:50:55,686 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 1 day, 17:20:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5919, top5_acc: 0.8800, loss_cls: 1.7637, loss: 1.7637 +2023-12-27 21:51:20,648 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 1 day, 17:19:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5869, top5_acc: 0.8694, loss_cls: 1.7961, loss: 1.7961 +2023-12-27 21:51:45,608 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 1 day, 17:18:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5931, top5_acc: 0.8831, loss_cls: 1.7550, loss: 1.7550 +2023-12-27 21:52:10,552 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 1 day, 17:17:06, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.5844, top5_acc: 0.8869, loss_cls: 1.7893, loss: 1.7893 +2023-12-27 21:52:35,512 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 1 day, 17:16:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5844, top5_acc: 0.8669, loss_cls: 1.8331, loss: 1.8331 +2023-12-27 21:53:00,498 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 1 day, 17:15:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5781, top5_acc: 0.8962, loss_cls: 1.7618, loss: 1.7618 +2023-12-27 21:53:25,552 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 1 day, 17:14:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5706, top5_acc: 0.8531, loss_cls: 1.9416, loss: 1.9416 +2023-12-27 21:53:50,671 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 1 day, 17:13:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5906, top5_acc: 0.8756, loss_cls: 1.7588, loss: 1.7588 +2023-12-27 21:54:15,865 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 1 day, 17:12:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5938, top5_acc: 0.8838, loss_cls: 1.7447, loss: 1.7447 +2023-12-27 21:54:41,092 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 1 day, 17:11:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5931, top5_acc: 0.8769, loss_cls: 1.7348, loss: 1.7348 +2023-12-27 21:55:06,561 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 1 day, 17:11:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6012, top5_acc: 0.8894, loss_cls: 1.7082, loss: 1.7082 +2023-12-27 21:55:17,675 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-27 21:59:08,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:59:09,119 - pyskl - INFO - +top1_acc 0.5811 +top5_acc 0.8760 +2023-12-27 21:59:09,124 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_3.pth was removed +2023-12-27 21:59:09,348 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-27 21:59:09,349 - pyskl - INFO - Best top1_acc is 0.5811 at 4 epoch. +2023-12-27 21:59:09,371 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.5811, top5_acc: 0.8760 +2023-12-27 22:00:05,155 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 1 day, 17:22:34, time: 0.558, data_time: 0.302, memory: 5236, top1_acc: 0.5988, top5_acc: 0.8850, loss_cls: 1.7326, loss: 1.7326 +2023-12-27 22:00:30,666 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 1 day, 17:21:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6025, top5_acc: 0.8675, loss_cls: 1.7666, loss: 1.7666 +2023-12-27 22:00:56,449 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 1 day, 17:21:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5856, top5_acc: 0.8744, loss_cls: 1.7835, loss: 1.7835 +2023-12-27 22:01:21,857 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 1 day, 17:20:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6156, top5_acc: 0.8906, loss_cls: 1.6740, loss: 1.6740 +2023-12-27 22:01:47,405 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 1 day, 17:20:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5962, top5_acc: 0.8788, loss_cls: 1.7148, loss: 1.7148 +2023-12-27 22:02:13,721 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 1 day, 17:19:52, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.5906, top5_acc: 0.8881, loss_cls: 1.7487, loss: 1.7487 +2023-12-27 22:02:39,492 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 1 day, 17:19:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6012, top5_acc: 0.8794, loss_cls: 1.7594, loss: 1.7594 +2023-12-27 22:03:05,086 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 1 day, 17:18:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6138, top5_acc: 0.8862, loss_cls: 1.6925, loss: 1.6925 +2023-12-27 22:03:30,389 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 1 day, 17:17:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6138, top5_acc: 0.8900, loss_cls: 1.6748, loss: 1.6748 +2023-12-27 22:03:55,956 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 1 day, 17:17:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5881, top5_acc: 0.8769, loss_cls: 1.7676, loss: 1.7676 +2023-12-27 22:04:21,034 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 1 day, 17:16:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5988, top5_acc: 0.8894, loss_cls: 1.6934, loss: 1.6934 +2023-12-27 22:04:46,159 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 1 day, 17:15:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5988, top5_acc: 0.8825, loss_cls: 1.7249, loss: 1.7249 +2023-12-27 22:05:11,247 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 1 day, 17:14:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6012, top5_acc: 0.8881, loss_cls: 1.6922, loss: 1.6922 +2023-12-27 22:05:36,531 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 1 day, 17:13:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5956, top5_acc: 0.8719, loss_cls: 1.7543, loss: 1.7543 +2023-12-27 22:06:01,564 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 1 day, 17:13:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6181, top5_acc: 0.8850, loss_cls: 1.6967, loss: 1.6967 +2023-12-27 22:06:26,701 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 1 day, 17:12:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9000, loss_cls: 1.5985, loss: 1.5985 +2023-12-27 22:06:51,907 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 1 day, 17:11:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6231, top5_acc: 0.8806, loss_cls: 1.7112, loss: 1.7112 +2023-12-27 22:07:17,184 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 1 day, 17:10:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.8856, loss_cls: 1.6517, loss: 1.6517 +2023-12-27 22:07:42,829 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 1 day, 17:10:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5894, top5_acc: 0.8806, loss_cls: 1.7609, loss: 1.7609 +2023-12-27 22:08:08,884 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 1 day, 17:09:52, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.8950, loss_cls: 1.6848, loss: 1.6848 +2023-12-27 22:08:34,314 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 1 day, 17:09:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6225, top5_acc: 0.8919, loss_cls: 1.6374, loss: 1.6374 +2023-12-27 22:08:59,500 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 1 day, 17:08:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6000, top5_acc: 0.8756, loss_cls: 1.7208, loss: 1.7208 +2023-12-27 22:09:24,791 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 1 day, 17:07:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6144, top5_acc: 0.8931, loss_cls: 1.6684, loss: 1.6684 +2023-12-27 22:09:49,979 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 1 day, 17:06:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6212, top5_acc: 0.8925, loss_cls: 1.6216, loss: 1.6216 +2023-12-27 22:10:15,983 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 1 day, 17:06:35, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6294, top5_acc: 0.8825, loss_cls: 1.6423, loss: 1.6423 +2023-12-27 22:10:42,457 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 1 day, 17:06:29, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6206, top5_acc: 0.8950, loss_cls: 1.6442, loss: 1.6442 +2023-12-27 22:11:08,412 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 1 day, 17:06:06, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8950, loss_cls: 1.6738, loss: 1.6738 +2023-12-27 22:11:33,701 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 1 day, 17:05:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6038, top5_acc: 0.8869, loss_cls: 1.6860, loss: 1.6860 +2023-12-27 22:11:58,918 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 1 day, 17:04:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6000, top5_acc: 0.8844, loss_cls: 1.7277, loss: 1.7277 +2023-12-27 22:12:24,079 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 1 day, 17:03:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6175, top5_acc: 0.8800, loss_cls: 1.6621, loss: 1.6621 +2023-12-27 22:12:50,033 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 1 day, 17:03:30, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.5988, top5_acc: 0.8906, loss_cls: 1.7169, loss: 1.7169 +2023-12-27 22:13:15,144 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 1 day, 17:02:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6181, top5_acc: 0.8906, loss_cls: 1.6777, loss: 1.6777 +2023-12-27 22:13:40,350 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 1 day, 17:01:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6012, top5_acc: 0.8800, loss_cls: 1.7312, loss: 1.7312 +2023-12-27 22:14:05,597 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 1 day, 17:01:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6106, top5_acc: 0.8925, loss_cls: 1.6313, loss: 1.6313 +2023-12-27 22:14:30,903 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 1 day, 17:00:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6012, top5_acc: 0.8938, loss_cls: 1.6724, loss: 1.6724 +2023-12-27 22:14:55,955 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 1 day, 16:59:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6238, top5_acc: 0.8900, loss_cls: 1.6614, loss: 1.6614 +2023-12-27 22:15:21,292 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 1 day, 16:59:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6244, top5_acc: 0.8838, loss_cls: 1.6451, loss: 1.6451 +2023-12-27 22:15:46,395 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 1 day, 16:58:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6212, top5_acc: 0.8994, loss_cls: 1.6556, loss: 1.6556 +2023-12-27 22:16:11,918 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 1 day, 16:57:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6200, top5_acc: 0.9150, loss_cls: 1.5790, loss: 1.5790 +2023-12-27 22:16:23,084 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-27 22:20:12,731 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:20:13,291 - pyskl - INFO - +top1_acc 0.5725 +top5_acc 0.8700 +2023-12-27 22:20:13,313 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5725, top5_acc: 0.8700 +2023-12-27 22:21:09,028 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 1 day, 17:06:32, time: 0.557, data_time: 0.302, memory: 5236, top1_acc: 0.6275, top5_acc: 0.8969, loss_cls: 1.6501, loss: 1.6501 +2023-12-27 22:21:35,208 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 1 day, 17:06:14, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6325, top5_acc: 0.8950, loss_cls: 1.6256, loss: 1.6256 +2023-12-27 22:22:00,980 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 1 day, 17:05:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6231, top5_acc: 0.9087, loss_cls: 1.5511, loss: 1.5511 +2023-12-27 22:22:26,770 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 1 day, 17:05:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6038, top5_acc: 0.8912, loss_cls: 1.6868, loss: 1.6868 +2023-12-27 22:22:52,731 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 1 day, 17:04:50, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6256, top5_acc: 0.8919, loss_cls: 1.6232, loss: 1.6232 +2023-12-27 22:23:18,442 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 1 day, 17:04:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6262, top5_acc: 0.9069, loss_cls: 1.5872, loss: 1.5872 +2023-12-27 22:23:44,058 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 1 day, 17:03:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6356, top5_acc: 0.8938, loss_cls: 1.6292, loss: 1.6292 +2023-12-27 22:24:09,659 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 1 day, 17:03:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6125, top5_acc: 0.8881, loss_cls: 1.6687, loss: 1.6687 +2023-12-27 22:24:34,931 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 1 day, 17:02:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6069, top5_acc: 0.8825, loss_cls: 1.6944, loss: 1.6944 +2023-12-27 22:24:59,920 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 1 day, 17:01:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6188, top5_acc: 0.9006, loss_cls: 1.6243, loss: 1.6243 +2023-12-27 22:25:24,873 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 1 day, 17:00:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.9012, loss_cls: 1.5721, loss: 1.5721 +2023-12-27 22:25:49,974 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 1 day, 16:59:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.8875, loss_cls: 1.6485, loss: 1.6485 +2023-12-27 22:26:15,165 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 1 day, 16:59:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6106, top5_acc: 0.8825, loss_cls: 1.6759, loss: 1.6759 +2023-12-27 22:26:40,365 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 1 day, 16:58:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6238, top5_acc: 0.8894, loss_cls: 1.6277, loss: 1.6277 +2023-12-27 22:27:05,403 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 1 day, 16:57:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6494, top5_acc: 0.9156, loss_cls: 1.5033, loss: 1.5033 +2023-12-27 22:27:30,634 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 1 day, 16:56:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6044, top5_acc: 0.8900, loss_cls: 1.6385, loss: 1.6385 +2023-12-27 22:27:56,127 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 1 day, 16:56:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.9181, loss_cls: 1.5018, loss: 1.5018 +2023-12-27 22:28:22,506 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 1 day, 16:56:06, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.9144, loss_cls: 1.4984, loss: 1.4984 +2023-12-27 22:28:48,902 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 1 day, 16:55:54, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.8950, loss_cls: 1.5387, loss: 1.5387 +2023-12-27 22:29:14,956 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 1 day, 16:55:33, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6150, top5_acc: 0.8744, loss_cls: 1.7131, loss: 1.7131 +2023-12-27 22:29:40,213 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 1 day, 16:54:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6312, top5_acc: 0.8944, loss_cls: 1.5892, loss: 1.5892 +2023-12-27 22:30:05,551 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 1 day, 16:54:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6494, top5_acc: 0.9038, loss_cls: 1.5187, loss: 1.5187 +2023-12-27 22:30:30,911 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 1 day, 16:53:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.9031, loss_cls: 1.6091, loss: 1.6091 +2023-12-27 22:30:56,187 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 1 day, 16:52:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.8962, loss_cls: 1.5055, loss: 1.5055 +2023-12-27 22:31:21,635 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 1 day, 16:52:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9113, loss_cls: 1.5180, loss: 1.5180 +2023-12-27 22:31:46,954 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 1 day, 16:51:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.9031, loss_cls: 1.5480, loss: 1.5480 +2023-12-27 22:32:12,098 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 1 day, 16:50:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.8975, loss_cls: 1.6013, loss: 1.6013 +2023-12-27 22:32:37,311 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 1 day, 16:50:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6069, top5_acc: 0.8962, loss_cls: 1.6529, loss: 1.6529 +2023-12-27 22:33:02,397 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 1 day, 16:49:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.9044, loss_cls: 1.5719, loss: 1.5719 +2023-12-27 22:33:27,528 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 1 day, 16:48:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.9044, loss_cls: 1.5771, loss: 1.5771 +2023-12-27 22:33:52,647 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 1 day, 16:47:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6188, top5_acc: 0.8931, loss_cls: 1.6181, loss: 1.6181 +2023-12-27 22:34:17,840 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 1 day, 16:47:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6338, top5_acc: 0.8919, loss_cls: 1.6125, loss: 1.6125 +2023-12-27 22:34:42,972 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 1 day, 16:46:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6538, top5_acc: 0.8988, loss_cls: 1.5517, loss: 1.5517 +2023-12-27 22:35:08,091 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 1 day, 16:45:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6006, top5_acc: 0.8919, loss_cls: 1.7116, loss: 1.7116 +2023-12-27 22:35:33,422 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 1 day, 16:45:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6181, top5_acc: 0.8988, loss_cls: 1.6318, loss: 1.6318 +2023-12-27 22:35:58,849 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 1 day, 16:44:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6394, top5_acc: 0.8994, loss_cls: 1.5770, loss: 1.5770 +2023-12-27 22:36:24,154 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 1 day, 16:43:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6269, top5_acc: 0.8938, loss_cls: 1.6041, loss: 1.6041 +2023-12-27 22:36:50,535 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 1 day, 16:43:39, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6419, top5_acc: 0.8919, loss_cls: 1.5746, loss: 1.5746 +2023-12-27 22:37:16,331 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 1 day, 16:43:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9062, loss_cls: 1.5164, loss: 1.5164 +2023-12-27 22:37:27,358 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-27 22:41:17,033 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:41:17,566 - pyskl - INFO - +top1_acc 0.6085 +top5_acc 0.8908 +2023-12-27 22:41:17,571 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_4.pth was removed +2023-12-27 22:41:17,791 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2023-12-27 22:41:17,793 - pyskl - INFO - Best top1_acc is 0.6085 at 6 epoch. +2023-12-27 22:41:17,819 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.6085, top5_acc: 0.8908 +2023-12-27 22:42:12,750 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 1 day, 16:50:04, time: 0.549, data_time: 0.295, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8862, loss_cls: 1.6721, loss: 1.6721 +2023-12-27 22:42:38,032 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 1 day, 16:49:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9213, loss_cls: 1.4488, loss: 1.4488 +2023-12-27 22:43:03,894 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 1 day, 16:48:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6456, top5_acc: 0.9050, loss_cls: 1.5066, loss: 1.5066 +2023-12-27 22:43:29,570 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 1 day, 16:48:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9113, loss_cls: 1.4891, loss: 1.4891 +2023-12-27 22:43:55,396 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 1 day, 16:47:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6325, top5_acc: 0.8956, loss_cls: 1.5686, loss: 1.5686 +2023-12-27 22:44:21,649 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 1 day, 16:47:39, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9056, loss_cls: 1.4802, loss: 1.4802 +2023-12-27 22:44:47,286 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 1 day, 16:47:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.8894, loss_cls: 1.6250, loss: 1.6250 +2023-12-27 22:45:13,006 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 1 day, 16:46:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6494, top5_acc: 0.9056, loss_cls: 1.4979, loss: 1.4979 +2023-12-27 22:45:38,190 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 1 day, 16:45:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8844, loss_cls: 1.6784, loss: 1.6784 +2023-12-27 22:46:03,430 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 1 day, 16:45:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6381, top5_acc: 0.9019, loss_cls: 1.5641, loss: 1.5641 +2023-12-27 22:46:28,562 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 1 day, 16:44:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6269, top5_acc: 0.9062, loss_cls: 1.5480, loss: 1.5480 +2023-12-27 22:46:53,717 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 1 day, 16:43:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.9106, loss_cls: 1.5466, loss: 1.5466 +2023-12-27 22:47:18,960 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 1 day, 16:43:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9175, loss_cls: 1.4864, loss: 1.4864 +2023-12-27 22:47:44,286 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 1 day, 16:42:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9031, loss_cls: 1.5342, loss: 1.5342 +2023-12-27 22:48:10,507 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 1 day, 16:42:07, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.8994, loss_cls: 1.5541, loss: 1.5541 +2023-12-27 22:48:36,918 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 1 day, 16:41:53, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9025, loss_cls: 1.5112, loss: 1.5112 +2023-12-27 22:49:03,008 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 1 day, 16:41:31, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.8981, loss_cls: 1.5455, loss: 1.5455 +2023-12-27 22:49:29,444 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 1 day, 16:41:17, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9119, loss_cls: 1.5020, loss: 1.5020 +2023-12-27 22:49:55,061 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 1 day, 16:40:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9181, loss_cls: 1.4456, loss: 1.4456 +2023-12-27 22:50:20,436 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 1 day, 16:40:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.9031, loss_cls: 1.5323, loss: 1.5323 +2023-12-27 22:50:45,673 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 1 day, 16:39:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9056, loss_cls: 1.4555, loss: 1.4555 +2023-12-27 22:51:10,850 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 1 day, 16:38:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.8994, loss_cls: 1.5263, loss: 1.5263 +2023-12-27 22:51:36,113 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 1 day, 16:38:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9081, loss_cls: 1.5097, loss: 1.5097 +2023-12-27 22:52:01,482 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 1 day, 16:37:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9056, loss_cls: 1.4562, loss: 1.4562 +2023-12-27 22:52:27,317 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 1 day, 16:37:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6188, top5_acc: 0.8906, loss_cls: 1.6276, loss: 1.6276 +2023-12-27 22:52:52,588 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 1 day, 16:36:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.9000, loss_cls: 1.5562, loss: 1.5562 +2023-12-27 22:53:17,721 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 1 day, 16:35:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.8975, loss_cls: 1.5528, loss: 1.5528 +2023-12-27 22:53:43,039 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 1 day, 16:35:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.8869, loss_cls: 1.6311, loss: 1.6311 +2023-12-27 22:54:08,441 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 1 day, 16:34:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9131, loss_cls: 1.4823, loss: 1.4823 +2023-12-27 22:54:33,679 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 1 day, 16:33:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9044, loss_cls: 1.5010, loss: 1.5010 +2023-12-27 22:54:58,868 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 1 day, 16:33:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6481, top5_acc: 0.9050, loss_cls: 1.5419, loss: 1.5419 +2023-12-27 22:55:24,213 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 1 day, 16:32:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6312, top5_acc: 0.9012, loss_cls: 1.5656, loss: 1.5656 +2023-12-27 22:55:49,187 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 1 day, 16:31:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6356, top5_acc: 0.8969, loss_cls: 1.5165, loss: 1.5165 +2023-12-27 22:56:14,188 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 1 day, 16:31:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9056, loss_cls: 1.5189, loss: 1.5189 +2023-12-27 22:56:39,160 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 1 day, 16:30:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9087, loss_cls: 1.5173, loss: 1.5173 +2023-12-27 22:57:04,128 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 1 day, 16:29:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9075, loss_cls: 1.5145, loss: 1.5145 +2023-12-27 22:57:29,083 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 1 day, 16:28:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9213, loss_cls: 1.4139, loss: 1.4139 +2023-12-27 22:57:54,061 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 1 day, 16:28:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9100, loss_cls: 1.4710, loss: 1.4710 +2023-12-27 22:58:19,221 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 1 day, 16:27:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9106, loss_cls: 1.4873, loss: 1.4873 +2023-12-27 22:58:30,412 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-27 23:02:20,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:02:21,663 - pyskl - INFO - +top1_acc 0.5773 +top5_acc 0.8764 +2023-12-27 23:02:21,686 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.5773, top5_acc: 0.8764 +2023-12-27 23:03:16,699 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 1 day, 16:33:11, time: 0.550, data_time: 0.295, memory: 5236, top1_acc: 0.6425, top5_acc: 0.8969, loss_cls: 1.5534, loss: 1.5534 +2023-12-27 23:03:42,448 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 1 day, 16:32:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9056, loss_cls: 1.4919, loss: 1.4919 +2023-12-27 23:04:08,209 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 1 day, 16:32:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9244, loss_cls: 1.3789, loss: 1.3789 +2023-12-27 23:04:33,680 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 1 day, 16:31:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6400, top5_acc: 0.8950, loss_cls: 1.5488, loss: 1.5488 +2023-12-27 23:04:59,238 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 1 day, 16:31:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6538, top5_acc: 0.9094, loss_cls: 1.4893, loss: 1.4893 +2023-12-27 23:05:24,640 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 1 day, 16:30:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9194, loss_cls: 1.4563, loss: 1.4563 +2023-12-27 23:05:50,134 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 1 day, 16:29:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9125, loss_cls: 1.4358, loss: 1.4358 +2023-12-27 23:06:15,627 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 1 day, 16:29:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9125, loss_cls: 1.4981, loss: 1.4981 +2023-12-27 23:06:41,391 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 1 day, 16:28:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.8988, loss_cls: 1.5459, loss: 1.5459 +2023-12-27 23:07:06,782 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 1 day, 16:28:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9106, loss_cls: 1.4901, loss: 1.4901 +2023-12-27 23:07:32,147 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 1 day, 16:27:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9119, loss_cls: 1.4896, loss: 1.4896 +2023-12-27 23:07:57,344 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 1 day, 16:26:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.9125, loss_cls: 1.4610, loss: 1.4610 +2023-12-27 23:08:23,522 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 1 day, 16:26:39, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6381, top5_acc: 0.8906, loss_cls: 1.5706, loss: 1.5706 +2023-12-27 23:08:48,742 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 1 day, 16:26:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6356, top5_acc: 0.9069, loss_cls: 1.5182, loss: 1.5182 +2023-12-27 23:09:14,472 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 1 day, 16:25:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9113, loss_cls: 1.4648, loss: 1.4648 +2023-12-27 23:09:39,848 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 1 day, 16:24:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9119, loss_cls: 1.4310, loss: 1.4310 +2023-12-27 23:10:04,978 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 1 day, 16:24:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6512, top5_acc: 0.9044, loss_cls: 1.5085, loss: 1.5085 +2023-12-27 23:10:30,204 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 1 day, 16:23:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9306, loss_cls: 1.3851, loss: 1.3851 +2023-12-27 23:10:55,416 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 1 day, 16:22:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6512, top5_acc: 0.8994, loss_cls: 1.5464, loss: 1.5464 +2023-12-27 23:11:20,734 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 1 day, 16:22:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9125, loss_cls: 1.4733, loss: 1.4733 +2023-12-27 23:11:46,062 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 1 day, 16:21:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9194, loss_cls: 1.4038, loss: 1.4038 +2023-12-27 23:12:11,217 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 1 day, 16:21:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9113, loss_cls: 1.4234, loss: 1.4234 +2023-12-27 23:12:36,467 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 1 day, 16:20:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9187, loss_cls: 1.4824, loss: 1.4824 +2023-12-27 23:13:01,841 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 1 day, 16:19:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9156, loss_cls: 1.3860, loss: 1.3860 +2023-12-27 23:13:27,089 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 1 day, 16:19:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9225, loss_cls: 1.4020, loss: 1.4020 +2023-12-27 23:13:52,257 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 1 day, 16:18:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9031, loss_cls: 1.5274, loss: 1.5274 +2023-12-27 23:14:17,541 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 1 day, 16:17:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9056, loss_cls: 1.5134, loss: 1.5134 +2023-12-27 23:14:42,611 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 1 day, 16:17:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9125, loss_cls: 1.4077, loss: 1.4077 +2023-12-27 23:15:07,573 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 1 day, 16:16:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9219, loss_cls: 1.3867, loss: 1.3867 +2023-12-27 23:15:32,625 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 1 day, 16:15:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9087, loss_cls: 1.5328, loss: 1.5328 +2023-12-27 23:15:58,059 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 1 day, 16:15:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9200, loss_cls: 1.3448, loss: 1.3448 +2023-12-27 23:16:23,295 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 1 day, 16:14:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9081, loss_cls: 1.4143, loss: 1.4143 +2023-12-27 23:16:48,584 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 1 day, 16:14:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.9019, loss_cls: 1.4958, loss: 1.4958 +2023-12-27 23:17:13,961 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 1 day, 16:13:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9075, loss_cls: 1.4581, loss: 1.4581 +2023-12-27 23:17:39,307 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 1 day, 16:12:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9050, loss_cls: 1.5133, loss: 1.5133 +2023-12-27 23:18:04,447 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 1 day, 16:12:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.8994, loss_cls: 1.4967, loss: 1.4967 +2023-12-27 23:18:29,753 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 1 day, 16:11:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9069, loss_cls: 1.4372, loss: 1.4372 +2023-12-27 23:18:55,033 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 1 day, 16:11:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9106, loss_cls: 1.4461, loss: 1.4461 +2023-12-27 23:19:20,851 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 1 day, 16:10:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6444, top5_acc: 0.9113, loss_cls: 1.5481, loss: 1.5481 +2023-12-27 23:19:31,981 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-27 23:23:21,950 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:23:22,469 - pyskl - INFO - +top1_acc 0.6098 +top5_acc 0.8972 +2023-12-27 23:23:22,474 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_6.pth was removed +2023-12-27 23:23:22,707 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2023-12-27 23:23:22,708 - pyskl - INFO - Best top1_acc is 0.6098 at 8 epoch. +2023-12-27 23:23:22,731 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6098, top5_acc: 0.8972 +2023-12-27 23:24:17,543 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 1 day, 16:15:32, time: 0.548, data_time: 0.294, memory: 5236, top1_acc: 0.6488, top5_acc: 0.9094, loss_cls: 1.5104, loss: 1.5104 +2023-12-27 23:24:42,994 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 1 day, 16:14:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9281, loss_cls: 1.3985, loss: 1.3985 +2023-12-27 23:25:08,502 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 1 day, 16:14:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9269, loss_cls: 1.3379, loss: 1.3379 +2023-12-27 23:25:34,052 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 1 day, 16:13:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6444, top5_acc: 0.9087, loss_cls: 1.4820, loss: 1.4820 +2023-12-27 23:26:00,034 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 1 day, 16:13:28, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9225, loss_cls: 1.4422, loss: 1.4422 +2023-12-27 23:26:25,894 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 1 day, 16:13:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9000, loss_cls: 1.4676, loss: 1.4676 +2023-12-27 23:26:51,290 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 1 day, 16:12:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9144, loss_cls: 1.4214, loss: 1.4214 +2023-12-27 23:27:16,796 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 1 day, 16:11:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9113, loss_cls: 1.3937, loss: 1.3937 +2023-12-27 23:27:42,186 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 1 day, 16:11:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9113, loss_cls: 1.4108, loss: 1.4108 +2023-12-27 23:28:07,605 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 1 day, 16:10:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9075, loss_cls: 1.4829, loss: 1.4829 +2023-12-27 23:28:33,028 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 1 day, 16:10:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9300, loss_cls: 1.3740, loss: 1.3740 +2023-12-27 23:28:58,210 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 1 day, 16:09:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9144, loss_cls: 1.4615, loss: 1.4615 +2023-12-27 23:29:23,608 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 1 day, 16:08:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9169, loss_cls: 1.4521, loss: 1.4521 +2023-12-27 23:29:48,881 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 1 day, 16:08:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9075, loss_cls: 1.4394, loss: 1.4394 +2023-12-27 23:30:14,180 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 1 day, 16:07:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9137, loss_cls: 1.4377, loss: 1.4377 +2023-12-27 23:30:39,429 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 1 day, 16:07:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9244, loss_cls: 1.4068, loss: 1.4068 +2023-12-27 23:31:04,756 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 1 day, 16:06:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.8962, loss_cls: 1.4561, loss: 1.4561 +2023-12-27 23:31:29,837 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 1 day, 16:05:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9087, loss_cls: 1.4606, loss: 1.4606 +2023-12-27 23:31:55,095 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 1 day, 16:05:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9175, loss_cls: 1.3914, loss: 1.3914 +2023-12-27 23:32:20,345 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 1 day, 16:04:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9150, loss_cls: 1.3916, loss: 1.3916 +2023-12-27 23:32:45,451 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 1 day, 16:04:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9169, loss_cls: 1.3892, loss: 1.3892 +2023-12-27 23:33:10,536 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 1 day, 16:03:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.8969, loss_cls: 1.4830, loss: 1.4830 +2023-12-27 23:33:35,983 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 1 day, 16:02:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9200, loss_cls: 1.3867, loss: 1.3867 +2023-12-27 23:34:01,250 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 1 day, 16:02:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9050, loss_cls: 1.4732, loss: 1.4732 +2023-12-27 23:34:26,563 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 1 day, 16:01:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9250, loss_cls: 1.4396, loss: 1.4396 +2023-12-27 23:34:51,793 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 1 day, 16:01:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9194, loss_cls: 1.4001, loss: 1.4001 +2023-12-27 23:35:17,062 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 1 day, 16:00:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.9075, loss_cls: 1.4788, loss: 1.4788 +2023-12-27 23:35:42,853 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 1 day, 16:00:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9169, loss_cls: 1.4331, loss: 1.4331 +2023-12-27 23:36:08,307 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 1 day, 15:59:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9075, loss_cls: 1.4447, loss: 1.4447 +2023-12-27 23:36:33,580 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 1 day, 15:58:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6538, top5_acc: 0.9062, loss_cls: 1.4873, loss: 1.4873 +2023-12-27 23:36:58,571 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 1 day, 15:58:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9225, loss_cls: 1.4092, loss: 1.4092 +2023-12-27 23:37:23,695 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 1 day, 15:57:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9081, loss_cls: 1.4301, loss: 1.4301 +2023-12-27 23:37:49,123 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 1 day, 15:57:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9156, loss_cls: 1.3846, loss: 1.3846 +2023-12-27 23:38:14,238 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 1 day, 15:56:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9150, loss_cls: 1.3517, loss: 1.3517 +2023-12-27 23:38:40,048 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 1 day, 15:55:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9256, loss_cls: 1.3968, loss: 1.3968 +2023-12-27 23:39:05,684 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 1 day, 15:55:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9006, loss_cls: 1.4078, loss: 1.4078 +2023-12-27 23:39:32,118 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 1 day, 15:55:12, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9150, loss_cls: 1.4796, loss: 1.4796 +2023-12-27 23:39:57,846 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 1 day, 15:54:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9163, loss_cls: 1.3483, loss: 1.3483 +2023-12-27 23:40:23,426 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 1 day, 15:54:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9206, loss_cls: 1.3749, loss: 1.3749 +2023-12-27 23:40:34,159 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-27 23:44:23,213 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:44:23,739 - pyskl - INFO - +top1_acc 0.6099 +top5_acc 0.8884 +2023-12-27 23:44:23,744 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_8.pth was removed +2023-12-27 23:44:23,959 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2023-12-27 23:44:23,960 - pyskl - INFO - Best top1_acc is 0.6099 at 9 epoch. +2023-12-27 23:44:23,982 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6099, top5_acc: 0.8884 +2023-12-27 23:45:21,013 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 1 day, 15:59:03, time: 0.570, data_time: 0.313, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9150, loss_cls: 1.4082, loss: 1.4082 +2023-12-27 23:45:46,669 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 1 day, 15:58:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9263, loss_cls: 1.4200, loss: 1.4200 +2023-12-27 23:46:12,371 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 1 day, 15:58:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9175, loss_cls: 1.4399, loss: 1.4399 +2023-12-27 23:46:38,185 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 1 day, 15:57:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9237, loss_cls: 1.3703, loss: 1.3703 +2023-12-27 23:47:04,166 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 1 day, 15:57:11, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9206, loss_cls: 1.4109, loss: 1.4109 +2023-12-27 23:47:29,897 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 1 day, 15:56:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9313, loss_cls: 1.3638, loss: 1.3638 +2023-12-27 23:47:55,544 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 1 day, 15:56:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9156, loss_cls: 1.4344, loss: 1.4344 +2023-12-27 23:48:21,291 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 1 day, 15:55:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9137, loss_cls: 1.3564, loss: 1.3564 +2023-12-27 23:48:46,669 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 1 day, 15:55:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9275, loss_cls: 1.3594, loss: 1.3594 +2023-12-27 23:49:12,211 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 1 day, 15:54:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9163, loss_cls: 1.3668, loss: 1.3668 +2023-12-27 23:49:37,533 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 1 day, 15:54:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9094, loss_cls: 1.3866, loss: 1.3866 +2023-12-27 23:50:02,846 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 1 day, 15:53:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9213, loss_cls: 1.3882, loss: 1.3882 +2023-12-27 23:50:28,192 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 1 day, 15:52:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9125, loss_cls: 1.4229, loss: 1.4229 +2023-12-27 23:50:53,419 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 1 day, 15:52:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9187, loss_cls: 1.3866, loss: 1.3866 +2023-12-27 23:51:18,510 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 1 day, 15:51:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9231, loss_cls: 1.3549, loss: 1.3549 +2023-12-27 23:51:43,695 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 1 day, 15:51:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9106, loss_cls: 1.4402, loss: 1.4402 +2023-12-27 23:52:09,662 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 1 day, 15:50:39, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9194, loss_cls: 1.3934, loss: 1.3934 +2023-12-27 23:52:35,330 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 1 day, 15:50:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9200, loss_cls: 1.3766, loss: 1.3766 +2023-12-27 23:53:02,044 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 1 day, 15:49:55, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.6581, top5_acc: 0.9181, loss_cls: 1.4052, loss: 1.4052 +2023-12-27 23:53:28,584 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 1 day, 15:49:39, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9119, loss_cls: 1.4116, loss: 1.4116 +2023-12-27 23:53:55,133 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 1 day, 15:49:23, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9269, loss_cls: 1.3370, loss: 1.3370 +2023-12-27 23:54:21,706 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 1 day, 15:49:06, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9087, loss_cls: 1.4159, loss: 1.4159 +2023-12-27 23:54:48,269 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 1 day, 15:48:50, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9175, loss_cls: 1.3604, loss: 1.3604 +2023-12-27 23:55:14,820 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 1 day, 15:48:34, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9219, loss_cls: 1.3477, loss: 1.3477 +2023-12-27 23:55:41,355 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 1 day, 15:48:17, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9219, loss_cls: 1.3683, loss: 1.3683 +2023-12-27 23:56:07,911 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 1 day, 15:48:00, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9206, loss_cls: 1.3399, loss: 1.3399 +2023-12-27 23:56:34,442 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 1 day, 15:47:43, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9250, loss_cls: 1.3550, loss: 1.3550 +2023-12-27 23:57:00,944 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 1 day, 15:47:26, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9206, loss_cls: 1.3481, loss: 1.3481 +2023-12-27 23:57:26,993 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 1 day, 15:47:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9369, loss_cls: 1.2726, loss: 1.2726 +2023-12-27 23:57:52,334 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 1 day, 15:46:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9137, loss_cls: 1.4228, loss: 1.4228 +2023-12-27 23:58:17,748 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 1 day, 15:45:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9187, loss_cls: 1.4553, loss: 1.4553 +2023-12-27 23:58:42,841 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 1 day, 15:45:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9119, loss_cls: 1.4193, loss: 1.4193 +2023-12-27 23:59:07,995 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 1 day, 15:44:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9306, loss_cls: 1.3223, loss: 1.3223 +2023-12-27 23:59:33,077 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 1 day, 15:44:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9281, loss_cls: 1.3607, loss: 1.3607 +2023-12-27 23:59:58,364 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 1 day, 15:43:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9137, loss_cls: 1.4330, loss: 1.4330 +2023-12-28 00:00:23,580 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 1 day, 15:42:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9169, loss_cls: 1.3439, loss: 1.3439 +2023-12-28 00:00:48,755 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 1 day, 15:42:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9213, loss_cls: 1.3540, loss: 1.3540 +2023-12-28 00:01:14,625 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 1 day, 15:41:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9281, loss_cls: 1.3304, loss: 1.3304 +2023-12-28 00:01:39,955 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 1 day, 15:41:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9206, loss_cls: 1.3757, loss: 1.3757 +2023-12-28 00:01:50,912 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-28 00:05:41,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:05:41,904 - pyskl - INFO - +top1_acc 0.6631 +top5_acc 0.9193 +2023-12-28 00:05:41,909 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_9.pth was removed +2023-12-28 00:05:42,157 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2023-12-28 00:05:42,159 - pyskl - INFO - Best top1_acc is 0.6631 at 10 epoch. +2023-12-28 00:05:42,181 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.6631, top5_acc: 0.9193 +2023-12-28 00:06:37,312 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 1 day, 15:45:03, time: 0.551, data_time: 0.296, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9275, loss_cls: 1.3175, loss: 1.3175 +2023-12-28 00:07:02,692 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 1 day, 15:44:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9225, loss_cls: 1.3400, loss: 1.3400 +2023-12-28 00:07:28,235 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 1 day, 15:43:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9306, loss_cls: 1.2688, loss: 1.2688 +2023-12-28 00:07:53,901 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 1 day, 15:43:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9344, loss_cls: 1.2637, loss: 1.2637 +2023-12-28 00:08:19,325 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 1 day, 15:42:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9231, loss_cls: 1.3943, loss: 1.3943 +2023-12-28 00:08:45,042 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 1 day, 15:42:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9056, loss_cls: 1.3785, loss: 1.3785 +2023-12-28 00:09:11,446 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 1 day, 15:42:06, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9144, loss_cls: 1.3638, loss: 1.3638 +2023-12-28 00:09:37,445 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 1 day, 15:41:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9363, loss_cls: 1.2485, loss: 1.2485 +2023-12-28 00:10:03,482 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 1 day, 15:41:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9275, loss_cls: 1.3141, loss: 1.3141 +2023-12-28 00:10:28,808 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 1 day, 15:40:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9206, loss_cls: 1.3295, loss: 1.3295 +2023-12-28 00:10:54,437 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 1 day, 15:40:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9038, loss_cls: 1.4666, loss: 1.4666 +2023-12-28 00:11:20,983 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 1 day, 15:39:53, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9281, loss_cls: 1.2848, loss: 1.2848 +2023-12-28 00:11:47,467 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 1 day, 15:39:35, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9206, loss_cls: 1.4280, loss: 1.4280 +2023-12-28 00:12:12,672 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 1 day, 15:38:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9275, loss_cls: 1.3538, loss: 1.3538 +2023-12-28 00:12:37,704 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 1 day, 15:38:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9137, loss_cls: 1.3743, loss: 1.3743 +2023-12-28 00:13:02,735 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 1 day, 15:37:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9250, loss_cls: 1.3221, loss: 1.3221 +2023-12-28 00:13:27,738 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 1 day, 15:37:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9163, loss_cls: 1.3238, loss: 1.3238 +2023-12-28 00:13:52,688 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 1 day, 15:36:25, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9081, loss_cls: 1.4203, loss: 1.4203 +2023-12-28 00:14:17,703 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 1 day, 15:35:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9163, loss_cls: 1.3357, loss: 1.3357 +2023-12-28 00:14:42,683 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 1 day, 15:35:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9325, loss_cls: 1.2989, loss: 1.2989 +2023-12-28 00:15:07,664 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 1 day, 15:34:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9275, loss_cls: 1.3386, loss: 1.3386 +2023-12-28 00:15:32,648 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 1 day, 15:33:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9319, loss_cls: 1.3097, loss: 1.3097 +2023-12-28 00:15:57,608 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 1 day, 15:33:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9244, loss_cls: 1.3464, loss: 1.3464 +2023-12-28 00:16:22,588 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 1 day, 15:32:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9125, loss_cls: 1.4753, loss: 1.4753 +2023-12-28 00:16:47,672 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 1 day, 15:31:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9344, loss_cls: 1.3216, loss: 1.3216 +2023-12-28 00:17:12,873 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 1 day, 15:31:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9150, loss_cls: 1.3917, loss: 1.3917 +2023-12-28 00:17:38,507 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 1 day, 15:30:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9256, loss_cls: 1.2747, loss: 1.2747 +2023-12-28 00:18:03,633 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 1 day, 15:30:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9219, loss_cls: 1.3126, loss: 1.3126 +2023-12-28 00:18:28,744 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 1 day, 15:29:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9256, loss_cls: 1.3290, loss: 1.3290 +2023-12-28 00:18:53,993 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 1 day, 15:29:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9194, loss_cls: 1.3813, loss: 1.3813 +2023-12-28 00:19:19,152 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 1 day, 15:28:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9181, loss_cls: 1.4025, loss: 1.4025 +2023-12-28 00:19:44,223 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 1 day, 15:27:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9144, loss_cls: 1.4108, loss: 1.4108 +2023-12-28 00:20:09,265 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 1 day, 15:27:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9125, loss_cls: 1.3717, loss: 1.3717 +2023-12-28 00:20:34,339 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 1 day, 15:26:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9137, loss_cls: 1.4210, loss: 1.4210 +2023-12-28 00:20:59,442 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 1 day, 15:26:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9200, loss_cls: 1.3287, loss: 1.3287 +2023-12-28 00:21:24,605 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 1 day, 15:25:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9219, loss_cls: 1.3614, loss: 1.3614 +2023-12-28 00:21:49,916 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 1 day, 15:24:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9319, loss_cls: 1.3380, loss: 1.3380 +2023-12-28 00:22:15,802 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 1 day, 15:24:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9306, loss_cls: 1.2568, loss: 1.2568 +2023-12-28 00:22:41,123 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 1 day, 15:23:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9175, loss_cls: 1.3901, loss: 1.3901 +2023-12-28 00:22:52,082 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-28 00:26:41,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:26:41,896 - pyskl - INFO - +top1_acc 0.6255 +top5_acc 0.9032 +2023-12-28 00:26:41,918 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6255, top5_acc: 0.9032 +2023-12-28 00:27:37,333 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 1 day, 15:27:21, time: 0.554, data_time: 0.294, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9250, loss_cls: 1.2640, loss: 1.2640 +2023-12-28 00:28:03,062 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 1 day, 15:26:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9263, loss_cls: 1.3630, loss: 1.3630 +2023-12-28 00:28:28,421 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 1 day, 15:26:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9181, loss_cls: 1.3236, loss: 1.3236 +2023-12-28 00:28:54,094 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 1 day, 15:25:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9294, loss_cls: 1.2481, loss: 1.2481 +2023-12-28 00:29:20,119 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 1 day, 15:25:25, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 1.2404, loss: 1.2404 +2023-12-28 00:29:45,802 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 1 day, 15:24:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9237, loss_cls: 1.2897, loss: 1.2897 +2023-12-28 00:30:11,644 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 1 day, 15:24:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9219, loss_cls: 1.3638, loss: 1.3638 +2023-12-28 00:30:36,828 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 1 day, 15:23:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9225, loss_cls: 1.3560, loss: 1.3560 +2023-12-28 00:31:02,090 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 1 day, 15:23:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9244, loss_cls: 1.3319, loss: 1.3319 +2023-12-28 00:31:27,898 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 1 day, 15:22:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9356, loss_cls: 1.2512, loss: 1.2512 +2023-12-28 00:31:53,000 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 1 day, 15:22:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9300, loss_cls: 1.2958, loss: 1.2958 +2023-12-28 00:32:18,192 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 1 day, 15:21:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9269, loss_cls: 1.2820, loss: 1.2820 +2023-12-28 00:32:43,935 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 1 day, 15:21:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9187, loss_cls: 1.3241, loss: 1.3241 +2023-12-28 00:33:09,185 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 1 day, 15:20:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9313, loss_cls: 1.2864, loss: 1.2864 +2023-12-28 00:33:35,502 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 1 day, 15:20:16, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9281, loss_cls: 1.3288, loss: 1.3288 +2023-12-28 00:34:00,626 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 1 day, 15:19:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9244, loss_cls: 1.2811, loss: 1.2811 +2023-12-28 00:34:25,653 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 1 day, 15:19:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9256, loss_cls: 1.3657, loss: 1.3657 +2023-12-28 00:34:50,808 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 1 day, 15:18:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9306, loss_cls: 1.3294, loss: 1.3294 +2023-12-28 00:35:15,999 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 1 day, 15:17:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9206, loss_cls: 1.3135, loss: 1.3135 +2023-12-28 00:35:41,623 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 1 day, 15:17:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9144, loss_cls: 1.3559, loss: 1.3559 +2023-12-28 00:36:07,057 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 1 day, 15:16:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9287, loss_cls: 1.2984, loss: 1.2984 +2023-12-28 00:36:33,125 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 1 day, 15:16:28, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9294, loss_cls: 1.3041, loss: 1.3041 +2023-12-28 00:36:59,617 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 1 day, 15:16:09, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9275, loss_cls: 1.2883, loss: 1.2883 +2023-12-28 00:37:26,118 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 1 day, 15:15:50, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9300, loss_cls: 1.2702, loss: 1.2702 +2023-12-28 00:37:52,622 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 1 day, 15:15:31, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9287, loss_cls: 1.2832, loss: 1.2832 +2023-12-28 00:38:19,122 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 1 day, 15:15:12, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9156, loss_cls: 1.3402, loss: 1.3402 +2023-12-28 00:38:45,622 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 1 day, 15:14:53, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9225, loss_cls: 1.3667, loss: 1.3667 +2023-12-28 00:39:12,116 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 1 day, 15:14:34, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9181, loss_cls: 1.3134, loss: 1.3134 +2023-12-28 00:39:38,610 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 1 day, 15:14:14, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9150, loss_cls: 1.3341, loss: 1.3341 +2023-12-28 00:40:05,107 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 1 day, 15:13:55, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9250, loss_cls: 1.3108, loss: 1.3108 +2023-12-28 00:40:31,617 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 1 day, 15:13:36, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9119, loss_cls: 1.3781, loss: 1.3781 +2023-12-28 00:40:58,127 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 1 day, 15:13:17, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9225, loss_cls: 1.3474, loss: 1.3474 +2023-12-28 00:41:24,643 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 1 day, 15:12:58, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9181, loss_cls: 1.3596, loss: 1.3596 +2023-12-28 00:41:51,134 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 1 day, 15:12:38, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9131, loss_cls: 1.3924, loss: 1.3924 +2023-12-28 00:42:17,654 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 1 day, 15:12:19, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9281, loss_cls: 1.3257, loss: 1.3257 +2023-12-28 00:42:44,169 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 1 day, 15:12:00, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9225, loss_cls: 1.3783, loss: 1.3783 +2023-12-28 00:43:10,754 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 1 day, 15:11:41, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9263, loss_cls: 1.2433, loss: 1.2433 +2023-12-28 00:43:36,391 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 1 day, 15:11:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9194, loss_cls: 1.3125, loss: 1.3125 +2023-12-28 00:44:01,944 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 1 day, 15:10:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9194, loss_cls: 1.3138, loss: 1.3138 +2023-12-28 00:44:12,989 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-28 00:48:02,319 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:48:02,874 - pyskl - INFO - +top1_acc 0.6508 +top5_acc 0.9286 +2023-12-28 00:48:02,897 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6508, top5_acc: 0.9286 +2023-12-28 00:48:57,964 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 1 day, 15:13:40, time: 0.551, data_time: 0.295, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9250, loss_cls: 1.3264, loss: 1.3264 +2023-12-28 00:49:23,451 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 1 day, 15:13:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9325, loss_cls: 1.3267, loss: 1.3267 +2023-12-28 00:49:48,764 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 1 day, 15:12:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9331, loss_cls: 1.2623, loss: 1.2623 +2023-12-28 00:50:14,261 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 1 day, 15:12:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9231, loss_cls: 1.2356, loss: 1.2356 +2023-12-28 00:50:40,011 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 1 day, 15:11:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9269, loss_cls: 1.3430, loss: 1.3430 +2023-12-28 00:51:05,839 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 1 day, 15:11:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9300, loss_cls: 1.2123, loss: 1.2123 +2023-12-28 00:51:31,424 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 1 day, 15:10:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9363, loss_cls: 1.2865, loss: 1.2865 +2023-12-28 00:51:57,713 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 1 day, 15:10:15, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9250, loss_cls: 1.3040, loss: 1.3040 +2023-12-28 00:52:24,257 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 1 day, 15:09:55, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9256, loss_cls: 1.2432, loss: 1.2432 +2023-12-28 00:52:50,743 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 1 day, 15:09:35, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9275, loss_cls: 1.3457, loss: 1.3457 +2023-12-28 00:53:17,229 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 1 day, 15:09:14, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9213, loss_cls: 1.2959, loss: 1.2959 +2023-12-28 00:53:43,563 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 1 day, 15:08:53, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9300, loss_cls: 1.2413, loss: 1.2413 +2023-12-28 00:54:08,569 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 1 day, 15:08:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9231, loss_cls: 1.2934, loss: 1.2934 +2023-12-28 00:54:33,578 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 1 day, 15:07:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9175, loss_cls: 1.3278, loss: 1.3278 +2023-12-28 00:54:58,572 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 1 day, 15:07:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9287, loss_cls: 1.2694, loss: 1.2694 +2023-12-28 00:55:23,563 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 1 day, 15:06:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9269, loss_cls: 1.3244, loss: 1.3244 +2023-12-28 00:55:48,566 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 1 day, 15:05:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9225, loss_cls: 1.3019, loss: 1.3019 +2023-12-28 00:56:13,544 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 1 day, 15:05:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9206, loss_cls: 1.2867, loss: 1.2867 +2023-12-28 00:56:38,544 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 1 day, 15:04:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9300, loss_cls: 1.3085, loss: 1.3085 +2023-12-28 00:57:03,541 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 1 day, 15:03:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9213, loss_cls: 1.3281, loss: 1.3281 +2023-12-28 00:57:28,509 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 1 day, 15:03:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9287, loss_cls: 1.2969, loss: 1.2969 +2023-12-28 00:57:53,464 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 1 day, 15:02:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9156, loss_cls: 1.3754, loss: 1.3754 +2023-12-28 00:58:18,412 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 1 day, 15:02:08, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9306, loss_cls: 1.2432, loss: 1.2432 +2023-12-28 00:58:43,341 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 1 day, 15:01:30, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9300, loss_cls: 1.2707, loss: 1.2707 +2023-12-28 00:59:08,275 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 1 day, 15:00:53, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9275, loss_cls: 1.3081, loss: 1.3081 +2023-12-28 00:59:33,213 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 1 day, 15:00:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9294, loss_cls: 1.2722, loss: 1.2722 +2023-12-28 00:59:58,142 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 1 day, 14:59:39, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9181, loss_cls: 1.3375, loss: 1.3375 +2023-12-28 01:00:23,098 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 1 day, 14:59:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9156, loss_cls: 1.3589, loss: 1.3589 +2023-12-28 01:00:48,044 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 1 day, 14:58:26, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9213, loss_cls: 1.3215, loss: 1.3215 +2023-12-28 01:01:12,970 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 1 day, 14:57:49, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9337, loss_cls: 1.2744, loss: 1.2744 +2023-12-28 01:01:37,918 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 1 day, 14:57:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9237, loss_cls: 1.3351, loss: 1.3351 +2023-12-28 01:02:02,863 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 1 day, 14:56:36, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9331, loss_cls: 1.2719, loss: 1.2719 +2023-12-28 01:02:27,785 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 1 day, 14:55:59, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9281, loss_cls: 1.2726, loss: 1.2726 +2023-12-28 01:02:52,712 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 1 day, 14:55:22, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9313, loss_cls: 1.2580, loss: 1.2580 +2023-12-28 01:03:17,647 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 1 day, 14:54:46, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9250, loss_cls: 1.3537, loss: 1.3537 +2023-12-28 01:03:42,599 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 1 day, 14:54:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9313, loss_cls: 1.2568, loss: 1.2568 +2023-12-28 01:04:07,540 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 1 day, 14:53:33, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9275, loss_cls: 1.3014, loss: 1.3014 +2023-12-28 01:04:33,128 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 1 day, 14:53:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9231, loss_cls: 1.2999, loss: 1.2999 +2023-12-28 01:04:58,513 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 1 day, 14:52:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9225, loss_cls: 1.3172, loss: 1.3172 +2023-12-28 01:05:09,588 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-28 01:08:58,570 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:08:59,117 - pyskl - INFO - +top1_acc 0.6228 +top5_acc 0.9003 +2023-12-28 01:08:59,140 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.6228, top5_acc: 0.9003 +2023-12-28 01:09:54,819 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 1 day, 14:55:19, time: 0.557, data_time: 0.294, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9300, loss_cls: 1.2767, loss: 1.2767 +2023-12-28 01:10:20,544 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 1 day, 14:54:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9281, loss_cls: 1.3467, loss: 1.3467 +2023-12-28 01:10:46,275 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 1 day, 14:54:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9275, loss_cls: 1.2727, loss: 1.2727 +2023-12-28 01:11:11,711 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 1 day, 14:53:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9287, loss_cls: 1.2255, loss: 1.2255 +2023-12-28 01:11:37,625 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 1 day, 14:53:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9319, loss_cls: 1.2715, loss: 1.2715 +2023-12-28 01:12:03,332 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 1 day, 14:52:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9194, loss_cls: 1.3038, loss: 1.3038 +2023-12-28 01:12:29,195 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 1 day, 14:52:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9237, loss_cls: 1.2765, loss: 1.2765 +2023-12-28 01:12:54,996 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 1 day, 14:52:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9294, loss_cls: 1.3197, loss: 1.3197 +2023-12-28 01:13:20,463 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 1 day, 14:51:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9275, loss_cls: 1.3000, loss: 1.3000 +2023-12-28 01:13:45,750 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 1 day, 14:50:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9294, loss_cls: 1.3090, loss: 1.3090 +2023-12-28 01:14:10,821 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 1 day, 14:50:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9250, loss_cls: 1.2492, loss: 1.2492 +2023-12-28 01:14:35,884 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 1 day, 14:49:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9213, loss_cls: 1.3632, loss: 1.3632 +2023-12-28 01:15:01,736 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 1 day, 14:49:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9375, loss_cls: 1.3270, loss: 1.3270 +2023-12-28 01:15:26,874 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 1 day, 14:48:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9237, loss_cls: 1.2967, loss: 1.2967 +2023-12-28 01:15:51,993 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 1 day, 14:48:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9313, loss_cls: 1.2546, loss: 1.2546 +2023-12-28 01:16:17,204 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 1 day, 14:47:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9269, loss_cls: 1.2916, loss: 1.2916 +2023-12-28 01:16:42,334 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 1 day, 14:47:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9181, loss_cls: 1.3344, loss: 1.3344 +2023-12-28 01:17:07,411 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 1 day, 14:46:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9281, loss_cls: 1.2433, loss: 1.2433 +2023-12-28 01:17:32,540 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 1 day, 14:45:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9269, loss_cls: 1.2551, loss: 1.2551 +2023-12-28 01:17:57,569 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 1 day, 14:45:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9387, loss_cls: 1.2351, loss: 1.2351 +2023-12-28 01:18:22,685 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 1 day, 14:44:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9237, loss_cls: 1.3313, loss: 1.3313 +2023-12-28 01:18:47,767 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 1 day, 14:44:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9369, loss_cls: 1.2698, loss: 1.2698 +2023-12-28 01:19:12,920 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 1 day, 14:43:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9387, loss_cls: 1.2232, loss: 1.2232 +2023-12-28 01:19:38,039 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 1 day, 14:43:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9400, loss_cls: 1.2084, loss: 1.2084 +2023-12-28 01:20:03,178 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 1 day, 14:42:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9306, loss_cls: 1.2760, loss: 1.2760 +2023-12-28 01:20:28,406 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 1 day, 14:41:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9169, loss_cls: 1.3472, loss: 1.3472 +2023-12-28 01:20:53,609 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 1 day, 14:41:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9331, loss_cls: 1.2270, loss: 1.2270 +2023-12-28 01:21:18,779 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 1 day, 14:40:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9325, loss_cls: 1.2452, loss: 1.2452 +2023-12-28 01:21:43,916 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 1 day, 14:40:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9187, loss_cls: 1.3189, loss: 1.3189 +2023-12-28 01:22:08,970 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 1 day, 14:39:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9163, loss_cls: 1.2716, loss: 1.2716 +2023-12-28 01:22:34,038 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 1 day, 14:39:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9206, loss_cls: 1.3642, loss: 1.3642 +2023-12-28 01:22:59,218 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 1 day, 14:38:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9375, loss_cls: 1.1956, loss: 1.1956 +2023-12-28 01:23:24,587 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 1 day, 14:38:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9306, loss_cls: 1.2807, loss: 1.2807 +2023-12-28 01:23:49,648 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 1 day, 14:37:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9269, loss_cls: 1.2880, loss: 1.2880 +2023-12-28 01:24:14,645 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 1 day, 14:36:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9237, loss_cls: 1.2564, loss: 1.2564 +2023-12-28 01:24:39,642 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 1 day, 14:36:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9206, loss_cls: 1.2876, loss: 1.2876 +2023-12-28 01:25:04,612 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 1 day, 14:35:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9400, loss_cls: 1.2029, loss: 1.2029 +2023-12-28 01:25:30,101 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 1 day, 14:35:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9181, loss_cls: 1.2805, loss: 1.2805 +2023-12-28 01:25:55,549 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 1 day, 14:34:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9337, loss_cls: 1.2104, loss: 1.2104 +2023-12-28 01:26:06,716 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-28 01:29:55,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:29:56,531 - pyskl - INFO - +top1_acc 0.6214 +top5_acc 0.9093 +2023-12-28 01:29:56,553 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6214, top5_acc: 0.9093 +2023-12-28 01:30:51,415 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 1 day, 14:37:05, time: 0.549, data_time: 0.294, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9200, loss_cls: 1.3827, loss: 1.3827 +2023-12-28 01:31:16,673 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 1 day, 14:36:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9250, loss_cls: 1.2713, loss: 1.2713 +2023-12-28 01:31:41,945 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 1 day, 14:35:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9375, loss_cls: 1.2924, loss: 1.2924 +2023-12-28 01:32:07,379 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 1 day, 14:35:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9337, loss_cls: 1.1956, loss: 1.1956 +2023-12-28 01:32:33,614 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 1 day, 14:35:05, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9275, loss_cls: 1.2738, loss: 1.2738 +2023-12-28 01:32:59,277 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 1 day, 14:34:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 1.2190, loss: 1.2190 +2023-12-28 01:33:24,689 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 1 day, 14:34:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9319, loss_cls: 1.1735, loss: 1.1735 +2023-12-28 01:33:50,553 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 1 day, 14:33:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9419, loss_cls: 1.2546, loss: 1.2546 +2023-12-28 01:34:15,795 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 1 day, 14:33:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9294, loss_cls: 1.2734, loss: 1.2734 +2023-12-28 01:34:41,396 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 1 day, 14:32:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9244, loss_cls: 1.2935, loss: 1.2935 +2023-12-28 01:35:07,077 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 1 day, 14:32:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9275, loss_cls: 1.2717, loss: 1.2717 +2023-12-28 01:35:33,545 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 1 day, 14:31:48, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9325, loss_cls: 1.2534, loss: 1.2534 +2023-12-28 01:35:59,636 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 1 day, 14:31:23, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9350, loss_cls: 1.2190, loss: 1.2190 +2023-12-28 01:36:25,730 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 1 day, 14:30:58, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9325, loss_cls: 1.2437, loss: 1.2437 +2023-12-28 01:36:51,176 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 1 day, 14:30:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9363, loss_cls: 1.2313, loss: 1.2313 +2023-12-28 01:37:16,347 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 1 day, 14:29:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9306, loss_cls: 1.2445, loss: 1.2445 +2023-12-28 01:37:42,071 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 1 day, 14:29:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9313, loss_cls: 1.2670, loss: 1.2670 +2023-12-28 01:38:08,134 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 1 day, 14:29:02, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9181, loss_cls: 1.3448, loss: 1.3448 +2023-12-28 01:38:33,221 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 1 day, 14:28:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9381, loss_cls: 1.2057, loss: 1.2057 +2023-12-28 01:38:58,302 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 1 day, 14:27:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9344, loss_cls: 1.2615, loss: 1.2615 +2023-12-28 01:39:24,380 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 1 day, 14:27:29, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9275, loss_cls: 1.2471, loss: 1.2471 +2023-12-28 01:39:50,766 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 1 day, 14:27:07, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9213, loss_cls: 1.2708, loss: 1.2708 +2023-12-28 01:40:16,203 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 1 day, 14:26:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9369, loss_cls: 1.1888, loss: 1.1888 +2023-12-28 01:40:41,633 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 1 day, 14:26:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9187, loss_cls: 1.3065, loss: 1.3065 +2023-12-28 01:41:06,601 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 1 day, 14:25:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9381, loss_cls: 1.2364, loss: 1.2364 +2023-12-28 01:41:31,579 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 1 day, 14:24:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9269, loss_cls: 1.2735, loss: 1.2735 +2023-12-28 01:41:56,543 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 1 day, 14:24:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9275, loss_cls: 1.2731, loss: 1.2731 +2023-12-28 01:42:21,520 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 1 day, 14:23:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9269, loss_cls: 1.3084, loss: 1.3084 +2023-12-28 01:42:46,476 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 1 day, 14:23:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9319, loss_cls: 1.2809, loss: 1.2809 +2023-12-28 01:43:11,910 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 1 day, 14:22:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9213, loss_cls: 1.2962, loss: 1.2962 +2023-12-28 01:43:37,181 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 1 day, 14:22:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9350, loss_cls: 1.2116, loss: 1.2116 +2023-12-28 01:44:02,446 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 1 day, 14:21:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 1.1646, loss: 1.1646 +2023-12-28 01:44:27,529 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 1 day, 14:21:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9237, loss_cls: 1.2986, loss: 1.2986 +2023-12-28 01:44:52,614 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 1 day, 14:20:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9275, loss_cls: 1.3499, loss: 1.3499 +2023-12-28 01:45:17,815 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 1 day, 14:19:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9369, loss_cls: 1.2008, loss: 1.2008 +2023-12-28 01:45:43,239 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 1 day, 14:19:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9306, loss_cls: 1.2420, loss: 1.2420 +2023-12-28 01:46:08,376 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 1 day, 14:18:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9306, loss_cls: 1.2400, loss: 1.2400 +2023-12-28 01:46:33,798 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 1 day, 14:18:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9313, loss_cls: 1.2444, loss: 1.2444 +2023-12-28 01:46:59,397 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 1 day, 14:17:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9175, loss_cls: 1.3514, loss: 1.3514 +2023-12-28 01:47:10,329 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-28 01:50:59,122 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:50:59,672 - pyskl - INFO - +top1_acc 0.6580 +top5_acc 0.9193 +2023-12-28 01:50:59,695 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6580, top5_acc: 0.9193 +2023-12-28 01:51:55,734 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 1 day, 14:20:16, time: 0.560, data_time: 0.305, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9244, loss_cls: 1.2538, loss: 1.2538 +2023-12-28 01:52:20,766 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 1 day, 14:19:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9369, loss_cls: 1.2552, loss: 1.2552 +2023-12-28 01:52:45,766 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 1 day, 14:19:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.9131, loss_cls: 1.4382, loss: 1.4382 +2023-12-28 01:53:10,919 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 1 day, 14:18:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9200, loss_cls: 1.2914, loss: 1.2914 +2023-12-28 01:53:36,334 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 1 day, 14:18:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9144, loss_cls: 1.3306, loss: 1.3306 +2023-12-28 01:54:02,065 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 1 day, 14:17:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9263, loss_cls: 1.2589, loss: 1.2589 +2023-12-28 01:54:27,764 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 1 day, 14:17:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 1.1291, loss: 1.1291 +2023-12-28 01:54:53,723 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 1 day, 14:16:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9325, loss_cls: 1.1860, loss: 1.1860 +2023-12-28 01:55:19,203 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 1 day, 14:16:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9456, loss_cls: 1.1470, loss: 1.1470 +2023-12-28 01:55:44,617 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 1 day, 14:15:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9337, loss_cls: 1.2034, loss: 1.2034 +2023-12-28 01:56:10,429 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 1 day, 14:15:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9337, loss_cls: 1.2158, loss: 1.2158 +2023-12-28 01:56:35,612 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 1 day, 14:14:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9275, loss_cls: 1.2679, loss: 1.2679 +2023-12-28 01:57:00,717 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 1 day, 14:14:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9219, loss_cls: 1.3271, loss: 1.3271 +2023-12-28 01:57:25,826 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 1 day, 14:13:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9294, loss_cls: 1.2490, loss: 1.2490 +2023-12-28 01:57:50,996 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 1 day, 14:13:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 1.2060, loss: 1.2060 +2023-12-28 01:58:16,429 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 1 day, 14:12:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9287, loss_cls: 1.2714, loss: 1.2714 +2023-12-28 01:58:41,817 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 1 day, 14:12:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9363, loss_cls: 1.2188, loss: 1.2188 +2023-12-28 01:59:07,114 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 1 day, 14:11:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9281, loss_cls: 1.2385, loss: 1.2385 +2023-12-28 01:59:32,926 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 1 day, 14:11:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 1.2038, loss: 1.2038 +2023-12-28 01:59:59,431 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 1 day, 14:10:41, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9294, loss_cls: 1.2489, loss: 1.2489 +2023-12-28 02:00:25,916 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 1 day, 14:10:20, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9356, loss_cls: 1.2431, loss: 1.2431 +2023-12-28 02:00:52,414 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 1 day, 14:09:59, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9350, loss_cls: 1.2508, loss: 1.2508 +2023-12-28 02:01:18,916 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 1 day, 14:09:38, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9300, loss_cls: 1.2185, loss: 1.2185 +2023-12-28 02:01:45,439 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 1 day, 14:09:17, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9250, loss_cls: 1.2497, loss: 1.2497 +2023-12-28 02:02:11,976 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 1 day, 14:08:56, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9331, loss_cls: 1.2307, loss: 1.2307 +2023-12-28 02:02:38,505 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 1 day, 14:08:35, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9256, loss_cls: 1.3153, loss: 1.3153 +2023-12-28 02:03:05,003 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 1 day, 14:08:14, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9475, loss_cls: 1.1926, loss: 1.1926 +2023-12-28 02:03:31,498 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 1 day, 14:07:53, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9325, loss_cls: 1.2563, loss: 1.2563 +2023-12-28 02:03:58,007 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 1 day, 14:07:32, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9319, loss_cls: 1.2020, loss: 1.2020 +2023-12-28 02:04:24,516 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 1 day, 14:07:11, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9406, loss_cls: 1.2151, loss: 1.2151 +2023-12-28 02:04:51,007 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 1 day, 14:06:49, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9356, loss_cls: 1.2118, loss: 1.2118 +2023-12-28 02:05:17,523 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 1 day, 14:06:28, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 1.2399, loss: 1.2399 +2023-12-28 02:05:44,018 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 1 day, 14:06:07, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9375, loss_cls: 1.2209, loss: 1.2209 +2023-12-28 02:06:10,528 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 1 day, 14:05:46, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9281, loss_cls: 1.2323, loss: 1.2323 +2023-12-28 02:06:36,246 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 1 day, 14:05:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9456, loss_cls: 1.1761, loss: 1.1761 +2023-12-28 02:07:02,340 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 1 day, 14:04:53, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9306, loss_cls: 1.2569, loss: 1.2569 +2023-12-28 02:07:28,053 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 1 day, 14:04:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9231, loss_cls: 1.2527, loss: 1.2527 +2023-12-28 02:07:53,525 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 1 day, 14:03:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9219, loss_cls: 1.2818, loss: 1.2818 +2023-12-28 02:08:19,072 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 1 day, 14:03:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9263, loss_cls: 1.2520, loss: 1.2520 +2023-12-28 02:08:30,118 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-28 02:12:19,117 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:12:19,646 - pyskl - INFO - +top1_acc 0.6922 +top5_acc 0.9321 +2023-12-28 02:12:19,651 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_10.pth was removed +2023-12-28 02:12:19,866 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2023-12-28 02:12:19,868 - pyskl - INFO - Best top1_acc is 0.6922 at 16 epoch. +2023-12-28 02:12:19,890 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6922, top5_acc: 0.9321 +2023-12-28 02:13:14,808 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 1 day, 14:05:25, time: 0.549, data_time: 0.295, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 1.2500, loss: 1.2500 +2023-12-28 02:13:40,278 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 1 day, 14:04:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 1.1828, loss: 1.1828 +2023-12-28 02:14:05,583 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 1 day, 14:04:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9431, loss_cls: 1.1802, loss: 1.1802 +2023-12-28 02:14:31,577 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 1 day, 14:03:57, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9287, loss_cls: 1.2419, loss: 1.2419 +2023-12-28 02:14:57,498 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 1 day, 14:03:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9400, loss_cls: 1.1973, loss: 1.1973 +2023-12-28 02:15:23,199 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 1 day, 14:03:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9456, loss_cls: 1.2323, loss: 1.2323 +2023-12-28 02:15:48,500 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 1 day, 14:02:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9313, loss_cls: 1.2941, loss: 1.2941 +2023-12-28 02:16:13,713 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 1 day, 14:01:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9344, loss_cls: 1.2079, loss: 1.2079 +2023-12-28 02:16:38,812 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 1 day, 14:01:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9250, loss_cls: 1.2880, loss: 1.2880 +2023-12-28 02:17:03,937 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 1 day, 14:00:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9363, loss_cls: 1.1929, loss: 1.1929 +2023-12-28 02:17:29,343 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 1 day, 14:00:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9213, loss_cls: 1.2653, loss: 1.2653 +2023-12-28 02:17:54,530 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 1 day, 13:59:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9256, loss_cls: 1.2571, loss: 1.2571 +2023-12-28 02:18:19,826 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 1 day, 13:59:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9325, loss_cls: 1.1868, loss: 1.1868 +2023-12-28 02:18:45,052 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 1 day, 13:58:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9306, loss_cls: 1.2058, loss: 1.2058 +2023-12-28 02:19:10,054 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 1 day, 13:58:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9344, loss_cls: 1.2263, loss: 1.2263 +2023-12-28 02:19:35,064 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 1 day, 13:57:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9306, loss_cls: 1.2307, loss: 1.2307 +2023-12-28 02:20:00,043 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 1 day, 13:57:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9187, loss_cls: 1.2678, loss: 1.2678 +2023-12-28 02:20:25,038 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 1 day, 13:56:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9313, loss_cls: 1.1448, loss: 1.1448 +2023-12-28 02:20:49,994 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 1 day, 13:55:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9350, loss_cls: 1.1991, loss: 1.1991 +2023-12-28 02:21:14,952 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 1 day, 13:55:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9325, loss_cls: 1.2613, loss: 1.2613 +2023-12-28 02:21:39,912 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 1 day, 13:54:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9263, loss_cls: 1.2396, loss: 1.2396 +2023-12-28 02:22:04,852 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 1 day, 13:54:14, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9281, loss_cls: 1.2252, loss: 1.2252 +2023-12-28 02:22:29,781 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 1 day, 13:53:40, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 1.1593, loss: 1.1593 +2023-12-28 02:22:54,717 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 1 day, 13:53:06, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9300, loss_cls: 1.2656, loss: 1.2656 +2023-12-28 02:23:19,690 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 1 day, 13:52:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9406, loss_cls: 1.2026, loss: 1.2026 +2023-12-28 02:23:44,780 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 1 day, 13:51:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9381, loss_cls: 1.2050, loss: 1.2050 +2023-12-28 02:24:09,962 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 1 day, 13:51:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9356, loss_cls: 1.1767, loss: 1.1767 +2023-12-28 02:24:35,154 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 1 day, 13:50:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9344, loss_cls: 1.1917, loss: 1.1917 +2023-12-28 02:25:00,483 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 1 day, 13:50:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 1.1620, loss: 1.1620 +2023-12-28 02:25:25,810 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 1 day, 13:49:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9319, loss_cls: 1.2830, loss: 1.2830 +2023-12-28 02:25:50,861 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 1 day, 13:49:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9250, loss_cls: 1.2839, loss: 1.2839 +2023-12-28 02:26:16,243 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 1 day, 13:48:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9344, loss_cls: 1.1580, loss: 1.1580 +2023-12-28 02:26:41,383 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 1 day, 13:48:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9194, loss_cls: 1.2815, loss: 1.2815 +2023-12-28 02:27:06,534 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 1 day, 13:47:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9225, loss_cls: 1.2825, loss: 1.2825 +2023-12-28 02:27:31,599 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 1 day, 13:47:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9237, loss_cls: 1.2618, loss: 1.2618 +2023-12-28 02:27:56,681 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 1 day, 13:46:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9287, loss_cls: 1.2779, loss: 1.2779 +2023-12-28 02:28:22,368 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 1 day, 13:46:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9306, loss_cls: 1.2663, loss: 1.2663 +2023-12-28 02:28:47,872 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 1 day, 13:45:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9331, loss_cls: 1.2665, loss: 1.2665 +2023-12-28 02:29:13,375 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 1 day, 13:45:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9437, loss_cls: 1.1059, loss: 1.1059 +2023-12-28 02:29:24,295 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-28 02:33:13,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:33:13,786 - pyskl - INFO - +top1_acc 0.6630 +top5_acc 0.9141 +2023-12-28 02:33:13,808 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6630, top5_acc: 0.9141 +2023-12-28 02:34:09,547 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 1 day, 13:47:09, time: 0.557, data_time: 0.299, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9350, loss_cls: 1.2221, loss: 1.2221 +2023-12-28 02:34:35,158 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 1 day, 13:46:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9487, loss_cls: 1.1146, loss: 1.1146 +2023-12-28 02:35:00,671 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 1 day, 13:46:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9337, loss_cls: 1.2203, loss: 1.2203 +2023-12-28 02:35:26,990 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 1 day, 13:45:47, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9300, loss_cls: 1.2007, loss: 1.2007 +2023-12-28 02:35:52,629 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 1 day, 13:45:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9337, loss_cls: 1.2123, loss: 1.2123 +2023-12-28 02:36:18,284 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 1 day, 13:44:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9219, loss_cls: 1.2331, loss: 1.2331 +2023-12-28 02:36:44,115 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 1 day, 13:44:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9381, loss_cls: 1.2073, loss: 1.2073 +2023-12-28 02:37:09,695 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 1 day, 13:43:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9369, loss_cls: 1.1915, loss: 1.1915 +2023-12-28 02:37:35,262 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 1 day, 13:43:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9325, loss_cls: 1.2414, loss: 1.2414 +2023-12-28 02:38:00,568 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 1 day, 13:42:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9225, loss_cls: 1.2348, loss: 1.2348 +2023-12-28 02:38:26,319 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 1 day, 13:42:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9225, loss_cls: 1.2960, loss: 1.2960 +2023-12-28 02:38:51,568 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 1 day, 13:41:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9325, loss_cls: 1.1869, loss: 1.1869 +2023-12-28 02:39:16,521 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 1 day, 13:41:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9375, loss_cls: 1.2175, loss: 1.2175 +2023-12-28 02:39:41,484 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 1 day, 13:40:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9275, loss_cls: 1.2511, loss: 1.2511 +2023-12-28 02:40:06,425 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 1 day, 13:40:15, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9406, loss_cls: 1.1973, loss: 1.1973 +2023-12-28 02:40:31,378 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 1 day, 13:39:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9319, loss_cls: 1.1811, loss: 1.1811 +2023-12-28 02:40:56,370 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 1 day, 13:39:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9200, loss_cls: 1.2557, loss: 1.2557 +2023-12-28 02:41:22,397 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 1 day, 13:38:43, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9337, loss_cls: 1.2088, loss: 1.2088 +2023-12-28 02:41:47,837 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 1 day, 13:38:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9437, loss_cls: 1.2027, loss: 1.2027 +2023-12-28 02:42:14,267 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 1 day, 13:37:50, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9300, loss_cls: 1.2772, loss: 1.2772 +2023-12-28 02:42:40,751 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 1 day, 13:37:29, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 1.1970, loss: 1.1970 +2023-12-28 02:43:07,259 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 1 day, 13:37:07, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9331, loss_cls: 1.2485, loss: 1.2485 +2023-12-28 02:43:33,773 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 1 day, 13:36:45, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9300, loss_cls: 1.2127, loss: 1.2127 +2023-12-28 02:44:00,287 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 1 day, 13:36:23, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9344, loss_cls: 1.1697, loss: 1.1697 +2023-12-28 02:44:26,811 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 1 day, 13:36:02, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9425, loss_cls: 1.2350, loss: 1.2350 +2023-12-28 02:44:53,312 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 1 day, 13:35:40, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9394, loss_cls: 1.1846, loss: 1.1846 +2023-12-28 02:45:19,794 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 1 day, 13:35:18, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9394, loss_cls: 1.1543, loss: 1.1543 +2023-12-28 02:45:46,316 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 1 day, 13:34:56, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 1.1268, loss: 1.1268 +2023-12-28 02:46:12,830 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 1 day, 13:34:34, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9187, loss_cls: 1.3035, loss: 1.3035 +2023-12-28 02:46:39,332 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 1 day, 13:34:12, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9281, loss_cls: 1.2445, loss: 1.2445 +2023-12-28 02:47:05,845 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 1 day, 13:33:50, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9444, loss_cls: 1.1915, loss: 1.1915 +2023-12-28 02:47:32,321 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 1 day, 13:33:28, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9356, loss_cls: 1.2428, loss: 1.2428 +2023-12-28 02:47:58,798 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 1 day, 13:33:06, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 1.2243, loss: 1.2243 +2023-12-28 02:48:24,462 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 1 day, 13:32:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9356, loss_cls: 1.1930, loss: 1.1930 +2023-12-28 02:48:49,453 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 1 day, 13:32:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9350, loss_cls: 1.2127, loss: 1.2127 +2023-12-28 02:49:14,531 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 1 day, 13:31:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9269, loss_cls: 1.1901, loss: 1.1901 +2023-12-28 02:49:40,066 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 1 day, 13:31:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9319, loss_cls: 1.2073, loss: 1.2073 +2023-12-28 02:50:05,713 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 1 day, 13:30:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9219, loss_cls: 1.2549, loss: 1.2549 +2023-12-28 02:50:31,218 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 1 day, 13:30:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 1.1816, loss: 1.1816 +2023-12-28 02:50:42,172 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-28 02:54:32,494 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:54:33,032 - pyskl - INFO - +top1_acc 0.6632 +top5_acc 0.9114 +2023-12-28 02:54:33,054 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.6632, top5_acc: 0.9114 +2023-12-28 02:55:29,387 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 1 day, 13:31:56, time: 0.563, data_time: 0.307, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9369, loss_cls: 1.2315, loss: 1.2315 +2023-12-28 02:55:54,787 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 1 day, 13:31:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9387, loss_cls: 1.1473, loss: 1.1473 +2023-12-28 02:56:20,219 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 1 day, 13:30:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 1.1234, loss: 1.1234 +2023-12-28 02:56:46,282 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 1 day, 13:30:30, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9406, loss_cls: 1.1464, loss: 1.1464 +2023-12-28 02:57:12,555 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 1 day, 13:30:06, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9331, loss_cls: 1.2451, loss: 1.2451 +2023-12-28 02:57:37,788 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 1 day, 13:29:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9337, loss_cls: 1.1956, loss: 1.1956 +2023-12-28 02:58:03,029 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 1 day, 13:29:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9319, loss_cls: 1.2120, loss: 1.2120 +2023-12-28 02:58:28,277 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 1 day, 13:28:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9287, loss_cls: 1.2268, loss: 1.2268 +2023-12-28 02:58:53,669 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 1 day, 13:28:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9319, loss_cls: 1.1571, loss: 1.1571 +2023-12-28 02:59:19,040 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 1 day, 13:27:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9381, loss_cls: 1.1670, loss: 1.1670 +2023-12-28 02:59:44,372 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 1 day, 13:27:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9287, loss_cls: 1.2745, loss: 1.2745 +2023-12-28 03:00:09,937 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 1 day, 13:26:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9363, loss_cls: 1.2225, loss: 1.2225 +2023-12-28 03:00:35,266 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 1 day, 13:26:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9263, loss_cls: 1.2590, loss: 1.2590 +2023-12-28 03:01:01,221 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 1 day, 13:25:35, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9369, loss_cls: 1.1108, loss: 1.1108 +2023-12-28 03:01:27,768 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 1 day, 13:25:13, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9344, loss_cls: 1.1651, loss: 1.1651 +2023-12-28 03:01:54,343 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 1 day, 13:24:51, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9387, loss_cls: 1.1874, loss: 1.1874 +2023-12-28 03:02:20,876 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 1 day, 13:24:29, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9313, loss_cls: 1.2625, loss: 1.2625 +2023-12-28 03:02:47,436 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 1 day, 13:24:08, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9325, loss_cls: 1.2170, loss: 1.2170 +2023-12-28 03:03:13,957 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 1 day, 13:23:45, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9231, loss_cls: 1.2811, loss: 1.2811 +2023-12-28 03:03:40,461 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 1 day, 13:23:23, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9350, loss_cls: 1.1654, loss: 1.1654 +2023-12-28 03:04:07,004 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 1 day, 13:23:01, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 1.1970, loss: 1.1970 +2023-12-28 03:04:33,523 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 1 day, 13:22:39, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9313, loss_cls: 1.2795, loss: 1.2795 +2023-12-28 03:05:00,076 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 1 day, 13:22:17, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9337, loss_cls: 1.2755, loss: 1.2755 +2023-12-28 03:05:26,640 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 1 day, 13:21:55, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9231, loss_cls: 1.2725, loss: 1.2725 +2023-12-28 03:05:53,212 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 1 day, 13:21:33, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9406, loss_cls: 1.1427, loss: 1.1427 +2023-12-28 03:06:19,762 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 1 day, 13:21:11, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9300, loss_cls: 1.2274, loss: 1.2274 +2023-12-28 03:06:46,310 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 1 day, 13:20:49, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9425, loss_cls: 1.1675, loss: 1.1675 +2023-12-28 03:07:12,826 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 1 day, 13:20:27, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9319, loss_cls: 1.2233, loss: 1.2233 +2023-12-28 03:07:39,351 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 1 day, 13:20:05, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 1.1003, loss: 1.1003 +2023-12-28 03:08:04,692 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 1 day, 13:19:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9387, loss_cls: 1.1209, loss: 1.1209 +2023-12-28 03:08:30,282 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 1 day, 13:19:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9331, loss_cls: 1.2144, loss: 1.2144 +2023-12-28 03:08:56,507 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 1 day, 13:18:41, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9363, loss_cls: 1.1830, loss: 1.1830 +2023-12-28 03:09:22,017 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 1 day, 13:18:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9306, loss_cls: 1.2136, loss: 1.2136 +2023-12-28 03:09:47,778 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 1 day, 13:17:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9319, loss_cls: 1.2012, loss: 1.2012 +2023-12-28 03:10:13,401 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 1 day, 13:17:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9313, loss_cls: 1.1803, loss: 1.1803 +2023-12-28 03:10:39,135 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 1 day, 13:16:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9375, loss_cls: 1.1462, loss: 1.1462 +2023-12-28 03:11:04,515 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 1 day, 13:16:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9231, loss_cls: 1.3113, loss: 1.3113 +2023-12-28 03:11:30,243 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 1 day, 13:15:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9344, loss_cls: 1.1812, loss: 1.1812 +2023-12-28 03:11:55,897 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 1 day, 13:15:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9356, loss_cls: 1.1970, loss: 1.1970 +2023-12-28 03:12:06,946 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-28 03:15:55,456 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:15:55,990 - pyskl - INFO - +top1_acc 0.6880 +top5_acc 0.9291 +2023-12-28 03:15:56,014 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6880, top5_acc: 0.9291 +2023-12-28 03:16:51,165 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 1 day, 13:16:55, time: 0.551, data_time: 0.297, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9350, loss_cls: 1.2254, loss: 1.2254 +2023-12-28 03:17:16,812 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 1 day, 13:16:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9344, loss_cls: 1.2216, loss: 1.2216 +2023-12-28 03:17:42,762 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 1 day, 13:16:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9431, loss_cls: 1.1630, loss: 1.1630 +2023-12-28 03:18:08,251 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 1 day, 13:15:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9431, loss_cls: 1.1846, loss: 1.1846 +2023-12-28 03:18:34,064 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 1 day, 13:15:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9419, loss_cls: 1.0985, loss: 1.0985 +2023-12-28 03:18:59,549 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 1 day, 13:14:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9263, loss_cls: 1.2178, loss: 1.2178 +2023-12-28 03:19:25,084 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 1 day, 13:14:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9344, loss_cls: 1.1806, loss: 1.1806 +2023-12-28 03:19:50,543 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 1 day, 13:13:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9237, loss_cls: 1.2289, loss: 1.2289 +2023-12-28 03:20:16,223 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 1 day, 13:13:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9287, loss_cls: 1.1705, loss: 1.1705 +2023-12-28 03:20:42,000 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 1 day, 13:12:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9319, loss_cls: 1.1894, loss: 1.1894 +2023-12-28 03:21:07,765 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 1 day, 13:12:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 1.1661, loss: 1.1661 +2023-12-28 03:21:33,483 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 1 day, 13:11:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9381, loss_cls: 1.1930, loss: 1.1930 +2023-12-28 03:21:58,755 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 1 day, 13:11:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9306, loss_cls: 1.2089, loss: 1.2089 +2023-12-28 03:22:24,131 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 1 day, 13:10:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9287, loss_cls: 1.2463, loss: 1.2463 +2023-12-28 03:22:49,498 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 1 day, 13:10:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 1.1533, loss: 1.1533 +2023-12-28 03:23:14,722 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 1 day, 13:09:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9313, loss_cls: 1.1965, loss: 1.1965 +2023-12-28 03:23:40,409 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 1 day, 13:09:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9313, loss_cls: 1.2027, loss: 1.2027 +2023-12-28 03:24:05,967 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 1 day, 13:08:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9300, loss_cls: 1.2771, loss: 1.2771 +2023-12-28 03:24:31,058 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 1 day, 13:08:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9337, loss_cls: 1.1832, loss: 1.1832 +2023-12-28 03:24:56,022 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 1 day, 13:07:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 1.1396, loss: 1.1396 +2023-12-28 03:25:20,977 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 1 day, 13:07:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9269, loss_cls: 1.2035, loss: 1.2035 +2023-12-28 03:25:46,002 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 1 day, 13:06:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 1.1465, loss: 1.1465 +2023-12-28 03:26:11,473 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 1 day, 13:06:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 1.2206, loss: 1.2206 +2023-12-28 03:26:36,792 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 1 day, 13:05:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9369, loss_cls: 1.1831, loss: 1.1831 +2023-12-28 03:27:02,030 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 1 day, 13:05:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 1.1258, loss: 1.1258 +2023-12-28 03:27:27,460 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 1 day, 13:04:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9281, loss_cls: 1.2533, loss: 1.2533 +2023-12-28 03:27:52,919 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 1 day, 13:04:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9406, loss_cls: 1.1550, loss: 1.1550 +2023-12-28 03:28:18,095 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 1 day, 13:03:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9313, loss_cls: 1.1932, loss: 1.1932 +2023-12-28 03:28:43,276 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 1 day, 13:03:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9331, loss_cls: 1.2103, loss: 1.2103 +2023-12-28 03:29:08,550 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 1 day, 13:02:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 1.1379, loss: 1.1379 +2023-12-28 03:29:33,576 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 1 day, 13:01:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9381, loss_cls: 1.1988, loss: 1.1988 +2023-12-28 03:29:58,571 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 1 day, 13:01:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9381, loss_cls: 1.1795, loss: 1.1795 +2023-12-28 03:30:23,540 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 1 day, 13:00:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9269, loss_cls: 1.2702, loss: 1.2702 +2023-12-28 03:30:48,931 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 1 day, 13:00:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9300, loss_cls: 1.2497, loss: 1.2497 +2023-12-28 03:31:14,238 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 1 day, 12:59:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9431, loss_cls: 1.1853, loss: 1.1853 +2023-12-28 03:31:39,980 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 1 day, 12:59:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9375, loss_cls: 1.1815, loss: 1.1815 +2023-12-28 03:32:05,529 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 1 day, 12:58:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9281, loss_cls: 1.2113, loss: 1.2113 +2023-12-28 03:32:31,156 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 1 day, 12:58:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 1.1762, loss: 1.1762 +2023-12-28 03:32:56,647 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 1 day, 12:57:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9263, loss_cls: 1.2160, loss: 1.2160 +2023-12-28 03:33:07,723 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-28 03:36:56,516 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:36:57,064 - pyskl - INFO - +top1_acc 0.6418 +top5_acc 0.9024 +2023-12-28 03:36:57,087 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6418, top5_acc: 0.9024 +2023-12-28 03:37:51,929 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 1 day, 12:59:21, time: 0.548, data_time: 0.296, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9319, loss_cls: 1.2073, loss: 1.2073 +2023-12-28 03:38:16,922 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 1 day, 12:58:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9287, loss_cls: 1.1870, loss: 1.1870 +2023-12-28 03:38:42,207 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 1 day, 12:58:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9406, loss_cls: 1.1114, loss: 1.1114 +2023-12-28 03:39:08,173 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 1 day, 12:57:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 1.1309, loss: 1.1309 +2023-12-28 03:39:34,160 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 1 day, 12:57:25, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9375, loss_cls: 1.1297, loss: 1.1297 +2023-12-28 03:39:59,701 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 1 day, 12:56:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9237, loss_cls: 1.2508, loss: 1.2508 +2023-12-28 03:40:25,378 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 1 day, 12:56:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9306, loss_cls: 1.2307, loss: 1.2307 +2023-12-28 03:40:51,059 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 1 day, 12:56:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9231, loss_cls: 1.2307, loss: 1.2307 +2023-12-28 03:41:16,749 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 1 day, 12:55:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9406, loss_cls: 1.1986, loss: 1.1986 +2023-12-28 03:41:42,725 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 1 day, 12:55:06, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9381, loss_cls: 1.1843, loss: 1.1843 +2023-12-28 03:42:08,048 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 1 day, 12:54:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9306, loss_cls: 1.2212, loss: 1.2212 +2023-12-28 03:42:33,499 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 1 day, 12:54:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9325, loss_cls: 1.2094, loss: 1.2094 +2023-12-28 03:42:58,735 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 1 day, 12:53:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9256, loss_cls: 1.2943, loss: 1.2943 +2023-12-28 03:43:23,685 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 1 day, 12:53:03, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 1.1752, loss: 1.1752 +2023-12-28 03:43:48,633 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 1 day, 12:52:30, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9394, loss_cls: 1.2000, loss: 1.2000 +2023-12-28 03:44:13,566 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 1 day, 12:51:57, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9356, loss_cls: 1.1524, loss: 1.1524 +2023-12-28 03:44:38,497 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 1 day, 12:51:25, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9387, loss_cls: 1.1858, loss: 1.1858 +2023-12-28 03:45:03,456 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 1 day, 12:50:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9381, loss_cls: 1.1744, loss: 1.1744 +2023-12-28 03:45:28,425 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 1 day, 12:50:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9387, loss_cls: 1.1782, loss: 1.1782 +2023-12-28 03:45:53,381 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 1 day, 12:49:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9306, loss_cls: 1.1880, loss: 1.1880 +2023-12-28 03:46:18,320 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 1 day, 12:49:15, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9319, loss_cls: 1.1626, loss: 1.1626 +2023-12-28 03:46:43,271 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 1 day, 12:48:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 1.1279, loss: 1.1279 +2023-12-28 03:47:08,233 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 1 day, 12:48:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9400, loss_cls: 1.1350, loss: 1.1350 +2023-12-28 03:47:33,201 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 1 day, 12:47:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9325, loss_cls: 1.2234, loss: 1.2234 +2023-12-28 03:47:58,225 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 1 day, 12:47:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 1.1554, loss: 1.1554 +2023-12-28 03:48:23,211 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 1 day, 12:46:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9350, loss_cls: 1.1641, loss: 1.1641 +2023-12-28 03:48:48,232 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 1 day, 12:46:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9394, loss_cls: 1.2295, loss: 1.2295 +2023-12-28 03:49:13,273 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 1 day, 12:45:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9363, loss_cls: 1.2336, loss: 1.2336 +2023-12-28 03:49:38,284 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 1 day, 12:44:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9525, loss_cls: 1.1181, loss: 1.1181 +2023-12-28 03:50:03,305 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 1 day, 12:44:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9344, loss_cls: 1.1842, loss: 1.1842 +2023-12-28 03:50:28,273 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 1 day, 12:43:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 1.1560, loss: 1.1560 +2023-12-28 03:50:53,253 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 1 day, 12:43:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 1.1715, loss: 1.1715 +2023-12-28 03:51:18,237 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 1 day, 12:42:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 1.1931, loss: 1.1931 +2023-12-28 03:51:43,178 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 1 day, 12:42:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9219, loss_cls: 1.2656, loss: 1.2656 +2023-12-28 03:52:08,127 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 1 day, 12:41:44, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9350, loss_cls: 1.2115, loss: 1.2115 +2023-12-28 03:52:33,082 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 1 day, 12:41:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9369, loss_cls: 1.1452, loss: 1.1452 +2023-12-28 03:52:58,958 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 1 day, 12:40:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9250, loss_cls: 1.2302, loss: 1.2302 +2023-12-28 03:53:25,062 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 1 day, 12:40:20, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9300, loss_cls: 1.2310, loss: 1.2310 +2023-12-28 03:53:51,572 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 1 day, 12:39:58, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9413, loss_cls: 1.2010, loss: 1.2010 +2023-12-28 03:54:02,744 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-28 03:57:51,640 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:57:52,191 - pyskl - INFO - +top1_acc 0.6854 +top5_acc 0.9253 +2023-12-28 03:57:52,216 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6854, top5_acc: 0.9253 +2023-12-28 03:58:47,184 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 1 day, 12:41:15, time: 0.550, data_time: 0.299, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9406, loss_cls: 1.1152, loss: 1.1152 +2023-12-28 03:59:12,471 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 1 day, 12:40:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 1.0892, loss: 1.0892 +2023-12-28 03:59:37,984 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 1 day, 12:40:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 1.1155, loss: 1.1155 +2023-12-28 04:00:03,314 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 1 day, 12:39:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9413, loss_cls: 1.1957, loss: 1.1957 +2023-12-28 04:00:29,673 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 1 day, 12:39:22, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9350, loss_cls: 1.1905, loss: 1.1905 +2023-12-28 04:00:55,281 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 1 day, 12:38:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 1.1189, loss: 1.1189 +2023-12-28 04:01:20,862 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 1 day, 12:38:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9444, loss_cls: 1.1446, loss: 1.1446 +2023-12-28 04:01:47,481 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 1 day, 12:38:03, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9444, loss_cls: 1.0937, loss: 1.0937 +2023-12-28 04:02:13,999 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 1 day, 12:37:41, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9363, loss_cls: 1.1624, loss: 1.1624 +2023-12-28 04:02:39,744 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 1 day, 12:37:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9356, loss_cls: 1.2045, loss: 1.2045 +2023-12-28 04:03:05,195 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 1 day, 12:36:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9419, loss_cls: 1.1988, loss: 1.1988 +2023-12-28 04:03:30,511 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 1 day, 12:36:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9300, loss_cls: 1.2092, loss: 1.2092 +2023-12-28 04:03:55,835 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 1 day, 12:35:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9313, loss_cls: 1.1992, loss: 1.1992 +2023-12-28 04:04:21,675 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 1 day, 12:35:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9344, loss_cls: 1.1884, loss: 1.1884 +2023-12-28 04:04:46,924 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 1 day, 12:34:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9419, loss_cls: 1.0799, loss: 1.0799 +2023-12-28 04:05:12,135 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 1 day, 12:34:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9325, loss_cls: 1.2359, loss: 1.2359 +2023-12-28 04:05:37,410 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 1 day, 12:33:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9287, loss_cls: 1.2046, loss: 1.2046 +2023-12-28 04:06:02,617 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 1 day, 12:33:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9437, loss_cls: 1.2059, loss: 1.2059 +2023-12-28 04:06:27,831 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 1 day, 12:32:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9375, loss_cls: 1.2207, loss: 1.2207 +2023-12-28 04:06:53,097 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 1 day, 12:32:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 1.1497, loss: 1.1497 +2023-12-28 04:07:18,202 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 1 day, 12:31:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9363, loss_cls: 1.1402, loss: 1.1402 +2023-12-28 04:07:43,561 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 1 day, 12:31:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9419, loss_cls: 1.1529, loss: 1.1529 +2023-12-28 04:08:08,860 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 1 day, 12:30:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9344, loss_cls: 1.1643, loss: 1.1643 +2023-12-28 04:08:34,039 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 1 day, 12:30:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9463, loss_cls: 1.1451, loss: 1.1451 +2023-12-28 04:08:59,210 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 1 day, 12:29:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 1.2277, loss: 1.2277 +2023-12-28 04:09:24,383 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 1 day, 12:29:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9337, loss_cls: 1.1752, loss: 1.1752 +2023-12-28 04:09:49,481 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 1 day, 12:28:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9344, loss_cls: 1.1728, loss: 1.1728 +2023-12-28 04:10:14,570 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 1 day, 12:28:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9331, loss_cls: 1.2032, loss: 1.2032 +2023-12-28 04:10:39,613 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 1 day, 12:27:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9306, loss_cls: 1.2261, loss: 1.2261 +2023-12-28 04:11:04,890 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 1 day, 12:27:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9319, loss_cls: 1.2543, loss: 1.2543 +2023-12-28 04:11:30,094 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 1 day, 12:26:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9319, loss_cls: 1.2083, loss: 1.2083 +2023-12-28 04:11:55,229 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 1 day, 12:26:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 1.1962, loss: 1.1962 +2023-12-28 04:12:20,310 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 1 day, 12:25:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 1.1432, loss: 1.1432 +2023-12-28 04:12:45,274 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 1 day, 12:25:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 1.1666, loss: 1.1666 +2023-12-28 04:13:10,252 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 1 day, 12:24:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9219, loss_cls: 1.2210, loss: 1.2210 +2023-12-28 04:13:35,306 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 1 day, 12:23:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9313, loss_cls: 1.2336, loss: 1.2336 +2023-12-28 04:14:00,716 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 1 day, 12:23:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9444, loss_cls: 1.1255, loss: 1.1255 +2023-12-28 04:14:26,342 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 1 day, 12:23:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9475, loss_cls: 1.1754, loss: 1.1754 +2023-12-28 04:14:51,496 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 1 day, 12:22:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9375, loss_cls: 1.1819, loss: 1.1819 +2023-12-28 04:15:02,504 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-28 04:18:52,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:18:52,901 - pyskl - INFO - +top1_acc 0.6993 +top5_acc 0.9327 +2023-12-28 04:18:52,906 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_16.pth was removed +2023-12-28 04:18:53,138 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2023-12-28 04:18:53,140 - pyskl - INFO - Best top1_acc is 0.6993 at 22 epoch. +2023-12-28 04:18:53,162 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.6993, top5_acc: 0.9327 +2023-12-28 04:19:48,875 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 1 day, 12:23:48, time: 0.557, data_time: 0.304, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 1.1035, loss: 1.1035 +2023-12-28 04:20:14,066 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 1 day, 12:23:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9437, loss_cls: 1.1309, loss: 1.1309 +2023-12-28 04:20:39,181 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 1 day, 12:22:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9537, loss_cls: 1.0862, loss: 1.0862 +2023-12-28 04:21:04,431 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 1 day, 12:22:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 1.1603, loss: 1.1603 +2023-12-28 04:21:30,170 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 1 day, 12:21:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9437, loss_cls: 1.1844, loss: 1.1844 +2023-12-28 04:21:56,292 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 1 day, 12:21:23, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9437, loss_cls: 1.1858, loss: 1.1858 +2023-12-28 04:22:22,065 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 1 day, 12:20:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 1.0829, loss: 1.0829 +2023-12-28 04:22:47,746 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 1 day, 12:20:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9369, loss_cls: 1.1806, loss: 1.1806 +2023-12-28 04:23:12,977 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 1 day, 12:19:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9263, loss_cls: 1.3109, loss: 1.3109 +2023-12-28 04:23:38,051 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 1 day, 12:19:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9400, loss_cls: 1.1848, loss: 1.1848 +2023-12-28 04:24:03,609 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 1 day, 12:18:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9287, loss_cls: 1.1840, loss: 1.1840 +2023-12-28 04:24:29,165 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 1 day, 12:18:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9413, loss_cls: 1.1838, loss: 1.1838 +2023-12-28 04:24:54,417 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 1 day, 12:18:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9294, loss_cls: 1.1457, loss: 1.1457 +2023-12-28 04:25:19,505 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 1 day, 12:17:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9331, loss_cls: 1.1941, loss: 1.1941 +2023-12-28 04:25:45,056 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 1 day, 12:17:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 1.0294, loss: 1.0294 +2023-12-28 04:26:10,677 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 1 day, 12:16:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9400, loss_cls: 1.1423, loss: 1.1423 +2023-12-28 04:26:35,975 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 1 day, 12:16:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9381, loss_cls: 1.1606, loss: 1.1606 +2023-12-28 04:27:01,624 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 1 day, 12:15:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9369, loss_cls: 1.1291, loss: 1.1291 +2023-12-28 04:27:26,872 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 1 day, 12:15:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9375, loss_cls: 1.2142, loss: 1.2142 +2023-12-28 04:27:52,273 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 1 day, 12:14:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9325, loss_cls: 1.2016, loss: 1.2016 +2023-12-28 04:28:17,502 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 1 day, 12:14:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 1.0820, loss: 1.0820 +2023-12-28 04:28:42,498 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 1 day, 12:13:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9381, loss_cls: 1.1186, loss: 1.1186 +2023-12-28 04:29:07,484 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 1 day, 12:13:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9344, loss_cls: 1.1941, loss: 1.1941 +2023-12-28 04:29:32,469 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 1 day, 12:12:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9419, loss_cls: 1.1473, loss: 1.1473 +2023-12-28 04:29:57,741 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 1 day, 12:12:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9475, loss_cls: 1.1050, loss: 1.1050 +2023-12-28 04:30:22,794 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 1 day, 12:11:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9250, loss_cls: 1.2097, loss: 1.2097 +2023-12-28 04:30:47,846 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 1 day, 12:10:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9281, loss_cls: 1.2176, loss: 1.2176 +2023-12-28 04:31:13,031 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 1 day, 12:10:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9387, loss_cls: 1.2202, loss: 1.2202 +2023-12-28 04:31:38,036 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 1 day, 12:09:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 1.0880, loss: 1.0880 +2023-12-28 04:32:03,186 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 1 day, 12:09:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9394, loss_cls: 1.1370, loss: 1.1370 +2023-12-28 04:32:28,358 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 1 day, 12:08:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9387, loss_cls: 1.1495, loss: 1.1495 +2023-12-28 04:32:53,431 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 1 day, 12:08:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9337, loss_cls: 1.2139, loss: 1.2139 +2023-12-28 04:33:18,584 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 1 day, 12:07:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9350, loss_cls: 1.2109, loss: 1.2109 +2023-12-28 04:33:43,700 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 1 day, 12:07:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9356, loss_cls: 1.1883, loss: 1.1883 +2023-12-28 04:34:08,930 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 1 day, 12:06:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9450, loss_cls: 1.1645, loss: 1.1645 +2023-12-28 04:34:34,036 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 1 day, 12:06:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9375, loss_cls: 1.1984, loss: 1.1984 +2023-12-28 04:35:00,010 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 1 day, 12:05:57, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9344, loss_cls: 1.2423, loss: 1.2423 +2023-12-28 04:35:25,583 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 1 day, 12:05:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9237, loss_cls: 1.2411, loss: 1.2411 +2023-12-28 04:35:51,267 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 1 day, 12:05:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9337, loss_cls: 1.1464, loss: 1.1464 +2023-12-28 04:36:02,589 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-28 04:39:51,948 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:39:52,468 - pyskl - INFO - +top1_acc 0.6975 +top5_acc 0.9272 +2023-12-28 04:39:52,491 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.6975, top5_acc: 0.9272 +2023-12-28 04:40:47,369 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 1 day, 12:06:07, time: 0.549, data_time: 0.296, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9356, loss_cls: 1.1807, loss: 1.1807 +2023-12-28 04:41:12,612 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 1 day, 12:05:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 1.0916, loss: 1.0916 +2023-12-28 04:41:37,762 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 1 day, 12:05:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9269, loss_cls: 1.1856, loss: 1.1856 +2023-12-28 04:42:02,923 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 1 day, 12:04:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9337, loss_cls: 1.1576, loss: 1.1576 +2023-12-28 04:42:28,719 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 1 day, 12:04:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9400, loss_cls: 1.1433, loss: 1.1433 +2023-12-28 04:42:54,392 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 1 day, 12:03:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9287, loss_cls: 1.1837, loss: 1.1837 +2023-12-28 04:43:20,216 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 1 day, 12:03:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 1.1488, loss: 1.1488 +2023-12-28 04:43:45,452 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 1 day, 12:02:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 1.0480, loss: 1.0480 +2023-12-28 04:44:10,488 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 1 day, 12:02:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9325, loss_cls: 1.2721, loss: 1.2721 +2023-12-28 04:44:35,958 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 1 day, 12:01:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9413, loss_cls: 1.1514, loss: 1.1514 +2023-12-28 04:45:01,598 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 1 day, 12:01:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 1.1827, loss: 1.1827 +2023-12-28 04:45:26,860 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 1 day, 12:00:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9456, loss_cls: 1.0842, loss: 1.0842 +2023-12-28 04:45:52,205 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 1 day, 12:00:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 1.1682, loss: 1.1682 +2023-12-28 04:46:17,533 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 1 day, 11:59:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 1.1800, loss: 1.1800 +2023-12-28 04:46:42,926 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 1 day, 11:59:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9294, loss_cls: 1.1709, loss: 1.1709 +2023-12-28 04:47:08,328 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 1 day, 11:58:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 1.0532, loss: 1.0532 +2023-12-28 04:47:34,323 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 1 day, 11:58:24, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9381, loss_cls: 1.1125, loss: 1.1125 +2023-12-28 04:47:59,965 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 1 day, 11:57:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9244, loss_cls: 1.1997, loss: 1.1997 +2023-12-28 04:48:25,267 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 1 day, 11:57:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9381, loss_cls: 1.1469, loss: 1.1469 +2023-12-28 04:48:50,551 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 1 day, 11:56:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9356, loss_cls: 1.2301, loss: 1.2301 +2023-12-28 04:49:15,841 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 1 day, 11:56:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9500, loss_cls: 1.1071, loss: 1.1071 +2023-12-28 04:49:41,344 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 1 day, 11:55:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9381, loss_cls: 1.1525, loss: 1.1525 +2023-12-28 04:50:06,509 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 1 day, 11:55:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9381, loss_cls: 1.1206, loss: 1.1206 +2023-12-28 04:50:32,024 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 1 day, 11:55:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 1.1124, loss: 1.1124 +2023-12-28 04:50:57,392 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 1 day, 11:54:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9294, loss_cls: 1.1974, loss: 1.1974 +2023-12-28 04:51:23,161 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 1 day, 11:54:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9363, loss_cls: 1.1750, loss: 1.1750 +2023-12-28 04:51:48,506 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 1 day, 11:53:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.1030, loss: 1.1030 +2023-12-28 04:52:13,752 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 1 day, 11:53:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9306, loss_cls: 1.1664, loss: 1.1664 +2023-12-28 04:52:38,824 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 1 day, 11:52:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 1.1725, loss: 1.1725 +2023-12-28 04:53:03,860 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 1 day, 11:52:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9363, loss_cls: 1.1968, loss: 1.1968 +2023-12-28 04:53:29,182 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 1 day, 11:51:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 1.0766, loss: 1.0766 +2023-12-28 04:53:54,297 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 1 day, 11:51:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9300, loss_cls: 1.2002, loss: 1.2002 +2023-12-28 04:54:19,460 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 1 day, 11:50:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9381, loss_cls: 1.1888, loss: 1.1888 +2023-12-28 04:54:44,786 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 1 day, 11:50:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 1.1527, loss: 1.1527 +2023-12-28 04:55:10,066 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 1 day, 11:49:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9463, loss_cls: 1.1383, loss: 1.1383 +2023-12-28 04:55:35,297 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 1 day, 11:49:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9350, loss_cls: 1.2386, loss: 1.2386 +2023-12-28 04:56:00,831 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 1 day, 11:48:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9313, loss_cls: 1.1949, loss: 1.1949 +2023-12-28 04:56:26,509 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 1 day, 11:48:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9325, loss_cls: 1.1830, loss: 1.1830 +2023-12-28 04:56:52,302 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 1 day, 11:47:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 1.1188, loss: 1.1188 +2023-12-28 04:57:03,657 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-28 05:00:53,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:00:53,983 - pyskl - INFO - +top1_acc 0.6999 +top5_acc 0.9376 +2023-12-28 05:00:53,988 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_22.pth was removed +2023-12-28 05:00:54,203 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2023-12-28 05:00:54,204 - pyskl - INFO - Best top1_acc is 0.6999 at 24 epoch. +2023-12-28 05:00:54,227 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.6999, top5_acc: 0.9376 +2023-12-28 05:01:49,769 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 1 day, 11:48:47, time: 0.555, data_time: 0.301, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 1.1609, loss: 1.1609 +2023-12-28 05:02:14,896 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 1 day, 11:48:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 1.0644, loss: 1.0644 +2023-12-28 05:02:40,132 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 1 day, 11:47:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9306, loss_cls: 1.1717, loss: 1.1717 +2023-12-28 05:03:05,782 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 1 day, 11:47:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9344, loss_cls: 1.1521, loss: 1.1521 +2023-12-28 05:03:31,245 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 1 day, 11:46:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9406, loss_cls: 1.1055, loss: 1.1055 +2023-12-28 05:03:56,979 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 1 day, 11:46:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9363, loss_cls: 1.1482, loss: 1.1482 +2023-12-28 05:04:22,742 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 1 day, 11:45:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9450, loss_cls: 1.1598, loss: 1.1598 +2023-12-28 05:04:47,995 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 1 day, 11:45:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9319, loss_cls: 1.1352, loss: 1.1352 +2023-12-28 05:05:13,758 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 1 day, 11:45:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 1.0323, loss: 1.0323 +2023-12-28 05:05:39,343 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 1 day, 11:44:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9425, loss_cls: 1.1738, loss: 1.1738 +2023-12-28 05:06:05,376 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 1 day, 11:44:06, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9425, loss_cls: 1.1328, loss: 1.1328 +2023-12-28 05:06:31,470 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 1 day, 11:43:41, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9369, loss_cls: 1.1267, loss: 1.1267 +2023-12-28 05:06:57,082 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 1 day, 11:43:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9275, loss_cls: 1.2367, loss: 1.2367 +2023-12-28 05:07:22,457 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 1 day, 11:42:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 1.1198, loss: 1.1198 +2023-12-28 05:07:47,735 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 1 day, 11:42:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9431, loss_cls: 1.0909, loss: 1.0909 +2023-12-28 05:08:13,410 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 1 day, 11:41:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 1.1164, loss: 1.1164 +2023-12-28 05:08:38,649 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 1 day, 11:41:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9431, loss_cls: 1.1794, loss: 1.1794 +2023-12-28 05:09:04,332 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 1 day, 11:40:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 1.0326, loss: 1.0326 +2023-12-28 05:09:29,500 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 1 day, 11:40:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9463, loss_cls: 1.1314, loss: 1.1314 +2023-12-28 05:09:54,714 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 1 day, 11:39:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9350, loss_cls: 1.1724, loss: 1.1724 +2023-12-28 05:10:19,974 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 1 day, 11:39:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9275, loss_cls: 1.2071, loss: 1.2071 +2023-12-28 05:10:44,939 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 1 day, 11:38:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9256, loss_cls: 1.2342, loss: 1.2342 +2023-12-28 05:11:09,912 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 1 day, 11:38:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9406, loss_cls: 1.1308, loss: 1.1308 +2023-12-28 05:11:34,868 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 1 day, 11:37:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9444, loss_cls: 1.1574, loss: 1.1574 +2023-12-28 05:11:59,805 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 1 day, 11:37:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 1.0790, loss: 1.0790 +2023-12-28 05:12:24,746 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 1 day, 11:36:44, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9294, loss_cls: 1.2047, loss: 1.2047 +2023-12-28 05:12:49,667 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 1 day, 11:36:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9419, loss_cls: 1.1654, loss: 1.1654 +2023-12-28 05:13:15,992 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 1 day, 11:35:49, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9250, loss_cls: 1.2539, loss: 1.2539 +2023-12-28 05:13:41,264 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 1 day, 11:35:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9313, loss_cls: 1.1953, loss: 1.1953 +2023-12-28 05:14:06,423 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 1 day, 11:34:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9437, loss_cls: 1.1182, loss: 1.1182 +2023-12-28 05:14:31,554 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 1 day, 11:34:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9463, loss_cls: 1.1078, loss: 1.1078 +2023-12-28 05:14:56,861 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 1 day, 11:33:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9356, loss_cls: 1.1910, loss: 1.1910 +2023-12-28 05:15:22,317 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 1 day, 11:33:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9375, loss_cls: 1.1264, loss: 1.1264 +2023-12-28 05:15:47,588 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 1 day, 11:32:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 1.1291, loss: 1.1291 +2023-12-28 05:16:13,040 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 1 day, 11:32:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9400, loss_cls: 1.1187, loss: 1.1187 +2023-12-28 05:16:38,241 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 1 day, 11:31:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9344, loss_cls: 1.1885, loss: 1.1885 +2023-12-28 05:17:03,538 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 1 day, 11:31:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9387, loss_cls: 1.1750, loss: 1.1750 +2023-12-28 05:17:29,165 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 1 day, 11:30:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9431, loss_cls: 1.1659, loss: 1.1659 +2023-12-28 05:17:54,464 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 1 day, 11:30:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9363, loss_cls: 1.2037, loss: 1.2037 +2023-12-28 05:18:05,532 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-28 05:21:55,072 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:21:55,592 - pyskl - INFO - +top1_acc 0.7056 +top5_acc 0.9352 +2023-12-28 05:21:55,597 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_24.pth was removed +2023-12-28 05:21:55,807 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2023-12-28 05:21:55,808 - pyskl - INFO - Best top1_acc is 0.7056 at 25 epoch. +2023-12-28 05:21:55,830 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.7056, top5_acc: 0.9352 +2023-12-28 05:22:50,970 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 1 day, 11:31:26, time: 0.551, data_time: 0.296, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 1.0906, loss: 1.0906 +2023-12-28 05:23:16,173 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 1 day, 11:30:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 1.0552, loss: 1.0552 +2023-12-28 05:23:41,989 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 1 day, 11:30:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 1.0554, loss: 1.0554 +2023-12-28 05:24:08,642 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 1 day, 11:30:06, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 1.0908, loss: 1.0908 +2023-12-28 05:24:34,088 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 1 day, 11:29:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9344, loss_cls: 1.1950, loss: 1.1950 +2023-12-28 05:24:59,505 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 1 day, 11:29:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9456, loss_cls: 1.1002, loss: 1.1002 +2023-12-28 05:25:25,070 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 1 day, 11:28:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 1.0940, loss: 1.0940 +2023-12-28 05:25:50,442 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 1 day, 11:28:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9313, loss_cls: 1.1161, loss: 1.1161 +2023-12-28 05:26:15,888 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 1 day, 11:27:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 1.0987, loss: 1.0987 +2023-12-28 05:26:41,342 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 1 day, 11:27:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 1.1012, loss: 1.1012 +2023-12-28 05:27:06,691 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 1 day, 11:26:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9469, loss_cls: 1.1409, loss: 1.1409 +2023-12-28 05:27:32,201 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 1 day, 11:26:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9419, loss_cls: 1.1665, loss: 1.1665 +2023-12-28 05:27:57,615 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 1 day, 11:25:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9300, loss_cls: 1.1621, loss: 1.1621 +2023-12-28 05:28:22,937 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 1 day, 11:25:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 1.1115, loss: 1.1115 +2023-12-28 05:28:48,234 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 1 day, 11:24:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9344, loss_cls: 1.1473, loss: 1.1473 +2023-12-28 05:29:13,518 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 1 day, 11:24:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9350, loss_cls: 1.2410, loss: 1.2410 +2023-12-28 05:29:38,966 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 1 day, 11:23:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 1.1276, loss: 1.1276 +2023-12-28 05:30:04,402 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 1 day, 11:23:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9394, loss_cls: 1.1799, loss: 1.1799 +2023-12-28 05:30:29,819 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 1 day, 11:22:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9375, loss_cls: 1.1703, loss: 1.1703 +2023-12-28 05:30:55,124 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 1 day, 11:22:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9375, loss_cls: 1.1456, loss: 1.1456 +2023-12-28 05:31:20,241 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 1 day, 11:21:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 1.1116, loss: 1.1116 +2023-12-28 05:31:45,667 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 1 day, 11:21:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 1.0859, loss: 1.0859 +2023-12-28 05:32:11,172 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 1 day, 11:21:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9350, loss_cls: 1.1996, loss: 1.1996 +2023-12-28 05:32:36,536 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 1 day, 11:20:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9325, loss_cls: 1.1733, loss: 1.1733 +2023-12-28 05:33:02,043 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 1 day, 11:20:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9513, loss_cls: 1.1085, loss: 1.1085 +2023-12-28 05:33:27,272 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 1 day, 11:19:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9313, loss_cls: 1.1248, loss: 1.1248 +2023-12-28 05:33:52,825 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 1 day, 11:19:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9513, loss_cls: 1.0697, loss: 1.0697 +2023-12-28 05:34:18,557 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 1 day, 11:18:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9331, loss_cls: 1.1908, loss: 1.1908 +2023-12-28 05:34:44,202 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 1 day, 11:18:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 1.0658, loss: 1.0658 +2023-12-28 05:35:09,881 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 1 day, 11:17:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9344, loss_cls: 1.2268, loss: 1.2268 +2023-12-28 05:35:35,560 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 1 day, 11:17:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9419, loss_cls: 1.2155, loss: 1.2155 +2023-12-28 05:36:01,089 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 1 day, 11:16:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9344, loss_cls: 1.1570, loss: 1.1570 +2023-12-28 05:36:26,415 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 1 day, 11:16:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9394, loss_cls: 1.1264, loss: 1.1264 +2023-12-28 05:36:51,562 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 1 day, 11:15:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9400, loss_cls: 1.1471, loss: 1.1471 +2023-12-28 05:37:16,911 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 1 day, 11:15:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9513, loss_cls: 1.0994, loss: 1.0994 +2023-12-28 05:37:42,116 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 1 day, 11:14:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 1.1424, loss: 1.1424 +2023-12-28 05:38:07,752 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 1 day, 11:14:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 1.1448, loss: 1.1448 +2023-12-28 05:38:33,422 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 1 day, 11:13:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9281, loss_cls: 1.1502, loss: 1.1502 +2023-12-28 05:38:58,876 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 1 day, 11:13:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9394, loss_cls: 1.1198, loss: 1.1198 +2023-12-28 05:39:09,800 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-28 05:42:59,152 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:42:59,678 - pyskl - INFO - +top1_acc 0.6158 +top5_acc 0.8907 +2023-12-28 05:42:59,702 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.6158, top5_acc: 0.8907 +2023-12-28 05:43:54,317 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 1 day, 11:14:18, time: 0.546, data_time: 0.294, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9400, loss_cls: 1.0947, loss: 1.0947 +2023-12-28 05:44:19,396 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 1 day, 11:13:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9431, loss_cls: 1.0898, loss: 1.0898 +2023-12-28 05:44:44,852 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 1 day, 11:13:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 1.1102, loss: 1.1102 +2023-12-28 05:45:10,100 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 1 day, 11:12:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9369, loss_cls: 1.1905, loss: 1.1905 +2023-12-28 05:45:35,424 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 1 day, 11:12:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9487, loss_cls: 1.1071, loss: 1.1071 +2023-12-28 05:46:00,880 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 1 day, 11:11:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9306, loss_cls: 1.1572, loss: 1.1572 +2023-12-28 05:46:26,536 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 1 day, 11:11:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 1.1221, loss: 1.1221 +2023-12-28 05:46:52,056 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 1 day, 11:10:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9406, loss_cls: 1.1157, loss: 1.1157 +2023-12-28 05:47:17,216 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 1 day, 11:10:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 1.0522, loss: 1.0522 +2023-12-28 05:47:42,737 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 1 day, 11:10:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9400, loss_cls: 1.0650, loss: 1.0650 +2023-12-28 05:48:08,279 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 1 day, 11:09:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9344, loss_cls: 1.1602, loss: 1.1602 +2023-12-28 05:48:33,488 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 1 day, 11:09:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9431, loss_cls: 1.0848, loss: 1.0848 +2023-12-28 05:48:58,477 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 1 day, 11:08:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9425, loss_cls: 1.0998, loss: 1.0998 +2023-12-28 05:49:23,517 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 1 day, 11:08:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9413, loss_cls: 1.1198, loss: 1.1198 +2023-12-28 05:49:48,563 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 1 day, 11:07:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9350, loss_cls: 1.1521, loss: 1.1521 +2023-12-28 05:50:13,739 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 1 day, 11:07:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9319, loss_cls: 1.1664, loss: 1.1664 +2023-12-28 05:50:39,262 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 1 day, 11:06:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9344, loss_cls: 1.1766, loss: 1.1766 +2023-12-28 05:51:04,810 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 1 day, 11:06:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9294, loss_cls: 1.1816, loss: 1.1816 +2023-12-28 05:51:30,588 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 1 day, 11:05:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9413, loss_cls: 1.1198, loss: 1.1198 +2023-12-28 05:51:55,889 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 1 day, 11:05:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9425, loss_cls: 1.1469, loss: 1.1469 +2023-12-28 05:52:21,399 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 1 day, 11:04:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9400, loss_cls: 1.1271, loss: 1.1271 +2023-12-28 05:52:46,919 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 1 day, 11:04:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 1.0664, loss: 1.0664 +2023-12-28 05:53:12,491 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 1 day, 11:03:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9356, loss_cls: 1.0800, loss: 1.0800 +2023-12-28 05:53:37,832 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 1 day, 11:03:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9431, loss_cls: 1.1302, loss: 1.1302 +2023-12-28 05:54:02,774 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 1 day, 11:02:46, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9331, loss_cls: 1.2031, loss: 1.2031 +2023-12-28 05:54:27,717 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 1 day, 11:02:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 1.1001, loss: 1.1001 +2023-12-28 05:54:52,661 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 1 day, 11:01:45, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9344, loss_cls: 1.1155, loss: 1.1155 +2023-12-28 05:55:17,605 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 1 day, 11:01:14, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 1.0785, loss: 1.0785 +2023-12-28 05:55:42,525 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 1 day, 11:00:44, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 1.1277, loss: 1.1277 +2023-12-28 05:56:07,460 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 1 day, 11:00:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 1.0648, loss: 1.0648 +2023-12-28 05:56:32,383 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 1 day, 10:59:42, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9319, loss_cls: 1.2110, loss: 1.2110 +2023-12-28 05:56:57,374 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 1 day, 10:59:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9456, loss_cls: 1.1548, loss: 1.1548 +2023-12-28 05:57:22,377 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 1 day, 10:58:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 1.0856, loss: 1.0856 +2023-12-28 05:57:47,437 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 1 day, 10:58:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9269, loss_cls: 1.2995, loss: 1.2995 +2023-12-28 05:58:12,432 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 1 day, 10:57:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9387, loss_cls: 1.1283, loss: 1.1283 +2023-12-28 05:58:37,340 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 1 day, 10:57:11, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9413, loss_cls: 1.1366, loss: 1.1366 +2023-12-28 05:59:02,282 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 1 day, 10:56:40, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9469, loss_cls: 1.1066, loss: 1.1066 +2023-12-28 05:59:28,005 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 1 day, 10:56:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9437, loss_cls: 1.0895, loss: 1.0895 +2023-12-28 05:59:53,023 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 1 day, 10:55:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 1.1067, loss: 1.1067 +2023-12-28 06:00:03,814 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-28 06:03:52,898 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:03:53,435 - pyskl - INFO - +top1_acc 0.7148 +top5_acc 0.9407 +2023-12-28 06:03:53,440 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_25.pth was removed +2023-12-28 06:03:53,657 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2023-12-28 06:03:53,659 - pyskl - INFO - Best top1_acc is 0.7148 at 27 epoch. +2023-12-28 06:03:53,682 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.7148, top5_acc: 0.9407 +2023-12-28 06:04:50,351 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 1 day, 10:56:39, time: 0.567, data_time: 0.315, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 1.0835, loss: 1.0835 +2023-12-28 06:05:15,393 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 1 day, 10:56:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 1.0837, loss: 1.0837 +2023-12-28 06:05:40,835 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 1 day, 10:55:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 1.1379, loss: 1.1379 +2023-12-28 06:06:06,089 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 1 day, 10:55:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 1.0722, loss: 1.0722 +2023-12-28 06:06:31,733 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 1 day, 10:54:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9356, loss_cls: 1.1900, loss: 1.1900 +2023-12-28 06:06:57,163 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 1 day, 10:54:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 1.1691, loss: 1.1691 +2023-12-28 06:07:22,654 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 1 day, 10:53:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 1.0816, loss: 1.0816 +2023-12-28 06:07:48,234 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 1 day, 10:53:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 1.0839, loss: 1.0839 +2023-12-28 06:08:13,915 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 1 day, 10:52:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 1.1282, loss: 1.1282 +2023-12-28 06:08:39,395 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 1 day, 10:52:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9400, loss_cls: 1.1186, loss: 1.1186 +2023-12-28 06:09:04,882 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 1 day, 10:51:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9387, loss_cls: 1.1070, loss: 1.1070 +2023-12-28 06:09:30,528 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 1 day, 10:51:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9331, loss_cls: 1.1130, loss: 1.1130 +2023-12-28 06:09:55,913 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 1 day, 10:51:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 1.1168, loss: 1.1168 +2023-12-28 06:10:21,376 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 1 day, 10:50:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9313, loss_cls: 1.1579, loss: 1.1579 +2023-12-28 06:10:47,762 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 1 day, 10:50:08, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 1.1658, loss: 1.1658 +2023-12-28 06:11:14,378 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 1 day, 10:49:45, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 1.1022, loss: 1.1022 +2023-12-28 06:11:40,985 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 1 day, 10:49:22, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9344, loss_cls: 1.1919, loss: 1.1919 +2023-12-28 06:12:07,633 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 1 day, 10:48:59, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9369, loss_cls: 1.1159, loss: 1.1159 +2023-12-28 06:12:34,260 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 1 day, 10:48:36, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 1.0820, loss: 1.0820 +2023-12-28 06:13:00,851 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 1 day, 10:48:13, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 1.1132, loss: 1.1132 +2023-12-28 06:13:27,057 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 1 day, 10:47:48, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9387, loss_cls: 1.1106, loss: 1.1106 +2023-12-28 06:13:52,237 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 1 day, 10:47:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 1.0909, loss: 1.0909 +2023-12-28 06:14:18,576 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 1 day, 10:46:55, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9387, loss_cls: 1.1146, loss: 1.1146 +2023-12-28 06:14:44,338 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 1 day, 10:46:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9387, loss_cls: 1.1228, loss: 1.1228 +2023-12-28 06:15:10,140 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 1 day, 10:46:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9375, loss_cls: 1.1770, loss: 1.1770 +2023-12-28 06:15:35,401 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 1 day, 10:45:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9331, loss_cls: 1.1580, loss: 1.1580 +2023-12-28 06:16:00,753 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 1 day, 10:45:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 1.1182, loss: 1.1182 +2023-12-28 06:16:26,072 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 1 day, 10:44:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9369, loss_cls: 1.1480, loss: 1.1480 +2023-12-28 06:16:51,497 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 1 day, 10:44:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9337, loss_cls: 1.1373, loss: 1.1373 +2023-12-28 06:17:16,859 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 1 day, 10:43:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9450, loss_cls: 1.1123, loss: 1.1123 +2023-12-28 06:17:42,025 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 1 day, 10:43:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9406, loss_cls: 1.1174, loss: 1.1174 +2023-12-28 06:18:07,456 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 1 day, 10:42:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 1.1391, loss: 1.1391 +2023-12-28 06:18:32,923 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 1 day, 10:42:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9437, loss_cls: 1.1602, loss: 1.1602 +2023-12-28 06:18:58,323 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 1 day, 10:41:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9400, loss_cls: 1.1486, loss: 1.1486 +2023-12-28 06:19:23,811 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 1 day, 10:41:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9456, loss_cls: 1.0607, loss: 1.0607 +2023-12-28 06:19:49,325 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 1 day, 10:40:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9437, loss_cls: 1.1222, loss: 1.1222 +2023-12-28 06:20:14,928 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 1 day, 10:40:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 1.1182, loss: 1.1182 +2023-12-28 06:20:40,593 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 1 day, 10:39:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9469, loss_cls: 1.0473, loss: 1.0473 +2023-12-28 06:21:06,010 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 1 day, 10:39:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9456, loss_cls: 1.0581, loss: 1.0581 +2023-12-28 06:21:17,027 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-28 06:25:09,401 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:25:09,944 - pyskl - INFO - +top1_acc 0.7041 +top5_acc 0.9360 +2023-12-28 06:25:09,966 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.7041, top5_acc: 0.9360 +2023-12-28 06:26:07,772 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 1 day, 10:40:22, time: 0.578, data_time: 0.323, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9300, loss_cls: 1.2052, loss: 1.2052 +2023-12-28 06:26:33,419 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 1 day, 10:39:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9456, loss_cls: 1.1111, loss: 1.1111 +2023-12-28 06:26:58,947 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 1 day, 10:39:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 1.0739, loss: 1.0739 +2023-12-28 06:27:24,379 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 1 day, 10:38:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9437, loss_cls: 1.1023, loss: 1.1023 +2023-12-28 06:27:50,033 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 1 day, 10:38:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 1.1178, loss: 1.1178 +2023-12-28 06:28:15,601 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 1 day, 10:38:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9475, loss_cls: 1.1099, loss: 1.1099 +2023-12-28 06:28:41,007 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 1 day, 10:37:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 1.1157, loss: 1.1157 +2023-12-28 06:29:07,220 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 1 day, 10:37:10, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9413, loss_cls: 1.0930, loss: 1.0930 +2023-12-28 06:29:33,277 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 1 day, 10:36:44, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9375, loss_cls: 1.1470, loss: 1.1470 +2023-12-28 06:29:58,488 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 1 day, 10:36:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9356, loss_cls: 1.1354, loss: 1.1354 +2023-12-28 06:30:23,953 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 1 day, 10:35:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 1.1366, loss: 1.1366 +2023-12-28 06:30:49,564 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 1 day, 10:35:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9413, loss_cls: 1.1354, loss: 1.1354 +2023-12-28 06:31:15,124 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 1 day, 10:34:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9406, loss_cls: 1.0971, loss: 1.0971 +2023-12-28 06:31:41,330 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 1 day, 10:34:26, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9356, loss_cls: 1.1581, loss: 1.1581 +2023-12-28 06:32:06,779 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 1 day, 10:33:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 1.1046, loss: 1.1046 +2023-12-28 06:32:32,224 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 1 day, 10:33:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9356, loss_cls: 1.1812, loss: 1.1812 +2023-12-28 06:32:57,797 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 1 day, 10:33:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9375, loss_cls: 1.1341, loss: 1.1341 +2023-12-28 06:33:24,405 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 1 day, 10:32:39, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9331, loss_cls: 1.1518, loss: 1.1518 +2023-12-28 06:33:51,063 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 1 day, 10:32:16, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9481, loss_cls: 1.1230, loss: 1.1230 +2023-12-28 06:34:17,396 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 1 day, 10:31:52, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 1.1386, loss: 1.1386 +2023-12-28 06:34:43,111 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 1 day, 10:31:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9394, loss_cls: 1.1476, loss: 1.1476 +2023-12-28 06:35:08,226 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 1 day, 10:30:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9387, loss_cls: 1.1272, loss: 1.1272 +2023-12-28 06:35:33,437 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 1 day, 10:30:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 1.1089, loss: 1.1089 +2023-12-28 06:35:58,741 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 1 day, 10:29:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 1.2038, loss: 1.2038 +2023-12-28 06:36:23,928 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 1 day, 10:29:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 1.0639, loss: 1.0639 +2023-12-28 06:36:49,067 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 1 day, 10:28:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9387, loss_cls: 1.1431, loss: 1.1431 +2023-12-28 06:37:14,455 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 1 day, 10:28:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 1.0784, loss: 1.0784 +2023-12-28 06:37:39,556 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 1 day, 10:28:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 1.0862, loss: 1.0862 +2023-12-28 06:38:04,673 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 1 day, 10:27:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9344, loss_cls: 1.0986, loss: 1.0986 +2023-12-28 06:38:29,642 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 1 day, 10:27:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9344, loss_cls: 1.1536, loss: 1.1536 +2023-12-28 06:38:54,603 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 1 day, 10:26:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9356, loss_cls: 1.1629, loss: 1.1629 +2023-12-28 06:39:19,560 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 1 day, 10:26:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9350, loss_cls: 1.1541, loss: 1.1541 +2023-12-28 06:39:44,485 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 1 day, 10:25:30, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9400, loss_cls: 1.1419, loss: 1.1419 +2023-12-28 06:40:09,429 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 1 day, 10:24:59, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9369, loss_cls: 1.0940, loss: 1.0940 +2023-12-28 06:40:34,384 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 1 day, 10:24:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9456, loss_cls: 1.0962, loss: 1.0962 +2023-12-28 06:40:59,337 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 1 day, 10:23:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9513, loss_cls: 1.1050, loss: 1.1050 +2023-12-28 06:41:24,760 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 1 day, 10:23:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 1.1085, loss: 1.1085 +2023-12-28 06:41:50,442 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 1 day, 10:23:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9331, loss_cls: 1.1858, loss: 1.1858 +2023-12-28 06:42:15,865 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 1 day, 10:22:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 1.0232, loss: 1.0232 +2023-12-28 06:42:26,761 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-28 06:46:17,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:46:17,881 - pyskl - INFO - +top1_acc 0.7208 +top5_acc 0.9375 +2023-12-28 06:46:17,887 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_27.pth was removed +2023-12-28 06:46:18,104 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2023-12-28 06:46:18,106 - pyskl - INFO - Best top1_acc is 0.7208 at 29 epoch. +2023-12-28 06:46:18,128 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.7208, top5_acc: 0.9375 +2023-12-28 06:47:14,995 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 1 day, 10:23:25, time: 0.569, data_time: 0.311, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9413, loss_cls: 1.1001, loss: 1.1001 +2023-12-28 06:47:40,495 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 1 day, 10:22:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 1.0335, loss: 1.0335 +2023-12-28 06:48:05,881 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 1 day, 10:22:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9394, loss_cls: 1.0858, loss: 1.0858 +2023-12-28 06:48:31,225 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 1 day, 10:22:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 1.0348, loss: 1.0348 +2023-12-28 06:48:56,646 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 1 day, 10:21:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9394, loss_cls: 1.1250, loss: 1.1250 +2023-12-28 06:49:22,293 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 1 day, 10:21:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 1.0849, loss: 1.0849 +2023-12-28 06:49:48,012 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 1 day, 10:20:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9337, loss_cls: 1.2268, loss: 1.2268 +2023-12-28 06:50:13,617 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 1 day, 10:20:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 1.1129, loss: 1.1129 +2023-12-28 06:50:39,018 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 1 day, 10:19:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9387, loss_cls: 1.2022, loss: 1.2022 +2023-12-28 06:51:04,359 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 1 day, 10:19:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 1.0398, loss: 1.0398 +2023-12-28 06:51:29,837 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 1 day, 10:18:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 1.0218, loss: 1.0218 +2023-12-28 06:51:55,177 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 1 day, 10:18:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9444, loss_cls: 1.0907, loss: 1.0907 +2023-12-28 06:52:20,671 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 1 day, 10:17:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 1.0576, loss: 1.0576 +2023-12-28 06:52:46,539 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 1 day, 10:17:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9387, loss_cls: 1.1665, loss: 1.1665 +2023-12-28 06:53:12,215 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 1 day, 10:16:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9481, loss_cls: 1.0911, loss: 1.0911 +2023-12-28 06:53:38,064 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 1 day, 10:16:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 1.1416, loss: 1.1416 +2023-12-28 06:54:03,731 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 1 day, 10:16:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9319, loss_cls: 1.1642, loss: 1.1642 +2023-12-28 06:54:29,793 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 1 day, 10:15:35, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 1.1128, loss: 1.1128 +2023-12-28 06:54:55,226 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 1 day, 10:15:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 1.0343, loss: 1.0343 +2023-12-28 06:55:20,642 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 1 day, 10:14:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9400, loss_cls: 1.1305, loss: 1.1305 +2023-12-28 06:55:46,140 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 1 day, 10:14:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9369, loss_cls: 1.1363, loss: 1.1363 +2023-12-28 06:56:11,593 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 1 day, 10:13:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9287, loss_cls: 1.1684, loss: 1.1684 +2023-12-28 06:56:37,389 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 1 day, 10:13:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 1.1074, loss: 1.1074 +2023-12-28 06:57:03,884 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 1 day, 10:12:53, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 1.0935, loss: 1.0935 +2023-12-28 06:57:30,372 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 1 day, 10:12:29, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 1.1007, loss: 1.1007 +2023-12-28 06:57:56,891 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 1 day, 10:12:05, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 1.0787, loss: 1.0787 +2023-12-28 06:58:23,476 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 1 day, 10:11:42, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9344, loss_cls: 1.1153, loss: 1.1153 +2023-12-28 06:58:49,194 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 1 day, 10:11:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 1.1301, loss: 1.1301 +2023-12-28 06:59:15,047 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 1 day, 10:10:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9381, loss_cls: 1.1199, loss: 1.1199 +2023-12-28 06:59:40,298 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 1 day, 10:10:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 1.0758, loss: 1.0758 +2023-12-28 07:00:06,600 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 1 day, 10:09:55, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9413, loss_cls: 1.1568, loss: 1.1568 +2023-12-28 07:00:32,053 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 1 day, 10:09:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 1.0908, loss: 1.0908 +2023-12-28 07:00:57,177 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 1 day, 10:08:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 1.0771, loss: 1.0771 +2023-12-28 07:01:22,669 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 1 day, 10:08:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9363, loss_cls: 1.0947, loss: 1.0947 +2023-12-28 07:01:48,075 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 1 day, 10:08:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9400, loss_cls: 1.1596, loss: 1.1596 +2023-12-28 07:02:13,496 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 1 day, 10:07:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9406, loss_cls: 1.1192, loss: 1.1192 +2023-12-28 07:02:38,991 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 1 day, 10:07:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9413, loss_cls: 1.1392, loss: 1.1392 +2023-12-28 07:03:04,758 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 1 day, 10:06:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 1.1024, loss: 1.1024 +2023-12-28 07:03:30,003 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 1 day, 10:06:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9225, loss_cls: 1.2295, loss: 1.2295 +2023-12-28 07:03:41,356 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-28 07:07:31,044 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:07:31,593 - pyskl - INFO - +top1_acc 0.7058 +top5_acc 0.9379 +2023-12-28 07:07:31,615 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.7058, top5_acc: 0.9379 +2023-12-28 07:08:28,048 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 1 day, 10:06:53, time: 0.564, data_time: 0.309, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9406, loss_cls: 1.1254, loss: 1.1254 +2023-12-28 07:08:53,129 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 1 day, 10:06:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9513, loss_cls: 1.0867, loss: 1.0867 +2023-12-28 07:09:18,285 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 1 day, 10:05:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9463, loss_cls: 1.0568, loss: 1.0568 +2023-12-28 07:09:44,008 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 1 day, 10:05:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 1.0875, loss: 1.0875 +2023-12-28 07:10:09,992 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 1 day, 10:05:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 0.9769, loss: 0.9769 +2023-12-28 07:10:35,678 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 1 day, 10:04:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9413, loss_cls: 1.1390, loss: 1.1390 +2023-12-28 07:11:00,894 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 1 day, 10:04:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 1.1015, loss: 1.1015 +2023-12-28 07:11:25,972 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 1 day, 10:03:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 1.0806, loss: 1.0806 +2023-12-28 07:11:51,061 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 1 day, 10:03:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 1.1361, loss: 1.1361 +2023-12-28 07:12:16,270 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 1 day, 10:02:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 1.1371, loss: 1.1371 +2023-12-28 07:12:41,649 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 1 day, 10:02:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9444, loss_cls: 1.0998, loss: 1.0998 +2023-12-28 07:13:06,934 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 1 day, 10:01:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 1.0374, loss: 1.0374 +2023-12-28 07:13:32,342 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 1 day, 10:01:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 1.1949, loss: 1.1949 +2023-12-28 07:13:58,172 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 1 day, 10:00:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9344, loss_cls: 1.1326, loss: 1.1326 +2023-12-28 07:14:24,195 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 1 day, 10:00:20, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9300, loss_cls: 1.1301, loss: 1.1301 +2023-12-28 07:14:49,561 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 1 day, 9:59:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9500, loss_cls: 1.0917, loss: 1.0917 +2023-12-28 07:15:15,144 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 1 day, 9:59:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9413, loss_cls: 1.0692, loss: 1.0692 +2023-12-28 07:15:40,410 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 1 day, 9:58:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 1.0805, loss: 1.0805 +2023-12-28 07:16:05,910 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 1 day, 9:58:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9381, loss_cls: 1.1135, loss: 1.1135 +2023-12-28 07:16:31,316 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 1 day, 9:57:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 1.0579, loss: 1.0579 +2023-12-28 07:16:56,756 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 1 day, 9:57:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9275, loss_cls: 1.1772, loss: 1.1772 +2023-12-28 07:17:22,108 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 1 day, 9:57:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 1.1403, loss: 1.1403 +2023-12-28 07:17:47,538 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 1 day, 9:56:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 1.0455, loss: 1.0455 +2023-12-28 07:18:12,933 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 1 day, 9:56:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9425, loss_cls: 1.1264, loss: 1.1264 +2023-12-28 07:18:38,422 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 1 day, 9:55:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9500, loss_cls: 1.1251, loss: 1.1251 +2023-12-28 07:19:03,601 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 1 day, 9:55:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9387, loss_cls: 1.1115, loss: 1.1115 +2023-12-28 07:19:28,762 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 1 day, 9:54:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 1.0779, loss: 1.0779 +2023-12-28 07:19:54,445 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 1 day, 9:54:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9400, loss_cls: 1.1291, loss: 1.1291 +2023-12-28 07:20:20,053 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 1 day, 9:53:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 1.1493, loss: 1.1493 +2023-12-28 07:20:45,410 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 1 day, 9:53:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9431, loss_cls: 1.1735, loss: 1.1735 +2023-12-28 07:21:10,715 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 1 day, 9:52:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9406, loss_cls: 1.1081, loss: 1.1081 +2023-12-28 07:21:36,139 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 1 day, 9:52:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9419, loss_cls: 1.0822, loss: 1.0822 +2023-12-28 07:22:01,198 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 1 day, 9:51:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 1.1171, loss: 1.1171 +2023-12-28 07:22:26,351 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 1 day, 9:51:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9381, loss_cls: 1.1372, loss: 1.1372 +2023-12-28 07:22:51,786 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 1 day, 9:50:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9294, loss_cls: 1.1686, loss: 1.1686 +2023-12-28 07:23:17,020 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 1 day, 9:50:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 1.0247, loss: 1.0247 +2023-12-28 07:23:42,665 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 1 day, 9:49:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9363, loss_cls: 1.1071, loss: 1.1071 +2023-12-28 07:24:08,049 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 1 day, 9:49:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9363, loss_cls: 1.1770, loss: 1.1770 +2023-12-28 07:24:33,337 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 1 day, 9:49:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9381, loss_cls: 1.1300, loss: 1.1300 +2023-12-28 07:24:44,234 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-28 07:28:33,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:28:33,578 - pyskl - INFO - +top1_acc 0.6663 +top5_acc 0.9283 +2023-12-28 07:28:33,600 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.6663, top5_acc: 0.9283 +2023-12-28 07:29:28,796 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 1 day, 9:49:37, time: 0.552, data_time: 0.300, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 1.0683, loss: 1.0683 +2023-12-28 07:29:53,877 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 1 day, 9:49:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 1.0639, loss: 1.0639 +2023-12-28 07:30:19,051 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 1 day, 9:48:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9575, loss_cls: 1.0268, loss: 1.0268 +2023-12-28 07:30:44,376 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 1 day, 9:48:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9406, loss_cls: 1.1181, loss: 1.1181 +2023-12-28 07:31:09,762 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 1 day, 9:47:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 1.0991, loss: 1.0991 +2023-12-28 07:31:35,137 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 1 day, 9:47:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9469, loss_cls: 1.0463, loss: 1.0463 +2023-12-28 07:32:00,536 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 1 day, 9:46:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 1.1506, loss: 1.1506 +2023-12-28 07:32:26,280 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 1 day, 9:46:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9394, loss_cls: 1.1619, loss: 1.1619 +2023-12-28 07:32:51,838 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 1 day, 9:45:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 1.0653, loss: 1.0653 +2023-12-28 07:33:17,344 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 1 day, 9:45:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 1.0610, loss: 1.0610 +2023-12-28 07:33:42,901 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 1 day, 9:44:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9400, loss_cls: 1.1032, loss: 1.1032 +2023-12-28 07:34:08,064 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 1 day, 9:44:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 1.0796, loss: 1.0796 +2023-12-28 07:34:33,156 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 1 day, 9:43:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9387, loss_cls: 1.0883, loss: 1.0883 +2023-12-28 07:34:58,593 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 1 day, 9:43:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 1.0724, loss: 1.0724 +2023-12-28 07:35:24,312 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 1 day, 9:43:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 1.1062, loss: 1.1062 +2023-12-28 07:35:49,765 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 1 day, 9:42:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9369, loss_cls: 1.1178, loss: 1.1178 +2023-12-28 07:36:15,105 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 1 day, 9:42:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 1.1166, loss: 1.1166 +2023-12-28 07:36:40,623 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 1 day, 9:41:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 1.0583, loss: 1.0583 +2023-12-28 07:37:05,959 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 1 day, 9:41:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9394, loss_cls: 1.1149, loss: 1.1149 +2023-12-28 07:37:31,813 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 1 day, 9:40:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9406, loss_cls: 1.0806, loss: 1.0806 +2023-12-28 07:37:57,131 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 1 day, 9:40:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 1.1580, loss: 1.1580 +2023-12-28 07:38:22,591 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 1 day, 9:39:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 1.1196, loss: 1.1196 +2023-12-28 07:38:48,011 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 1 day, 9:39:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9431, loss_cls: 1.0524, loss: 1.0524 +2023-12-28 07:39:13,510 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 1 day, 9:38:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9425, loss_cls: 1.0962, loss: 1.0962 +2023-12-28 07:39:38,782 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 1 day, 9:38:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 1.0852, loss: 1.0852 +2023-12-28 07:40:03,922 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 1 day, 9:37:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9500, loss_cls: 1.1002, loss: 1.1002 +2023-12-28 07:40:29,112 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 1 day, 9:37:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 1.0536, loss: 1.0536 +2023-12-28 07:40:54,103 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 1 day, 9:36:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 1.1414, loss: 1.1414 +2023-12-28 07:41:19,734 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 1 day, 9:36:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9394, loss_cls: 1.0749, loss: 1.0749 +2023-12-28 07:41:45,353 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 1 day, 9:36:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9437, loss_cls: 1.1102, loss: 1.1102 +2023-12-28 07:42:10,332 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 1 day, 9:35:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9337, loss_cls: 1.1346, loss: 1.1346 +2023-12-28 07:42:35,337 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 1 day, 9:35:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9325, loss_cls: 1.1397, loss: 1.1397 +2023-12-28 07:43:00,336 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 1 day, 9:34:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 1.1175, loss: 1.1175 +2023-12-28 07:43:25,328 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 1 day, 9:34:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9381, loss_cls: 1.1274, loss: 1.1274 +2023-12-28 07:43:50,315 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 1 day, 9:33:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 1.1516, loss: 1.1516 +2023-12-28 07:44:15,298 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 1 day, 9:33:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9469, loss_cls: 1.0413, loss: 1.0413 +2023-12-28 07:44:40,913 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 1 day, 9:32:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 1.0971, loss: 1.0971 +2023-12-28 07:45:06,653 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 1 day, 9:32:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9400, loss_cls: 1.1439, loss: 1.1439 +2023-12-28 07:45:31,772 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 1 day, 9:31:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 1.1328, loss: 1.1328 +2023-12-28 07:45:42,918 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-28 07:49:32,232 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:49:32,808 - pyskl - INFO - +top1_acc 0.7132 +top5_acc 0.9437 +2023-12-28 07:49:32,830 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.7132, top5_acc: 0.9437 +2023-12-28 07:50:28,226 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 1 day, 9:32:15, time: 0.554, data_time: 0.304, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9437, loss_cls: 1.1321, loss: 1.1321 +2023-12-28 07:50:53,588 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 1 day, 9:31:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 1.0131, loss: 1.0131 +2023-12-28 07:51:18,757 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 1 day, 9:31:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 1.0777, loss: 1.0777 +2023-12-28 07:51:43,992 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 1 day, 9:30:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 1.0382, loss: 1.0382 +2023-12-28 07:52:10,045 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 1 day, 9:30:23, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 1.0772, loss: 1.0772 +2023-12-28 07:52:35,460 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 1 day, 9:29:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 1.0991, loss: 1.0991 +2023-12-28 07:53:00,844 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 1 day, 9:29:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9419, loss_cls: 1.1166, loss: 1.1166 +2023-12-28 07:53:25,914 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 1 day, 9:28:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 1.0583, loss: 1.0583 +2023-12-28 07:53:51,476 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 1 day, 9:28:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9437, loss_cls: 1.0716, loss: 1.0716 +2023-12-28 07:54:16,919 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 1 day, 9:28:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9344, loss_cls: 1.1076, loss: 1.1076 +2023-12-28 07:54:42,424 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 1 day, 9:27:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9431, loss_cls: 1.0527, loss: 1.0527 +2023-12-28 07:55:07,742 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 1 day, 9:27:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9369, loss_cls: 1.1235, loss: 1.1235 +2023-12-28 07:55:32,904 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 1 day, 9:26:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9400, loss_cls: 1.0768, loss: 1.0768 +2023-12-28 07:55:58,060 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 1 day, 9:26:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 1.0852, loss: 1.0852 +2023-12-28 07:56:23,433 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 1 day, 9:25:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9400, loss_cls: 1.1017, loss: 1.1017 +2023-12-28 07:56:49,302 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 1 day, 9:25:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 1.1134, loss: 1.1134 +2023-12-28 07:57:14,611 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 1 day, 9:24:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9394, loss_cls: 1.0481, loss: 1.0481 +2023-12-28 07:57:40,161 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 1 day, 9:24:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9375, loss_cls: 1.1457, loss: 1.1457 +2023-12-28 07:58:05,170 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 1 day, 9:23:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 1.0849, loss: 1.0849 +2023-12-28 07:58:30,287 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 1 day, 9:23:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9387, loss_cls: 1.1647, loss: 1.1647 +2023-12-28 07:58:56,084 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 1 day, 9:22:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 1.1061, loss: 1.1061 +2023-12-28 07:59:21,585 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 1 day, 9:22:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 0.9633, loss: 0.9633 +2023-12-28 07:59:47,675 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 1 day, 9:22:00, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 1.0579, loss: 1.0579 +2023-12-28 08:00:13,247 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 1 day, 9:21:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 1.1000, loss: 1.1000 +2023-12-28 08:00:38,880 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 1 day, 9:21:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 1.0536, loss: 1.0536 +2023-12-28 08:01:04,358 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 1 day, 9:20:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 1.1052, loss: 1.1052 +2023-12-28 08:01:29,813 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 1 day, 9:20:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9306, loss_cls: 1.1260, loss: 1.1260 +2023-12-28 08:01:55,072 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 1 day, 9:19:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9369, loss_cls: 1.1343, loss: 1.1343 +2023-12-28 08:02:20,443 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 1 day, 9:19:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9363, loss_cls: 1.1262, loss: 1.1262 +2023-12-28 08:02:45,829 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 1 day, 9:18:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 1.0936, loss: 1.0936 +2023-12-28 08:03:11,168 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 1 day, 9:18:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9437, loss_cls: 1.0720, loss: 1.0720 +2023-12-28 08:03:36,206 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 1 day, 9:17:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 1.0716, loss: 1.0716 +2023-12-28 08:04:01,487 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 1 day, 9:17:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 1.0700, loss: 1.0700 +2023-12-28 08:04:26,782 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 1 day, 9:16:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9375, loss_cls: 1.1442, loss: 1.1442 +2023-12-28 08:04:51,993 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 1 day, 9:16:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 1.0675, loss: 1.0675 +2023-12-28 08:05:17,466 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 1 day, 9:15:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9425, loss_cls: 1.0702, loss: 1.0702 +2023-12-28 08:05:43,205 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 1 day, 9:15:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 1.1311, loss: 1.1311 +2023-12-28 08:06:09,111 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 1 day, 9:15:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9506, loss_cls: 1.0587, loss: 1.0587 +2023-12-28 08:06:35,121 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 1 day, 9:14:36, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 1.0225, loss: 1.0225 +2023-12-28 08:06:46,135 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-28 08:10:36,550 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:10:37,070 - pyskl - INFO - +top1_acc 0.6283 +top5_acc 0.9010 +2023-12-28 08:10:37,093 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.6283, top5_acc: 0.9010 +2023-12-28 08:11:32,223 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 1 day, 9:15:06, time: 0.551, data_time: 0.297, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9363, loss_cls: 1.1457, loss: 1.1457 +2023-12-28 08:11:57,447 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 1 day, 9:14:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9506, loss_cls: 1.0427, loss: 1.0427 +2023-12-28 08:12:22,711 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 1 day, 9:14:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 1.0305, loss: 1.0305 +2023-12-28 08:12:48,018 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 1 day, 9:13:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 1.0715, loss: 1.0715 +2023-12-28 08:13:13,324 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 1 day, 9:13:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.0922, loss: 1.0922 +2023-12-28 08:13:38,446 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 1 day, 9:12:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 1.0627, loss: 1.0627 +2023-12-28 08:14:03,459 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 1 day, 9:12:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9387, loss_cls: 1.0920, loss: 1.0920 +2023-12-28 08:14:28,432 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 1 day, 9:11:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 1.0933, loss: 1.0933 +2023-12-28 08:14:54,164 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 1 day, 9:11:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9475, loss_cls: 1.0813, loss: 1.0813 +2023-12-28 08:15:19,971 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 1 day, 9:10:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9425, loss_cls: 1.0851, loss: 1.0851 +2023-12-28 08:15:45,332 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 1 day, 9:10:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 1.1081, loss: 1.1081 +2023-12-28 08:16:10,734 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 1 day, 9:09:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9406, loss_cls: 1.1522, loss: 1.1522 +2023-12-28 08:16:36,037 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 1 day, 9:09:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 1.0427, loss: 1.0427 +2023-12-28 08:17:01,221 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 1 day, 9:08:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9463, loss_cls: 1.1316, loss: 1.1316 +2023-12-28 08:17:26,573 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 1 day, 9:08:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 1.1477, loss: 1.1477 +2023-12-28 08:17:51,980 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 1 day, 9:08:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9437, loss_cls: 1.0890, loss: 1.0890 +2023-12-28 08:18:17,996 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 1 day, 9:07:36, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 1.0953, loss: 1.0953 +2023-12-28 08:18:43,201 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 1 day, 9:07:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9381, loss_cls: 1.1605, loss: 1.1605 +2023-12-28 08:19:08,251 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 1 day, 9:06:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 1.0084, loss: 1.0084 +2023-12-28 08:19:33,285 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 1 day, 9:06:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9387, loss_cls: 1.1204, loss: 1.1204 +2023-12-28 08:19:58,313 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 1 day, 9:05:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 1.1245, loss: 1.1245 +2023-12-28 08:20:23,326 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 1 day, 9:05:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9344, loss_cls: 1.1133, loss: 1.1133 +2023-12-28 08:20:49,081 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 1 day, 9:04:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 1.0888, loss: 1.0888 +2023-12-28 08:21:14,546 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 1 day, 9:04:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 1.1091, loss: 1.1091 +2023-12-28 08:21:40,219 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 1 day, 9:03:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 1.0156, loss: 1.0156 +2023-12-28 08:22:05,675 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 1 day, 9:03:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9406, loss_cls: 1.0944, loss: 1.0944 +2023-12-28 08:22:31,081 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 1 day, 9:02:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9350, loss_cls: 1.1322, loss: 1.1322 +2023-12-28 08:22:56,353 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 1 day, 9:02:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9413, loss_cls: 1.1016, loss: 1.1016 +2023-12-28 08:23:21,375 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 1 day, 9:01:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 1.1051, loss: 1.1051 +2023-12-28 08:23:46,350 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 1 day, 9:01:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 1.0873, loss: 1.0873 +2023-12-28 08:24:11,322 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 1 day, 9:00:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9294, loss_cls: 1.1579, loss: 1.1579 +2023-12-28 08:24:36,270 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 1 day, 9:00:28, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 1.1389, loss: 1.1389 +2023-12-28 08:25:01,225 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 1 day, 8:59:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9431, loss_cls: 1.0702, loss: 1.0702 +2023-12-28 08:25:26,175 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 1 day, 8:59:29, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9406, loss_cls: 1.0803, loss: 1.0803 +2023-12-28 08:25:51,469 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 1 day, 8:59:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9369, loss_cls: 1.0878, loss: 1.0878 +2023-12-28 08:26:16,934 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 1 day, 8:58:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9413, loss_cls: 1.0425, loss: 1.0425 +2023-12-28 08:26:42,502 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 1 day, 8:58:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9319, loss_cls: 1.1392, loss: 1.1392 +2023-12-28 08:27:08,068 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 1 day, 8:57:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 1.0894, loss: 1.0894 +2023-12-28 08:27:33,473 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 1 day, 8:57:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9331, loss_cls: 1.1805, loss: 1.1805 +2023-12-28 08:27:44,450 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-28 08:31:33,820 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:31:34,334 - pyskl - INFO - +top1_acc 0.6945 +top5_acc 0.9356 +2023-12-28 08:31:34,356 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.6945, top5_acc: 0.9356 +2023-12-28 08:32:29,656 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 1 day, 8:57:39, time: 0.553, data_time: 0.298, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 1.0661, loss: 1.0661 +2023-12-28 08:32:55,006 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 1 day, 8:57:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 1.0429, loss: 1.0429 +2023-12-28 08:33:20,248 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 1 day, 8:56:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 1.0860, loss: 1.0860 +2023-12-28 08:33:45,508 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 1 day, 8:56:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9375, loss_cls: 1.0580, loss: 1.0580 +2023-12-28 08:34:10,743 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 1 day, 8:55:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 1.0491, loss: 1.0491 +2023-12-28 08:34:35,997 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 1 day, 8:55:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 1.0820, loss: 1.0820 +2023-12-28 08:35:01,419 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 1 day, 8:54:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9444, loss_cls: 1.0592, loss: 1.0592 +2023-12-28 08:35:26,961 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 1 day, 8:54:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9425, loss_cls: 1.1097, loss: 1.1097 +2023-12-28 08:35:52,275 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 1 day, 8:53:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 1.1307, loss: 1.1307 +2023-12-28 08:36:17,430 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 1 day, 8:53:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9387, loss_cls: 1.0905, loss: 1.0905 +2023-12-28 08:36:42,485 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 1 day, 8:52:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 1.1395, loss: 1.1395 +2023-12-28 08:37:07,583 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 1 day, 8:52:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 1.0580, loss: 1.0580 +2023-12-28 08:37:32,629 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 1 day, 8:51:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 1.0766, loss: 1.0766 +2023-12-28 08:37:58,016 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 1 day, 8:51:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9394, loss_cls: 1.1628, loss: 1.1628 +2023-12-28 08:38:22,955 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 1 day, 8:51:01, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 1.1513, loss: 1.1513 +2023-12-28 08:38:47,867 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 1 day, 8:50:32, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9444, loss_cls: 1.0859, loss: 1.0859 +2023-12-28 08:39:12,922 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 1 day, 8:50:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9463, loss_cls: 1.0805, loss: 1.0805 +2023-12-28 08:39:38,273 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 1 day, 8:49:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 1.0969, loss: 1.0969 +2023-12-28 08:40:04,427 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 1 day, 8:49:10, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 1.0394, loss: 1.0394 +2023-12-28 08:40:30,023 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 1 day, 8:48:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 1.1235, loss: 1.1235 +2023-12-28 08:40:55,368 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 1 day, 8:48:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9425, loss_cls: 1.0985, loss: 1.0985 +2023-12-28 08:41:21,054 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 1 day, 8:47:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 1.1178, loss: 1.1178 +2023-12-28 08:41:46,398 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 1 day, 8:47:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 1.0744, loss: 1.0744 +2023-12-28 08:42:11,606 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 1 day, 8:46:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 1.0704, loss: 1.0704 +2023-12-28 08:42:36,966 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 1 day, 8:46:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 1.0812, loss: 1.0812 +2023-12-28 08:43:02,256 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 1 day, 8:45:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.0546, loss: 1.0546 +2023-12-28 08:43:27,854 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 1 day, 8:45:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 0.9938, loss: 0.9938 +2023-12-28 08:43:53,532 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 1 day, 8:45:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 1.0726, loss: 1.0726 +2023-12-28 08:44:19,073 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 1 day, 8:44:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9456, loss_cls: 1.0291, loss: 1.0291 +2023-12-28 08:44:44,223 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 1 day, 8:44:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 1.0992, loss: 1.0992 +2023-12-28 08:45:09,577 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 1 day, 8:43:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 1.1256, loss: 1.1256 +2023-12-28 08:45:34,708 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 1 day, 8:43:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9337, loss_cls: 1.1824, loss: 1.1824 +2023-12-28 08:45:59,843 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 1 day, 8:42:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9425, loss_cls: 1.1048, loss: 1.1048 +2023-12-28 08:46:25,098 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 1 day, 8:42:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 1.0344, loss: 1.0344 +2023-12-28 08:46:51,563 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 1 day, 8:41:47, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9413, loss_cls: 1.0967, loss: 1.0967 +2023-12-28 08:47:16,916 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 1 day, 8:41:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 1.1213, loss: 1.1213 +2023-12-28 08:47:42,423 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 1 day, 8:40:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 1.0457, loss: 1.0457 +2023-12-28 08:48:08,058 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 1 day, 8:40:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 1.0762, loss: 1.0762 +2023-12-28 08:48:33,386 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 1 day, 8:39:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9400, loss_cls: 1.0691, loss: 1.0691 +2023-12-28 08:48:44,166 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-28 08:52:32,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:52:33,420 - pyskl - INFO - +top1_acc 0.7045 +top5_acc 0.9304 +2023-12-28 08:52:33,443 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.7045, top5_acc: 0.9304 +2023-12-28 08:53:27,960 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 1 day, 8:40:20, time: 0.545, data_time: 0.293, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9513, loss_cls: 1.0842, loss: 1.0842 +2023-12-28 08:53:53,643 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 1 day, 8:39:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9350, loss_cls: 1.1373, loss: 1.1373 +2023-12-28 08:54:18,916 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 1 day, 8:39:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9406, loss_cls: 1.0693, loss: 1.0693 +2023-12-28 08:54:44,607 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 1 day, 8:38:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9456, loss_cls: 1.0631, loss: 1.0631 +2023-12-28 08:55:10,056 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 1 day, 8:38:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 1.0111, loss: 1.0111 +2023-12-28 08:55:35,818 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 1 day, 8:38:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9487, loss_cls: 1.0692, loss: 1.0692 +2023-12-28 08:56:01,384 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 1 day, 8:37:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9431, loss_cls: 1.0941, loss: 1.0941 +2023-12-28 08:56:26,680 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 1 day, 8:37:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9425, loss_cls: 1.0904, loss: 1.0904 +2023-12-28 08:56:52,026 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 1 day, 8:36:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9419, loss_cls: 1.1455, loss: 1.1455 +2023-12-28 08:57:17,530 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 1 day, 8:36:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9444, loss_cls: 1.0383, loss: 1.0383 +2023-12-28 08:57:43,074 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 1 day, 8:35:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 1.0987, loss: 1.0987 +2023-12-28 08:58:08,481 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 1 day, 8:35:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9481, loss_cls: 1.1492, loss: 1.1492 +2023-12-28 08:58:34,777 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 1 day, 8:34:53, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9363, loss_cls: 1.1755, loss: 1.1755 +2023-12-28 08:59:01,345 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 1 day, 8:34:29, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9419, loss_cls: 1.0972, loss: 1.0972 +2023-12-28 08:59:26,516 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 1 day, 8:34:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9369, loss_cls: 1.1476, loss: 1.1476 +2023-12-28 08:59:51,773 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 1 day, 8:33:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9344, loss_cls: 1.0794, loss: 1.0794 +2023-12-28 09:00:17,070 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 1 day, 8:33:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9475, loss_cls: 1.1096, loss: 1.1096 +2023-12-28 09:00:42,531 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 1 day, 8:32:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9394, loss_cls: 1.0848, loss: 1.0848 +2023-12-28 09:01:08,061 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 1 day, 8:32:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9450, loss_cls: 1.0371, loss: 1.0371 +2023-12-28 09:01:33,310 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 1 day, 8:31:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9444, loss_cls: 1.1498, loss: 1.1498 +2023-12-28 09:01:58,752 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 1 day, 8:31:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9413, loss_cls: 1.0783, loss: 1.0783 +2023-12-28 09:02:24,362 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 1 day, 8:30:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9381, loss_cls: 1.1559, loss: 1.1559 +2023-12-28 09:02:49,942 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 1 day, 8:30:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9400, loss_cls: 1.0732, loss: 1.0732 +2023-12-28 09:03:15,426 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 1 day, 8:29:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9437, loss_cls: 1.1304, loss: 1.1304 +2023-12-28 09:03:41,121 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 1 day, 8:29:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9394, loss_cls: 1.1792, loss: 1.1792 +2023-12-28 09:04:06,471 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 1 day, 8:28:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 1.0375, loss: 1.0375 +2023-12-28 09:04:31,884 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 1 day, 8:28:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9337, loss_cls: 1.1356, loss: 1.1356 +2023-12-28 09:04:57,292 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 1 day, 8:28:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 1.0696, loss: 1.0696 +2023-12-28 09:05:22,368 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 1 day, 8:27:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 1.0135, loss: 1.0135 +2023-12-28 09:05:47,693 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 1 day, 8:27:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 1.1113, loss: 1.1113 +2023-12-28 09:06:13,499 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 1 day, 8:26:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9419, loss_cls: 1.1277, loss: 1.1277 +2023-12-28 09:06:39,983 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 1 day, 8:26:14, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.1141, loss: 1.1141 +2023-12-28 09:07:06,506 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 1 day, 8:25:50, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9350, loss_cls: 1.1193, loss: 1.1193 +2023-12-28 09:07:33,014 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 1 day, 8:25:26, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9231, loss_cls: 1.1461, loss: 1.1461 +2023-12-28 09:07:59,530 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 1 day, 8:25:01, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 1.1020, loss: 1.1020 +2023-12-28 09:08:26,056 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 1 day, 8:24:37, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 1.0632, loss: 1.0632 +2023-12-28 09:08:52,131 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 1 day, 8:24:12, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 1.0586, loss: 1.0586 +2023-12-28 09:09:17,822 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 1 day, 8:23:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 1.0836, loss: 1.0836 +2023-12-28 09:09:43,760 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 1 day, 8:23:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9431, loss_cls: 1.0530, loss: 1.0530 +2023-12-28 09:09:54,516 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-28 09:13:43,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:13:44,187 - pyskl - INFO - +top1_acc 0.6258 +top5_acc 0.8853 +2023-12-28 09:13:44,210 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.6258, top5_acc: 0.8853 +2023-12-28 09:14:39,683 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 1 day, 8:23:43, time: 0.555, data_time: 0.297, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9425, loss_cls: 1.0850, loss: 1.0850 +2023-12-28 09:15:05,134 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 1 day, 8:23:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 0.9965, loss: 0.9965 +2023-12-28 09:15:30,482 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 1 day, 8:22:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9437, loss_cls: 1.0388, loss: 1.0388 +2023-12-28 09:15:55,720 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 1 day, 8:22:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 1.1182, loss: 1.1182 +2023-12-28 09:16:21,468 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 1 day, 8:21:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 1.0918, loss: 1.0918 +2023-12-28 09:16:46,935 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 1 day, 8:21:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 1.0877, loss: 1.0877 +2023-12-28 09:17:12,286 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 1 day, 8:20:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 1.1352, loss: 1.1352 +2023-12-28 09:17:37,925 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 1 day, 8:20:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9363, loss_cls: 1.1284, loss: 1.1284 +2023-12-28 09:18:03,148 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 1 day, 8:20:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9444, loss_cls: 1.0332, loss: 1.0332 +2023-12-28 09:18:28,728 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 1 day, 8:19:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9506, loss_cls: 0.9964, loss: 0.9964 +2023-12-28 09:18:54,025 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 1 day, 8:19:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9350, loss_cls: 1.1229, loss: 1.1229 +2023-12-28 09:19:19,284 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 1 day, 8:18:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 1.0247, loss: 1.0247 +2023-12-28 09:19:44,346 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 1 day, 8:18:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 0.9860, loss: 0.9860 +2023-12-28 09:20:09,892 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 1 day, 8:17:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 1.0333, loss: 1.0333 +2023-12-28 09:20:35,635 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 1 day, 8:17:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9363, loss_cls: 1.1468, loss: 1.1468 +2023-12-28 09:21:00,909 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 1 day, 8:16:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9431, loss_cls: 1.0440, loss: 1.0440 +2023-12-28 09:21:26,005 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 1 day, 8:16:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9437, loss_cls: 1.0459, loss: 1.0459 +2023-12-28 09:21:51,263 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 1 day, 8:15:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9463, loss_cls: 1.0392, loss: 1.0392 +2023-12-28 09:22:16,844 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 1 day, 8:15:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9487, loss_cls: 1.1023, loss: 1.1023 +2023-12-28 09:22:42,083 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 1 day, 8:14:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9387, loss_cls: 1.1630, loss: 1.1630 +2023-12-28 09:23:07,565 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 1 day, 8:14:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9406, loss_cls: 1.0361, loss: 1.0361 +2023-12-28 09:23:32,923 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 1 day, 8:14:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9413, loss_cls: 1.1191, loss: 1.1191 +2023-12-28 09:23:58,494 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 1 day, 8:13:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 1.0005, loss: 1.0005 +2023-12-28 09:24:24,822 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 1 day, 8:13:08, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9400, loss_cls: 1.0968, loss: 1.0968 +2023-12-28 09:24:50,123 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 1 day, 8:12:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 1.0303, loss: 1.0303 +2023-12-28 09:25:16,135 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 1 day, 8:12:14, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 1.0318, loss: 1.0318 +2023-12-28 09:25:42,765 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 1 day, 8:11:50, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 1.0412, loss: 1.0412 +2023-12-28 09:26:08,479 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 1 day, 8:11:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 1.0335, loss: 1.0335 +2023-12-28 09:26:33,732 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 1 day, 8:10:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 1.0682, loss: 1.0682 +2023-12-28 09:26:58,786 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 1 day, 8:10:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9400, loss_cls: 1.0606, loss: 1.0606 +2023-12-28 09:27:23,780 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 1 day, 8:09:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 1.0460, loss: 1.0460 +2023-12-28 09:27:48,713 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 1 day, 8:09:29, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9300, loss_cls: 1.1138, loss: 1.1138 +2023-12-28 09:28:13,637 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 1 day, 8:08:59, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9419, loss_cls: 1.0721, loss: 1.0721 +2023-12-28 09:28:38,556 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 1 day, 8:08:30, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 1.0964, loss: 1.0964 +2023-12-28 09:29:03,495 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 1 day, 8:08:01, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 1.0803, loss: 1.0803 +2023-12-28 09:29:28,420 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 1 day, 8:07:32, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 1.1388, loss: 1.1388 +2023-12-28 09:29:53,917 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 1 day, 8:07:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9369, loss_cls: 1.1775, loss: 1.1775 +2023-12-28 09:30:19,432 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 1 day, 8:06:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.1006, loss: 1.1006 +2023-12-28 09:30:45,279 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 1 day, 8:06:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9469, loss_cls: 1.0782, loss: 1.0782 +2023-12-28 09:30:56,868 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-28 09:34:46,021 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:34:46,549 - pyskl - INFO - +top1_acc 0.6875 +top5_acc 0.9154 +2023-12-28 09:34:46,573 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.6875, top5_acc: 0.9154 +2023-12-28 09:35:41,867 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 1 day, 8:06:33, time: 0.553, data_time: 0.298, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9475, loss_cls: 1.0947, loss: 1.0947 +2023-12-28 09:36:07,827 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 1 day, 8:06:07, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9394, loss_cls: 1.1503, loss: 1.1503 +2023-12-28 09:36:34,138 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 1 day, 8:05:42, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9437, loss_cls: 1.0573, loss: 1.0573 +2023-12-28 09:36:59,520 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 1 day, 8:05:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9463, loss_cls: 1.0728, loss: 1.0728 +2023-12-28 09:37:24,848 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 1 day, 8:04:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 1.0306, loss: 1.0306 +2023-12-28 09:37:50,225 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 1 day, 8:04:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 0.9702, loss: 0.9702 +2023-12-28 09:38:15,637 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 1 day, 8:03:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9387, loss_cls: 1.0580, loss: 1.0580 +2023-12-28 09:38:40,836 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 1 day, 8:03:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 1.0800, loss: 1.0800 +2023-12-28 09:39:06,497 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 1 day, 8:02:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9544, loss_cls: 1.0392, loss: 1.0392 +2023-12-28 09:39:32,043 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 1 day, 8:02:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9419, loss_cls: 1.1105, loss: 1.1105 +2023-12-28 09:39:57,993 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 1 day, 8:02:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 1.0384, loss: 1.0384 +2023-12-28 09:40:23,209 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 1 day, 8:01:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 1.0560, loss: 1.0560 +2023-12-28 09:40:48,791 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 1 day, 8:01:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9500, loss_cls: 1.0758, loss: 1.0758 +2023-12-28 09:41:14,096 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 1 day, 8:00:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9437, loss_cls: 1.0376, loss: 1.0376 +2023-12-28 09:41:39,245 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 1 day, 8:00:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 0.9985, loss: 0.9985 +2023-12-28 09:42:04,803 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 1 day, 7:59:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9381, loss_cls: 1.1046, loss: 1.1046 +2023-12-28 09:42:30,187 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 1 day, 7:59:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 1.0442, loss: 1.0442 +2023-12-28 09:42:55,837 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 1 day, 7:58:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9413, loss_cls: 1.0800, loss: 1.0800 +2023-12-28 09:43:21,473 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 1 day, 7:58:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9406, loss_cls: 1.1318, loss: 1.1318 +2023-12-28 09:43:46,949 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 1 day, 7:57:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 1.0037, loss: 1.0037 +2023-12-28 09:44:12,401 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 1 day, 7:57:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 1.0907, loss: 1.0907 +2023-12-28 09:44:38,068 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 1 day, 7:57:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 1.0787, loss: 1.0787 +2023-12-28 09:45:03,701 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 1 day, 7:56:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 1.0164, loss: 1.0164 +2023-12-28 09:45:29,068 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 1 day, 7:56:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 1.0408, loss: 1.0408 +2023-12-28 09:45:54,764 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 1 day, 7:55:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 1.1022, loss: 1.1022 +2023-12-28 09:46:20,060 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 1 day, 7:55:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 1.1053, loss: 1.1053 +2023-12-28 09:46:45,494 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 1 day, 7:54:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9406, loss_cls: 1.1061, loss: 1.1061 +2023-12-28 09:47:11,018 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 1 day, 7:54:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9394, loss_cls: 1.1153, loss: 1.1153 +2023-12-28 09:47:36,591 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 1 day, 7:53:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9394, loss_cls: 1.1764, loss: 1.1764 +2023-12-28 09:48:01,785 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 1 day, 7:53:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 1.0118, loss: 1.0118 +2023-12-28 09:48:27,323 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 1 day, 7:52:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 0.9938, loss: 0.9938 +2023-12-28 09:48:52,301 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 1 day, 7:52:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9313, loss_cls: 1.1409, loss: 1.1409 +2023-12-28 09:49:17,307 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 1 day, 7:51:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 1.0481, loss: 1.0481 +2023-12-28 09:49:42,276 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 1 day, 7:51:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 1.0861, loss: 1.0861 +2023-12-28 09:50:07,263 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 1 day, 7:50:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9500, loss_cls: 1.0901, loss: 1.0901 +2023-12-28 09:50:32,221 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 1 day, 7:50:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9413, loss_cls: 1.0567, loss: 1.0567 +2023-12-28 09:50:57,614 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 1 day, 7:50:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9481, loss_cls: 0.9854, loss: 0.9854 +2023-12-28 09:51:23,172 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 1 day, 7:49:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9431, loss_cls: 1.0645, loss: 1.0645 +2023-12-28 09:51:48,833 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 1 day, 7:49:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9394, loss_cls: 1.0485, loss: 1.0485 +2023-12-28 09:51:59,635 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-28 09:55:49,180 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:55:49,705 - pyskl - INFO - +top1_acc 0.7096 +top5_acc 0.9332 +2023-12-28 09:55:49,727 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.7096, top5_acc: 0.9332 +2023-12-28 09:56:45,006 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 1 day, 7:49:26, time: 0.553, data_time: 0.299, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9425, loss_cls: 1.0404, loss: 1.0404 +2023-12-28 09:57:10,259 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 1 day, 7:48:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 0.9969, loss: 0.9969 +2023-12-28 09:57:35,645 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 1 day, 7:48:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9406, loss_cls: 1.0577, loss: 1.0577 +2023-12-28 09:58:01,077 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 1 day, 7:48:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 1.0232, loss: 1.0232 +2023-12-28 09:58:26,881 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 1 day, 7:47:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 1.0362, loss: 1.0362 +2023-12-28 09:58:52,639 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 1 day, 7:47:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9463, loss_cls: 1.0197, loss: 1.0197 +2023-12-28 09:59:18,071 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 1 day, 7:46:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9437, loss_cls: 1.0057, loss: 1.0057 +2023-12-28 09:59:43,400 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 1 day, 7:46:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 1.0873, loss: 1.0873 +2023-12-28 10:00:08,725 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 1 day, 7:45:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 1.0911, loss: 1.0911 +2023-12-28 10:00:34,067 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 1 day, 7:45:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9413, loss_cls: 1.0813, loss: 1.0813 +2023-12-28 10:00:59,729 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 1 day, 7:44:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9281, loss_cls: 1.1743, loss: 1.1743 +2023-12-28 10:01:24,915 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 1 day, 7:44:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 1.1160, loss: 1.1160 +2023-12-28 10:01:50,481 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 1 day, 7:43:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9487, loss_cls: 1.0708, loss: 1.0708 +2023-12-28 10:02:15,757 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 1 day, 7:43:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9463, loss_cls: 1.0568, loss: 1.0568 +2023-12-28 10:02:41,049 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 1 day, 7:43:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9356, loss_cls: 1.1201, loss: 1.1201 +2023-12-28 10:03:06,510 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 1 day, 7:42:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 1.0301, loss: 1.0301 +2023-12-28 10:03:31,567 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 1 day, 7:42:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9419, loss_cls: 1.0633, loss: 1.0633 +2023-12-28 10:03:56,716 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 1 day, 7:41:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 1.0982, loss: 1.0982 +2023-12-28 10:04:21,912 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 1 day, 7:41:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 1.0019, loss: 1.0019 +2023-12-28 10:04:47,417 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 1 day, 7:40:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9325, loss_cls: 1.1474, loss: 1.1474 +2023-12-28 10:05:12,952 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 1 day, 7:40:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9437, loss_cls: 1.0748, loss: 1.0748 +2023-12-28 10:05:38,068 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 1 day, 7:39:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 1.0056, loss: 1.0056 +2023-12-28 10:06:03,185 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 1 day, 7:39:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9394, loss_cls: 1.0551, loss: 1.0551 +2023-12-28 10:06:28,675 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 1 day, 7:38:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 0.9695, loss: 0.9695 +2023-12-28 10:06:53,981 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 1 day, 7:38:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9456, loss_cls: 1.0760, loss: 1.0760 +2023-12-28 10:07:19,823 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 1 day, 7:37:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9431, loss_cls: 1.0757, loss: 1.0757 +2023-12-28 10:07:45,265 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 1 day, 7:37:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9400, loss_cls: 1.0915, loss: 1.0915 +2023-12-28 10:08:10,484 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 1 day, 7:37:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 1.0723, loss: 1.0723 +2023-12-28 10:08:35,840 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 1 day, 7:36:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 1.0662, loss: 1.0662 +2023-12-28 10:09:01,650 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 1 day, 7:36:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 1.0430, loss: 1.0430 +2023-12-28 10:09:27,126 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 1 day, 7:35:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 1.0237, loss: 1.0237 +2023-12-28 10:09:52,313 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 1 day, 7:35:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9350, loss_cls: 1.1144, loss: 1.1144 +2023-12-28 10:10:17,484 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 1 day, 7:34:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 1.0958, loss: 1.0958 +2023-12-28 10:10:42,724 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 1 day, 7:34:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 1.0597, loss: 1.0597 +2023-12-28 10:11:07,896 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 1 day, 7:33:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9413, loss_cls: 1.0875, loss: 1.0875 +2023-12-28 10:11:33,065 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 1 day, 7:33:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 1.0351, loss: 1.0351 +2023-12-28 10:11:58,351 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 1 day, 7:32:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9437, loss_cls: 1.0559, loss: 1.0559 +2023-12-28 10:12:24,083 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 1 day, 7:32:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 1.0253, loss: 1.0253 +2023-12-28 10:12:49,448 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 1 day, 7:31:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 1.0561, loss: 1.0561 +2023-12-28 10:13:00,216 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-28 10:16:49,483 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:16:50,023 - pyskl - INFO - +top1_acc 0.7018 +top5_acc 0.9280 +2023-12-28 10:16:50,046 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.7018, top5_acc: 0.9280 +2023-12-28 10:17:45,274 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 1 day, 7:32:13, time: 0.552, data_time: 0.294, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9481, loss_cls: 1.0149, loss: 1.0149 +2023-12-28 10:18:11,367 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 1 day, 7:31:48, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 0.9531, loss: 0.9531 +2023-12-28 10:18:36,745 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 1 day, 7:31:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 1.0441, loss: 1.0441 +2023-12-28 10:19:02,477 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 1 day, 7:30:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9406, loss_cls: 1.1240, loss: 1.1240 +2023-12-28 10:19:28,391 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 1 day, 7:30:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9487, loss_cls: 1.0070, loss: 1.0070 +2023-12-28 10:19:53,891 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 1 day, 7:30:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9475, loss_cls: 1.0374, loss: 1.0374 +2023-12-28 10:20:19,111 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 1 day, 7:29:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 1.0065, loss: 1.0065 +2023-12-28 10:20:44,439 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 1 day, 7:29:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 1.0445, loss: 1.0445 +2023-12-28 10:21:09,829 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 1 day, 7:28:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9431, loss_cls: 1.0626, loss: 1.0626 +2023-12-28 10:21:35,157 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 1 day, 7:28:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 1.0706, loss: 1.0706 +2023-12-28 10:22:00,940 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 1 day, 7:27:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9419, loss_cls: 1.0771, loss: 1.0771 +2023-12-28 10:22:26,228 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 1 day, 7:27:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9431, loss_cls: 1.0931, loss: 1.0931 +2023-12-28 10:22:51,513 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 1 day, 7:26:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 1.0869, loss: 1.0869 +2023-12-28 10:23:16,663 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 1 day, 7:26:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9537, loss_cls: 1.0853, loss: 1.0853 +2023-12-28 10:23:41,940 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 1 day, 7:25:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 1.0527, loss: 1.0527 +2023-12-28 10:24:06,884 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 1 day, 7:25:22, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 1.0367, loss: 1.0367 +2023-12-28 10:24:31,931 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 1 day, 7:24:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9425, loss_cls: 1.0371, loss: 1.0371 +2023-12-28 10:24:57,107 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 1 day, 7:24:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 1.0730, loss: 1.0730 +2023-12-28 10:25:22,272 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 1 day, 7:23:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9419, loss_cls: 1.1355, loss: 1.1355 +2023-12-28 10:25:47,535 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 1 day, 7:23:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 1.0119, loss: 1.0119 +2023-12-28 10:26:13,152 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 1 day, 7:23:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9563, loss_cls: 1.0081, loss: 1.0081 +2023-12-28 10:26:38,511 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 1 day, 7:22:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9513, loss_cls: 1.1229, loss: 1.1229 +2023-12-28 10:27:04,047 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 1 day, 7:22:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 1.0572, loss: 1.0572 +2023-12-28 10:27:29,749 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 1 day, 7:21:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9456, loss_cls: 1.0326, loss: 1.0326 +2023-12-28 10:27:55,109 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 1 day, 7:21:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 0.9471, loss: 0.9471 +2023-12-28 10:28:20,206 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 1 day, 7:20:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 1.0669, loss: 1.0669 +2023-12-28 10:28:45,217 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 1 day, 7:20:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 1.0827, loss: 1.0827 +2023-12-28 10:29:10,409 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 1 day, 7:19:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9344, loss_cls: 1.1061, loss: 1.1061 +2023-12-28 10:29:35,910 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 1 day, 7:19:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 0.9997, loss: 0.9997 +2023-12-28 10:30:01,273 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 1 day, 7:18:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9381, loss_cls: 1.0789, loss: 1.0789 +2023-12-28 10:30:27,120 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 1 day, 7:18:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 0.9748, loss: 0.9748 +2023-12-28 10:30:52,374 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 1 day, 7:17:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9475, loss_cls: 1.0069, loss: 1.0069 +2023-12-28 10:31:17,618 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 1 day, 7:17:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 1.0077, loss: 1.0077 +2023-12-28 10:31:42,892 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 1 day, 7:17:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9431, loss_cls: 1.0852, loss: 1.0852 +2023-12-28 10:32:08,294 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 1 day, 7:16:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9431, loss_cls: 1.0353, loss: 1.0353 +2023-12-28 10:32:33,481 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 1 day, 7:16:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9463, loss_cls: 0.9888, loss: 0.9888 +2023-12-28 10:32:58,726 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 1 day, 7:15:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 1.0456, loss: 1.0456 +2023-12-28 10:33:24,359 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 1 day, 7:15:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9419, loss_cls: 1.1331, loss: 1.1331 +2023-12-28 10:33:49,792 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 1 day, 7:14:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 1.0450, loss: 1.0450 +2023-12-28 10:34:00,785 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-28 10:37:50,512 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:37:51,047 - pyskl - INFO - +top1_acc 0.7201 +top5_acc 0.9422 +2023-12-28 10:37:51,070 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.7201, top5_acc: 0.9422 +2023-12-28 10:38:46,700 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 1 day, 7:15:02, time: 0.556, data_time: 0.303, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 0.9876, loss: 0.9876 +2023-12-28 10:39:12,046 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 1 day, 7:14:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9500, loss_cls: 0.9679, loss: 0.9679 +2023-12-28 10:39:37,374 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 1 day, 7:14:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9406, loss_cls: 1.0888, loss: 1.0888 +2023-12-28 10:40:02,865 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 1 day, 7:13:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 1.0509, loss: 1.0509 +2023-12-28 10:40:28,384 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 1 day, 7:13:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9344, loss_cls: 1.1207, loss: 1.1207 +2023-12-28 10:40:54,137 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 1 day, 7:12:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9425, loss_cls: 1.0440, loss: 1.0440 +2023-12-28 10:41:19,520 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 1 day, 7:12:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9406, loss_cls: 1.0628, loss: 1.0628 +2023-12-28 10:41:44,760 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 1 day, 7:11:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 1.0490, loss: 1.0490 +2023-12-28 10:42:09,858 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 1 day, 7:11:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9444, loss_cls: 1.0454, loss: 1.0454 +2023-12-28 10:42:34,863 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 1 day, 7:10:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 0.9884, loss: 0.9884 +2023-12-28 10:43:00,040 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 1 day, 7:10:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 1.0529, loss: 1.0529 +2023-12-28 10:43:25,577 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 1 day, 7:09:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9394, loss_cls: 1.0819, loss: 1.0819 +2023-12-28 10:43:50,667 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 1 day, 7:09:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9331, loss_cls: 1.1111, loss: 1.1111 +2023-12-28 10:44:17,015 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 1 day, 7:09:05, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 1.0241, loss: 1.0241 +2023-12-28 10:44:42,237 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 1 day, 7:08:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 1.0298, loss: 1.0298 +2023-12-28 10:45:07,362 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 1 day, 7:08:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 1.0330, loss: 1.0330 +2023-12-28 10:45:32,481 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 1 day, 7:07:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 1.0354, loss: 1.0354 +2023-12-28 10:45:57,541 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 1 day, 7:07:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 1.0272, loss: 1.0272 +2023-12-28 10:46:22,828 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 1 day, 7:06:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9475, loss_cls: 1.0172, loss: 1.0172 +2023-12-28 10:46:48,085 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 1 day, 7:06:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9425, loss_cls: 1.0340, loss: 1.0340 +2023-12-28 10:47:13,233 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 1 day, 7:05:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 1.0536, loss: 1.0536 +2023-12-28 10:47:38,652 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 1 day, 7:05:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 1.0950, loss: 1.0950 +2023-12-28 10:48:04,222 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 1 day, 7:04:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9450, loss_cls: 1.0382, loss: 1.0382 +2023-12-28 10:48:30,040 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 1 day, 7:04:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9481, loss_cls: 0.9897, loss: 0.9897 +2023-12-28 10:48:55,690 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 1 day, 7:04:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 1.0430, loss: 1.0430 +2023-12-28 10:49:21,103 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 1 day, 7:03:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 1.0206, loss: 1.0206 +2023-12-28 10:49:47,544 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 1 day, 7:03:09, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 1.0505, loss: 1.0505 +2023-12-28 10:50:14,104 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 1 day, 7:02:44, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9394, loss_cls: 1.0728, loss: 1.0728 +2023-12-28 10:50:40,015 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 1 day, 7:02:18, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9406, loss_cls: 1.0663, loss: 1.0663 +2023-12-28 10:51:05,672 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 1 day, 7:01:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9431, loss_cls: 1.0960, loss: 1.0960 +2023-12-28 10:51:31,138 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 1 day, 7:01:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9463, loss_cls: 1.0500, loss: 1.0500 +2023-12-28 10:51:57,451 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 1 day, 7:00:59, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9444, loss_cls: 1.0586, loss: 1.0586 +2023-12-28 10:52:22,823 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 1 day, 7:00:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 1.0955, loss: 1.0955 +2023-12-28 10:52:48,243 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 1 day, 7:00:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 1.0744, loss: 1.0744 +2023-12-28 10:53:14,145 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 1 day, 6:59:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 1.0308, loss: 1.0308 +2023-12-28 10:53:40,030 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 1 day, 6:59:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 1.0341, loss: 1.0341 +2023-12-28 10:54:05,426 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 1 day, 6:58:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 1.1035, loss: 1.1035 +2023-12-28 10:54:30,942 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 1 day, 6:58:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9425, loss_cls: 1.0791, loss: 1.0791 +2023-12-28 10:54:56,882 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 1 day, 6:57:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9419, loss_cls: 1.0455, loss: 1.0455 +2023-12-28 10:55:07,912 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-28 10:58:57,481 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:58:58,023 - pyskl - INFO - +top1_acc 0.6939 +top5_acc 0.9282 +2023-12-28 10:58:58,046 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.6939, top5_acc: 0.9282 +2023-12-28 10:59:53,880 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 1 day, 6:58:07, time: 0.558, data_time: 0.298, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 1.0985, loss: 1.0985 +2023-12-28 11:00:19,793 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 1 day, 6:57:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9475, loss_cls: 1.0253, loss: 1.0253 +2023-12-28 11:00:45,315 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 1 day, 6:57:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9381, loss_cls: 1.0601, loss: 1.0601 +2023-12-28 11:01:10,564 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 1 day, 6:56:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9494, loss_cls: 1.0167, loss: 1.0167 +2023-12-28 11:01:36,164 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 1 day, 6:56:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9463, loss_cls: 1.0329, loss: 1.0329 +2023-12-28 11:02:01,935 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 1 day, 6:55:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 0.9918, loss: 0.9918 +2023-12-28 11:02:27,367 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 1 day, 6:55:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 0.9776, loss: 0.9776 +2023-12-28 11:02:52,925 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 1 day, 6:54:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9387, loss_cls: 1.0417, loss: 1.0417 +2023-12-28 11:03:18,253 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 1 day, 6:54:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9363, loss_cls: 1.1120, loss: 1.1120 +2023-12-28 11:03:43,513 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 1 day, 6:54:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 1.0542, loss: 1.0542 +2023-12-28 11:04:08,842 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 1 day, 6:53:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 1.0213, loss: 1.0213 +2023-12-28 11:04:34,140 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 1 day, 6:53:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 0.9586, loss: 0.9586 +2023-12-28 11:04:59,487 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 1 day, 6:52:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9381, loss_cls: 1.0955, loss: 1.0955 +2023-12-28 11:05:24,700 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 1 day, 6:52:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 1.0401, loss: 1.0401 +2023-12-28 11:05:49,897 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 1 day, 6:51:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 1.0768, loss: 1.0768 +2023-12-28 11:06:15,075 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 1 day, 6:51:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 0.9896, loss: 0.9896 +2023-12-28 11:06:40,188 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 1 day, 6:50:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 1.0458, loss: 1.0458 +2023-12-28 11:07:05,372 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 1 day, 6:50:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9444, loss_cls: 1.0465, loss: 1.0465 +2023-12-28 11:07:30,721 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 1 day, 6:49:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9400, loss_cls: 1.0256, loss: 1.0256 +2023-12-28 11:07:55,962 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 1 day, 6:49:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 1.0405, loss: 1.0405 +2023-12-28 11:08:21,015 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 1 day, 6:48:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9456, loss_cls: 1.0353, loss: 1.0353 +2023-12-28 11:08:46,282 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 1 day, 6:48:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9419, loss_cls: 1.0180, loss: 1.0180 +2023-12-28 11:09:11,681 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 1 day, 6:48:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9406, loss_cls: 1.0483, loss: 1.0483 +2023-12-28 11:09:37,505 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 1 day, 6:47:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 0.9934, loss: 0.9934 +2023-12-28 11:10:02,961 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 1 day, 6:47:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 0.9693, loss: 0.9693 +2023-12-28 11:10:29,514 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 1 day, 6:46:43, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 0.9854, loss: 0.9854 +2023-12-28 11:10:55,337 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 1 day, 6:46:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9381, loss_cls: 1.0935, loss: 1.0935 +2023-12-28 11:11:20,706 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 1 day, 6:45:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 1.0710, loss: 1.0710 +2023-12-28 11:11:46,118 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 1 day, 6:45:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9456, loss_cls: 1.0141, loss: 1.0141 +2023-12-28 11:12:11,453 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 1 day, 6:44:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 1.0310, loss: 1.0310 +2023-12-28 11:12:36,756 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 1 day, 6:44:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 1.0822, loss: 1.0822 +2023-12-28 11:13:02,416 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 1 day, 6:44:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 1.0261, loss: 1.0261 +2023-12-28 11:13:27,617 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 1 day, 6:43:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9387, loss_cls: 1.0974, loss: 1.0974 +2023-12-28 11:13:52,854 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 1 day, 6:43:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9431, loss_cls: 1.0780, loss: 1.0780 +2023-12-28 11:14:18,170 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 1 day, 6:42:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 1.0525, loss: 1.0525 +2023-12-28 11:14:43,786 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 1 day, 6:42:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9387, loss_cls: 1.0683, loss: 1.0683 +2023-12-28 11:15:08,981 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 1 day, 6:41:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 1.0372, loss: 1.0372 +2023-12-28 11:15:34,813 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 1 day, 6:41:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 1.0757, loss: 1.0757 +2023-12-28 11:16:00,132 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 1 day, 6:40:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 1.0383, loss: 1.0383 +2023-12-28 11:16:11,109 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-28 11:20:00,085 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:20:00,618 - pyskl - INFO - +top1_acc 0.6911 +top5_acc 0.9305 +2023-12-28 11:20:00,640 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.6911, top5_acc: 0.9305 +2023-12-28 11:20:55,685 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 1 day, 6:40:59, time: 0.550, data_time: 0.299, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 1.0038, loss: 1.0038 +2023-12-28 11:21:20,925 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 1 day, 6:40:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 1.0150, loss: 1.0150 +2023-12-28 11:21:46,367 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 1 day, 6:40:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9463, loss_cls: 1.0060, loss: 1.0060 +2023-12-28 11:22:11,838 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 1 day, 6:39:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 1.0601, loss: 1.0601 +2023-12-28 11:22:37,494 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 1 day, 6:39:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 1.0436, loss: 1.0436 +2023-12-28 11:23:03,238 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 1 day, 6:38:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9400, loss_cls: 1.0986, loss: 1.0986 +2023-12-28 11:23:28,980 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 1 day, 6:38:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9450, loss_cls: 1.0211, loss: 1.0211 +2023-12-28 11:23:54,943 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 1 day, 6:37:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9431, loss_cls: 1.0606, loss: 1.0606 +2023-12-28 11:24:21,255 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 1 day, 6:37:26, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9506, loss_cls: 1.0173, loss: 1.0173 +2023-12-28 11:24:46,389 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 1 day, 6:36:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 0.9164, loss: 0.9164 +2023-12-28 11:25:11,697 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 1 day, 6:36:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 0.9642, loss: 0.9642 +2023-12-28 11:25:37,256 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 1 day, 6:36:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 1.0498, loss: 1.0498 +2023-12-28 11:26:02,823 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 1 day, 6:35:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 1.0883, loss: 1.0883 +2023-12-28 11:26:27,933 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 1 day, 6:35:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 1.0680, loss: 1.0680 +2023-12-28 11:26:52,871 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 1 day, 6:34:40, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 1.0730, loss: 1.0730 +2023-12-28 11:27:17,805 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 1 day, 6:34:11, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 1.0116, loss: 1.0116 +2023-12-28 11:27:42,865 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 1 day, 6:33:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9463, loss_cls: 1.0004, loss: 1.0004 +2023-12-28 11:28:08,765 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 1 day, 6:33:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 1.0676, loss: 1.0676 +2023-12-28 11:28:33,788 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 1 day, 6:32:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9394, loss_cls: 1.0817, loss: 1.0817 +2023-12-28 11:28:59,024 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 1 day, 6:32:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9444, loss_cls: 1.0461, loss: 1.0461 +2023-12-28 11:29:24,397 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 1 day, 6:31:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9369, loss_cls: 1.0628, loss: 1.0628 +2023-12-28 11:29:49,728 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 1 day, 6:31:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9437, loss_cls: 1.1175, loss: 1.1175 +2023-12-28 11:30:15,313 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 1 day, 6:30:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 1.0205, loss: 1.0205 +2023-12-28 11:30:40,870 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 1 day, 6:30:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9481, loss_cls: 1.0284, loss: 1.0284 +2023-12-28 11:31:06,377 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 1 day, 6:30:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 1.0799, loss: 1.0799 +2023-12-28 11:31:32,363 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 1 day, 6:29:39, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 0.9485, loss: 0.9485 +2023-12-28 11:31:58,880 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 1 day, 6:29:14, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 0.9967, loss: 0.9967 +2023-12-28 11:32:25,410 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 1 day, 6:28:50, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9563, loss_cls: 1.0346, loss: 1.0346 +2023-12-28 11:32:51,965 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 1 day, 6:28:25, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9531, loss_cls: 1.0540, loss: 1.0540 +2023-12-28 11:33:18,518 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 1 day, 6:28:01, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9425, loss_cls: 1.0629, loss: 1.0629 +2023-12-28 11:33:45,066 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 1 day, 6:27:36, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 1.0124, loss: 1.0124 +2023-12-28 11:34:11,297 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 1 day, 6:27:11, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 1.0371, loss: 1.0371 +2023-12-28 11:34:36,621 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 1 day, 6:26:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9437, loss_cls: 1.0358, loss: 1.0358 +2023-12-28 11:35:01,817 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 1 day, 6:26:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 1.0326, loss: 1.0326 +2023-12-28 11:35:26,939 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 1 day, 6:25:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9494, loss_cls: 0.9868, loss: 0.9868 +2023-12-28 11:35:52,001 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 1 day, 6:25:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9481, loss_cls: 1.0435, loss: 1.0435 +2023-12-28 11:36:17,577 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 1 day, 6:24:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9381, loss_cls: 1.0355, loss: 1.0355 +2023-12-28 11:36:43,399 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 1 day, 6:24:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 0.9526, loss: 0.9526 +2023-12-28 11:37:09,022 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 1 day, 6:23:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9463, loss_cls: 1.0053, loss: 1.0053 +2023-12-28 11:37:20,042 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-28 11:41:10,136 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:41:10,693 - pyskl - INFO - +top1_acc 0.6726 +top5_acc 0.9237 +2023-12-28 11:41:10,716 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.6726, top5_acc: 0.9237 +2023-12-28 11:42:07,215 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 1 day, 6:24:13, time: 0.565, data_time: 0.308, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 1.0423, loss: 1.0423 +2023-12-28 11:42:32,296 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 1 day, 6:23:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9425, loss_cls: 1.0705, loss: 1.0705 +2023-12-28 11:42:57,992 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 1 day, 6:23:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9450, loss_cls: 1.0148, loss: 1.0148 +2023-12-28 11:43:23,459 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 1 day, 6:22:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 0.9870, loss: 0.9870 +2023-12-28 11:43:49,069 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 1 day, 6:22:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 1.0174, loss: 1.0174 +2023-12-28 11:44:14,998 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 1 day, 6:21:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9463, loss_cls: 1.0109, loss: 1.0109 +2023-12-28 11:44:40,367 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 1 day, 6:21:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 0.9716, loss: 0.9716 +2023-12-28 11:45:05,552 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 1 day, 6:21:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 1.0395, loss: 1.0395 +2023-12-28 11:45:30,627 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 1 day, 6:20:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9437, loss_cls: 1.0466, loss: 1.0466 +2023-12-28 11:45:55,621 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 1 day, 6:20:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 0.9791, loss: 0.9791 +2023-12-28 11:46:20,620 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 1 day, 6:19:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9463, loss_cls: 0.9919, loss: 0.9919 +2023-12-28 11:46:45,902 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 1 day, 6:19:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9437, loss_cls: 1.0418, loss: 1.0418 +2023-12-28 11:47:11,373 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 1 day, 6:18:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 1.0595, loss: 1.0595 +2023-12-28 11:47:36,694 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 1 day, 6:18:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 1.0755, loss: 1.0755 +2023-12-28 11:48:01,910 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 1 day, 6:17:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9406, loss_cls: 1.0626, loss: 1.0626 +2023-12-28 11:48:27,501 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 1 day, 6:17:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 0.9825, loss: 0.9825 +2023-12-28 11:48:52,646 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 1 day, 6:16:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 0.9790, loss: 0.9790 +2023-12-28 11:49:17,730 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 1 day, 6:16:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9406, loss_cls: 1.1052, loss: 1.1052 +2023-12-28 11:49:42,685 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 1 day, 6:15:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 0.9864, loss: 0.9864 +2023-12-28 11:50:07,623 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 1 day, 6:15:28, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 1.0868, loss: 1.0868 +2023-12-28 11:50:32,680 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 1 day, 6:15:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9475, loss_cls: 1.0174, loss: 1.0174 +2023-12-28 11:50:57,834 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 1 day, 6:14:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9431, loss_cls: 0.9925, loss: 0.9925 +2023-12-28 11:51:22,885 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 1 day, 6:14:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 1.0011, loss: 1.0011 +2023-12-28 11:51:48,626 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 1 day, 6:13:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9487, loss_cls: 1.0050, loss: 1.0050 +2023-12-28 11:52:13,877 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 1 day, 6:13:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9463, loss_cls: 1.0479, loss: 1.0479 +2023-12-28 11:52:39,096 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 1 day, 6:12:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 1.0214, loss: 1.0214 +2023-12-28 11:53:04,135 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 1 day, 6:12:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 1.0795, loss: 1.0795 +2023-12-28 11:53:29,135 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 1 day, 6:11:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 1.0879, loss: 1.0879 +2023-12-28 11:53:54,766 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 1 day, 6:11:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9444, loss_cls: 1.0236, loss: 1.0236 +2023-12-28 11:54:20,280 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 1 day, 6:10:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 0.9843, loss: 0.9843 +2023-12-28 11:54:45,588 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 1 day, 6:10:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 0.9914, loss: 0.9914 +2023-12-28 11:55:10,797 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 1 day, 6:09:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9387, loss_cls: 1.0667, loss: 1.0667 +2023-12-28 11:55:36,448 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 1 day, 6:09:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 1.0720, loss: 1.0720 +2023-12-28 11:56:01,783 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 1 day, 6:09:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 1.1253, loss: 1.1253 +2023-12-28 11:56:27,429 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 1 day, 6:08:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9413, loss_cls: 1.0698, loss: 1.0698 +2023-12-28 11:56:52,875 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 1 day, 6:08:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 1.0603, loss: 1.0603 +2023-12-28 11:57:18,014 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 1 day, 6:07:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 1.0162, loss: 1.0162 +2023-12-28 11:57:43,520 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 1 day, 6:07:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 1.1113, loss: 1.1113 +2023-12-28 11:58:08,654 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 1 day, 6:06:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 0.9776, loss: 0.9776 +2023-12-28 11:58:19,800 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-28 12:02:09,655 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:02:10,223 - pyskl - INFO - +top1_acc 0.6872 +top5_acc 0.9215 +2023-12-28 12:02:10,247 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.6872, top5_acc: 0.9215 +2023-12-28 12:03:05,958 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 1 day, 6:06:55, time: 0.557, data_time: 0.300, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 0.9850, loss: 0.9850 +2023-12-28 12:03:31,548 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 1 day, 6:06:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 1.0054, loss: 1.0054 +2023-12-28 12:03:56,867 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 1 day, 6:06:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 1.0436, loss: 1.0436 +2023-12-28 12:04:22,441 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 1 day, 6:05:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 1.0265, loss: 1.0265 +2023-12-28 12:04:47,921 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 1 day, 6:05:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9481, loss_cls: 0.9899, loss: 0.9899 +2023-12-28 12:05:13,559 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 1 day, 6:04:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 1.0297, loss: 1.0297 +2023-12-28 12:05:39,062 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 1 day, 6:04:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9475, loss_cls: 0.9467, loss: 0.9467 +2023-12-28 12:06:04,380 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 1 day, 6:03:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9425, loss_cls: 1.0237, loss: 1.0237 +2023-12-28 12:06:29,597 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 1 day, 6:03:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 1.0460, loss: 1.0460 +2023-12-28 12:06:54,781 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 1 day, 6:02:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 0.9633, loss: 0.9633 +2023-12-28 12:07:20,262 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 1 day, 6:02:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 0.9486, loss: 0.9486 +2023-12-28 12:07:45,948 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 1 day, 6:01:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 0.9931, loss: 0.9931 +2023-12-28 12:08:11,261 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 1 day, 6:01:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 1.0027, loss: 1.0027 +2023-12-28 12:08:36,289 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 1 day, 6:01:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 0.9840, loss: 0.9840 +2023-12-28 12:09:01,523 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 1 day, 6:00:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9431, loss_cls: 1.0439, loss: 1.0439 +2023-12-28 12:09:26,659 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 1 day, 6:00:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 1.0355, loss: 1.0355 +2023-12-28 12:09:52,451 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 1 day, 5:59:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 1.0414, loss: 1.0414 +2023-12-28 12:10:17,741 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 1 day, 5:59:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 0.9972, loss: 0.9972 +2023-12-28 12:10:42,906 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 1 day, 5:58:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 1.0847, loss: 1.0847 +2023-12-28 12:11:08,440 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 1 day, 5:58:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9506, loss_cls: 1.0014, loss: 1.0014 +2023-12-28 12:11:34,673 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 1 day, 5:57:51, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 1.0047, loss: 1.0047 +2023-12-28 12:12:01,040 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 1 day, 5:57:26, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9406, loss_cls: 1.0886, loss: 1.0886 +2023-12-28 12:12:27,455 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 1 day, 5:57:01, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 0.9922, loss: 0.9922 +2023-12-28 12:12:53,373 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 1 day, 5:56:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 0.9767, loss: 0.9767 +2023-12-28 12:13:18,902 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 1 day, 5:56:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 1.0028, loss: 1.0028 +2023-12-28 12:13:44,088 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 1 day, 5:55:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 1.0190, loss: 1.0190 +2023-12-28 12:14:09,550 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 1 day, 5:55:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 1.0306, loss: 1.0306 +2023-12-28 12:14:36,150 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 1 day, 5:54:49, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 0.9572, loss: 0.9572 +2023-12-28 12:15:02,748 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 1 day, 5:54:24, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 0.9654, loss: 0.9654 +2023-12-28 12:15:28,991 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 1 day, 5:53:59, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9431, loss_cls: 1.0959, loss: 1.0959 +2023-12-28 12:15:54,471 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 1 day, 5:53:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 0.9921, loss: 0.9921 +2023-12-28 12:16:19,905 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 1 day, 5:53:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 0.9807, loss: 0.9807 +2023-12-28 12:16:45,159 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 1 day, 5:52:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 1.0437, loss: 1.0437 +2023-12-28 12:17:10,513 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 1 day, 5:52:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 0.9694, loss: 0.9694 +2023-12-28 12:17:35,625 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 1 day, 5:51:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 1.0570, loss: 1.0570 +2023-12-28 12:18:00,758 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 1 day, 5:51:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9450, loss_cls: 1.0022, loss: 1.0022 +2023-12-28 12:18:26,572 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 1 day, 5:50:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 0.9812, loss: 0.9812 +2023-12-28 12:18:52,376 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 1 day, 5:50:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 0.9756, loss: 0.9756 +2023-12-28 12:19:18,033 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 1 day, 5:49:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9456, loss_cls: 1.0507, loss: 1.0507 +2023-12-28 12:19:29,144 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-28 12:23:19,289 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:23:19,846 - pyskl - INFO - +top1_acc 0.7417 +top5_acc 0.9475 +2023-12-28 12:23:19,851 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_29.pth was removed +2023-12-28 12:23:20,064 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. +2023-12-28 12:23:20,066 - pyskl - INFO - Best top1_acc is 0.7417 at 45 epoch. +2023-12-28 12:23:20,088 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.7417, top5_acc: 0.9475 +2023-12-28 12:24:15,671 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 1 day, 5:50:03, time: 0.556, data_time: 0.304, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 0.9811, loss: 0.9811 +2023-12-28 12:24:41,131 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 1 day, 5:49:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9456, loss_cls: 1.0013, loss: 1.0013 +2023-12-28 12:25:06,807 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 1 day, 5:49:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 0.9520, loss: 0.9520 +2023-12-28 12:25:32,816 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 1 day, 5:48:43, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 1.0158, loss: 1.0158 +2023-12-28 12:25:58,305 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 1 day, 5:48:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9500, loss_cls: 0.9836, loss: 0.9836 +2023-12-28 12:26:24,297 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 1 day, 5:47:50, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9500, loss_cls: 0.9707, loss: 0.9707 +2023-12-28 12:26:50,034 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 1 day, 5:47:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 0.9444, loss: 0.9444 +2023-12-28 12:27:15,372 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 1 day, 5:46:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9500, loss_cls: 0.9797, loss: 0.9797 +2023-12-28 12:27:40,736 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 1 day, 5:46:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9344, loss_cls: 1.1031, loss: 1.1031 +2023-12-28 12:28:05,894 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 1 day, 5:46:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 1.0197, loss: 1.0197 +2023-12-28 12:28:31,213 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 1 day, 5:45:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 1.0005, loss: 1.0005 +2023-12-28 12:28:56,630 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 1 day, 5:45:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 1.0253, loss: 1.0253 +2023-12-28 12:29:22,626 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 1 day, 5:44:41, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 0.9821, loss: 0.9821 +2023-12-28 12:29:47,661 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 1 day, 5:44:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9431, loss_cls: 0.9941, loss: 0.9941 +2023-12-28 12:30:12,798 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 1 day, 5:43:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9425, loss_cls: 1.0520, loss: 1.0520 +2023-12-28 12:30:37,989 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 1 day, 5:43:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 0.9935, loss: 0.9935 +2023-12-28 12:31:03,447 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 1 day, 5:42:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 1.0066, loss: 1.0066 +2023-12-28 12:31:28,685 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 1 day, 5:42:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9437, loss_cls: 1.0887, loss: 1.0887 +2023-12-28 12:31:53,826 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 1 day, 5:41:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 1.0459, loss: 1.0459 +2023-12-28 12:32:19,130 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 1 day, 5:41:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9444, loss_cls: 1.0648, loss: 1.0648 +2023-12-28 12:32:45,353 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 1 day, 5:41:02, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 0.9934, loss: 0.9934 +2023-12-28 12:33:11,342 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 1 day, 5:40:36, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 1.0083, loss: 1.0083 +2023-12-28 12:33:36,402 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 1 day, 5:40:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 1.0313, loss: 1.0313 +2023-12-28 12:34:01,511 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 1 day, 5:39:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9469, loss_cls: 0.9755, loss: 0.9755 +2023-12-28 12:34:27,108 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 1 day, 5:39:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 1.0816, loss: 1.0816 +2023-12-28 12:34:52,746 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 1 day, 5:38:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9381, loss_cls: 1.0854, loss: 1.0854 +2023-12-28 12:35:17,952 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 1 day, 5:38:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 1.0147, loss: 1.0147 +2023-12-28 12:35:43,169 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 1 day, 5:37:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9431, loss_cls: 1.0245, loss: 1.0245 +2023-12-28 12:36:09,240 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 1 day, 5:37:25, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9425, loss_cls: 1.0602, loss: 1.0602 +2023-12-28 12:36:34,464 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 1 day, 5:36:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 0.9195, loss: 0.9195 +2023-12-28 12:36:59,844 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 1 day, 5:36:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 1.0207, loss: 1.0207 +2023-12-28 12:37:25,275 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 1 day, 5:36:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 1.0555, loss: 1.0555 +2023-12-28 12:37:51,324 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 1 day, 5:35:37, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9463, loss_cls: 1.0209, loss: 1.0209 +2023-12-28 12:38:16,898 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 1 day, 5:35:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 1.0566, loss: 1.0566 +2023-12-28 12:38:42,418 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 1 day, 5:34:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 1.0826, loss: 1.0826 +2023-12-28 12:39:07,551 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 1 day, 5:34:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9463, loss_cls: 1.0229, loss: 1.0229 +2023-12-28 12:39:33,253 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 1 day, 5:33:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 1.0121, loss: 1.0121 +2023-12-28 12:39:58,744 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 1 day, 5:33:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 1.0084, loss: 1.0084 +2023-12-28 12:40:24,335 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 1 day, 5:32:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9513, loss_cls: 0.9770, loss: 0.9770 +2023-12-28 12:40:35,442 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-28 12:44:26,125 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:44:26,677 - pyskl - INFO - +top1_acc 0.7430 +top5_acc 0.9480 +2023-12-28 12:44:26,682 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_45.pth was removed +2023-12-28 12:44:26,918 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2023-12-28 12:44:26,919 - pyskl - INFO - Best top1_acc is 0.7430 at 46 epoch. +2023-12-28 12:44:26,942 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.7430, top5_acc: 0.9480 +2023-12-28 12:45:22,261 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 1 day, 5:33:02, time: 0.553, data_time: 0.300, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 1.0034, loss: 1.0034 +2023-12-28 12:45:47,517 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 1 day, 5:32:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 0.8587, loss: 0.8587 +2023-12-28 12:46:13,022 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 1 day, 5:32:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 0.9566, loss: 0.9566 +2023-12-28 12:46:38,880 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 1 day, 5:31:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9481, loss_cls: 0.9356, loss: 0.9356 +2023-12-28 12:47:04,556 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 1 day, 5:31:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9437, loss_cls: 1.0344, loss: 1.0344 +2023-12-28 12:47:29,935 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 1 day, 5:30:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9519, loss_cls: 0.9521, loss: 0.9521 +2023-12-28 12:47:55,213 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 1 day, 5:30:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9469, loss_cls: 0.9474, loss: 0.9474 +2023-12-28 12:48:20,988 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 1 day, 5:29:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9500, loss_cls: 1.0033, loss: 1.0033 +2023-12-28 12:48:46,679 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 1 day, 5:29:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9487, loss_cls: 1.0011, loss: 1.0011 +2023-12-28 12:49:13,248 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 1 day, 5:29:02, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 0.9477, loss: 0.9477 +2023-12-28 12:49:39,049 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 1 day, 5:28:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 1.0181, loss: 1.0181 +2023-12-28 12:50:04,345 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 1 day, 5:28:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9487, loss_cls: 0.9987, loss: 0.9987 +2023-12-28 12:50:29,684 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 1 day, 5:27:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9400, loss_cls: 1.0812, loss: 1.0812 +2023-12-28 12:50:55,172 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 1 day, 5:27:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9431, loss_cls: 1.0395, loss: 1.0395 +2023-12-28 12:51:20,629 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 1 day, 5:26:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 0.9988, loss: 0.9988 +2023-12-28 12:51:45,896 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 1 day, 5:26:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 1.0332, loss: 1.0332 +2023-12-28 12:52:11,646 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 1 day, 5:25:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 0.9841, loss: 0.9841 +2023-12-28 12:52:37,539 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 1 day, 5:25:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9600, loss_cls: 0.9909, loss: 0.9909 +2023-12-28 12:53:04,105 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 1 day, 5:25:02, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9463, loss_cls: 1.0212, loss: 1.0212 +2023-12-28 12:53:30,407 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 1 day, 5:24:37, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 0.9939, loss: 0.9939 +2023-12-28 12:53:55,717 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 1 day, 5:24:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9469, loss_cls: 1.0453, loss: 1.0453 +2023-12-28 12:54:20,888 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 1 day, 5:23:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9469, loss_cls: 1.0313, loss: 1.0313 +2023-12-28 12:54:46,036 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 1 day, 5:23:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9519, loss_cls: 0.9645, loss: 0.9645 +2023-12-28 12:55:11,329 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 1 day, 5:22:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 1.0725, loss: 1.0725 +2023-12-28 12:55:36,835 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 1 day, 5:22:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 0.9938, loss: 0.9938 +2023-12-28 12:56:02,249 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 1 day, 5:21:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9344, loss_cls: 1.0430, loss: 1.0430 +2023-12-28 12:56:27,330 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 1 day, 5:21:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 1.0265, loss: 1.0265 +2023-12-28 12:56:52,367 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 1 day, 5:20:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9469, loss_cls: 1.0585, loss: 1.0585 +2023-12-28 12:57:17,420 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 1 day, 5:20:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 1.0343, loss: 1.0343 +2023-12-28 12:57:42,749 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 1 day, 5:20:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 0.9913, loss: 0.9913 +2023-12-28 12:58:08,231 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 1 day, 5:19:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 0.9815, loss: 0.9815 +2023-12-28 12:58:33,743 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 1 day, 5:19:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 0.9695, loss: 0.9695 +2023-12-28 12:58:59,631 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 1 day, 5:18:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9513, loss_cls: 0.9951, loss: 0.9951 +2023-12-28 12:59:24,980 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 1 day, 5:18:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9450, loss_cls: 1.0387, loss: 1.0387 +2023-12-28 12:59:50,676 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 1 day, 5:17:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 0.9569, loss: 0.9569 +2023-12-28 13:00:15,873 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 1 day, 5:17:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 0.9664, loss: 0.9664 +2023-12-28 13:00:41,720 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 1 day, 5:16:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 1.0596, loss: 1.0596 +2023-12-28 13:01:07,256 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 1 day, 5:16:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 1.0241, loss: 1.0241 +2023-12-28 13:01:32,281 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 1 day, 5:15:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 0.9861, loss: 0.9861 +2023-12-28 13:01:43,155 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-28 13:05:33,773 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:05:34,302 - pyskl - INFO - +top1_acc 0.7533 +top5_acc 0.9522 +2023-12-28 13:05:34,312 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_46.pth was removed +2023-12-28 13:05:34,528 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. +2023-12-28 13:05:34,530 - pyskl - INFO - Best top1_acc is 0.7533 at 47 epoch. +2023-12-28 13:05:34,551 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7533, top5_acc: 0.9522 +2023-12-28 13:06:30,263 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 1 day, 5:16:04, time: 0.557, data_time: 0.307, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9456, loss_cls: 1.0054, loss: 1.0054 +2023-12-28 13:06:55,592 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 1 day, 5:15:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 0.8887, loss: 0.8887 +2023-12-28 13:07:21,021 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 1 day, 5:15:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 0.9788, loss: 0.9788 +2023-12-28 13:07:47,114 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 1 day, 5:14:44, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 0.9748, loss: 0.9748 +2023-12-28 13:08:12,423 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 1 day, 5:14:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 0.9440, loss: 0.9440 +2023-12-28 13:08:37,778 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 1 day, 5:13:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9369, loss_cls: 1.1232, loss: 1.1232 +2023-12-28 13:09:03,512 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 1 day, 5:13:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9481, loss_cls: 0.9966, loss: 0.9966 +2023-12-28 13:09:28,741 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 1 day, 5:12:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 0.9811, loss: 0.9811 +2023-12-28 13:09:53,975 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 1 day, 5:12:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9437, loss_cls: 1.0062, loss: 1.0062 +2023-12-28 13:10:19,565 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 1 day, 5:12:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 0.9712, loss: 0.9712 +2023-12-28 13:10:44,517 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 1 day, 5:11:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9475, loss_cls: 0.9827, loss: 0.9827 +2023-12-28 13:11:09,691 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 1 day, 5:11:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9506, loss_cls: 0.9357, loss: 0.9357 +2023-12-28 13:11:35,240 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 1 day, 5:10:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9487, loss_cls: 0.9793, loss: 0.9793 +2023-12-28 13:12:00,756 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 1 day, 5:10:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9481, loss_cls: 0.9957, loss: 0.9957 +2023-12-28 13:12:26,155 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 1 day, 5:09:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 1.0870, loss: 1.0870 +2023-12-28 13:12:51,319 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 1 day, 5:09:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 0.9759, loss: 0.9759 +2023-12-28 13:13:17,381 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 1 day, 5:08:50, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 0.9893, loss: 0.9893 +2023-12-28 13:13:42,686 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 1 day, 5:08:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 0.9902, loss: 0.9902 +2023-12-28 13:14:07,830 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 1 day, 5:07:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 0.9538, loss: 0.9538 +2023-12-28 13:14:32,951 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 1 day, 5:07:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9456, loss_cls: 1.0412, loss: 1.0412 +2023-12-28 13:14:58,623 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 1 day, 5:07:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9394, loss_cls: 1.0731, loss: 1.0731 +2023-12-28 13:15:24,551 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 1 day, 5:06:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 1.0042, loss: 1.0042 +2023-12-28 13:15:49,669 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 1 day, 5:06:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9481, loss_cls: 0.9915, loss: 0.9915 +2023-12-28 13:16:14,800 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 1 day, 5:05:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 1.0100, loss: 1.0100 +2023-12-28 13:16:40,064 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 1 day, 5:05:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9419, loss_cls: 1.0351, loss: 1.0351 +2023-12-28 13:17:05,520 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 1 day, 5:04:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9437, loss_cls: 1.0470, loss: 1.0470 +2023-12-28 13:17:31,181 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 1 day, 5:04:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 1.0864, loss: 1.0864 +2023-12-28 13:17:56,437 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 1 day, 5:03:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9419, loss_cls: 0.9884, loss: 0.9884 +2023-12-28 13:18:21,822 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 1 day, 5:03:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 1.0027, loss: 1.0027 +2023-12-28 13:18:46,930 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 1 day, 5:02:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 1.0630, loss: 1.0630 +2023-12-28 13:19:11,932 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 1 day, 5:02:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9519, loss_cls: 0.9992, loss: 0.9992 +2023-12-28 13:19:37,161 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 1 day, 5:02:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 0.9424, loss: 0.9424 +2023-12-28 13:20:02,861 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 1 day, 5:01:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9519, loss_cls: 0.9667, loss: 0.9667 +2023-12-28 13:20:29,613 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 1 day, 5:01:09, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 0.9785, loss: 0.9785 +2023-12-28 13:20:55,432 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 1 day, 5:00:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9431, loss_cls: 1.0047, loss: 1.0047 +2023-12-28 13:21:21,398 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 1 day, 5:00:17, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 0.9959, loss: 0.9959 +2023-12-28 13:21:47,096 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 1 day, 4:59:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 1.0110, loss: 1.0110 +2023-12-28 13:22:12,320 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 1 day, 4:59:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9381, loss_cls: 1.0692, loss: 1.0692 +2023-12-28 13:22:37,318 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 1 day, 4:58:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9475, loss_cls: 0.9860, loss: 0.9860 +2023-12-28 13:22:48,311 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-28 13:26:39,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:26:39,561 - pyskl - INFO - +top1_acc 0.7143 +top5_acc 0.9394 +2023-12-28 13:26:39,583 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.7143, top5_acc: 0.9394 +2023-12-28 13:27:36,669 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 1 day, 4:59:03, time: 0.571, data_time: 0.309, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9406, loss_cls: 1.0549, loss: 1.0549 +2023-12-28 13:28:01,931 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 1 day, 4:58:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 0.9909, loss: 0.9909 +2023-12-28 13:28:26,873 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 1 day, 4:58:07, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 1.0165, loss: 1.0165 +2023-12-28 13:28:52,287 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 1 day, 4:57:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 1.0434, loss: 1.0434 +2023-12-28 13:29:18,121 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 1 day, 4:57:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9537, loss_cls: 0.9556, loss: 0.9556 +2023-12-28 13:29:43,726 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 1 day, 4:56:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 0.9838, loss: 0.9838 +2023-12-28 13:30:10,001 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 1 day, 4:56:22, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 0.9557, loss: 0.9557 +2023-12-28 13:30:35,137 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 1 day, 4:55:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 0.9801, loss: 0.9801 +2023-12-28 13:31:00,519 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 1 day, 4:55:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 1.0402, loss: 1.0402 +2023-12-28 13:31:25,811 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 1 day, 4:54:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9544, loss_cls: 0.9414, loss: 0.9414 +2023-12-28 13:31:51,098 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 1 day, 4:54:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9419, loss_cls: 0.9944, loss: 0.9944 +2023-12-28 13:32:16,401 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 1 day, 4:54:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 0.9340, loss: 0.9340 +2023-12-28 13:32:41,584 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 1 day, 4:53:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 0.9884, loss: 0.9884 +2023-12-28 13:33:07,238 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 1 day, 4:53:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.0344, loss: 1.0344 +2023-12-28 13:33:32,653 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 1 day, 4:52:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 1.0076, loss: 1.0076 +2023-12-28 13:33:58,301 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 1 day, 4:52:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 1.0091, loss: 1.0091 +2023-12-28 13:34:23,615 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 1 day, 4:51:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 1.0615, loss: 1.0615 +2023-12-28 13:34:48,792 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 1 day, 4:51:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9413, loss_cls: 1.0077, loss: 1.0077 +2023-12-28 13:35:14,491 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 1 day, 4:50:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 0.9559, loss: 0.9559 +2023-12-28 13:35:39,656 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 1 day, 4:50:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 1.0148, loss: 1.0148 +2023-12-28 13:36:04,721 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 1 day, 4:50:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 0.9427, loss: 0.9427 +2023-12-28 13:36:29,817 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 1 day, 4:49:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 1.0004, loss: 1.0004 +2023-12-28 13:36:55,386 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 1 day, 4:49:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 0.9841, loss: 0.9841 +2023-12-28 13:37:20,464 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 1 day, 4:48:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9444, loss_cls: 0.9948, loss: 0.9948 +2023-12-28 13:37:45,779 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 1 day, 4:48:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 1.0228, loss: 1.0228 +2023-12-28 13:38:11,206 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 1 day, 4:47:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 1.0007, loss: 1.0007 +2023-12-28 13:38:36,607 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 1 day, 4:47:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 0.9603, loss: 0.9603 +2023-12-28 13:39:02,029 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 1 day, 4:46:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 1.0337, loss: 1.0337 +2023-12-28 13:39:27,416 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 1 day, 4:46:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 0.9439, loss: 0.9439 +2023-12-28 13:39:53,864 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 1 day, 4:45:57, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 0.9899, loss: 0.9899 +2023-12-28 13:40:19,872 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 1 day, 4:45:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9475, loss_cls: 0.9758, loss: 0.9758 +2023-12-28 13:40:45,181 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 1 day, 4:45:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 1.0265, loss: 1.0265 +2023-12-28 13:41:10,919 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 1 day, 4:44:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 1.0082, loss: 1.0082 +2023-12-28 13:41:36,365 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 1 day, 4:44:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9419, loss_cls: 1.0462, loss: 1.0462 +2023-12-28 13:42:01,828 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 1 day, 4:43:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 0.9991, loss: 0.9991 +2023-12-28 13:42:27,424 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 1 day, 4:43:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 1.0274, loss: 1.0274 +2023-12-28 13:42:52,968 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 1 day, 4:42:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 0.9667, loss: 0.9667 +2023-12-28 13:43:18,591 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 1 day, 4:42:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 1.0109, loss: 1.0109 +2023-12-28 13:43:44,147 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 1 day, 4:41:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 1.0405, loss: 1.0405 +2023-12-28 13:43:55,381 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-28 13:47:46,166 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:47:46,694 - pyskl - INFO - +top1_acc 0.6602 +top5_acc 0.9036 +2023-12-28 13:47:46,717 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.6602, top5_acc: 0.9036 +2023-12-28 13:48:42,744 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 1 day, 4:42:00, time: 0.560, data_time: 0.308, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 0.9770, loss: 0.9770 +2023-12-28 13:49:07,781 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 1 day, 4:41:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 0.9815, loss: 0.9815 +2023-12-28 13:49:33,196 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 1 day, 4:41:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 0.9429, loss: 0.9429 +2023-12-28 13:49:58,629 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 1 day, 4:40:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 0.9609, loss: 0.9609 +2023-12-28 13:50:24,344 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 1 day, 4:40:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 0.8520, loss: 0.8520 +2023-12-28 13:50:49,698 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 1 day, 4:39:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 0.8882, loss: 0.8882 +2023-12-28 13:51:15,048 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 1 day, 4:39:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 0.9816, loss: 0.9816 +2023-12-28 13:51:40,575 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 1 day, 4:38:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 1.0273, loss: 1.0273 +2023-12-28 13:52:05,858 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 1 day, 4:38:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 0.9977, loss: 0.9977 +2023-12-28 13:52:31,117 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 1 day, 4:37:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 1.0609, loss: 1.0609 +2023-12-28 13:52:56,833 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 1 day, 4:37:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 0.9661, loss: 0.9661 +2023-12-28 13:53:22,443 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 1 day, 4:37:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9487, loss_cls: 0.9166, loss: 0.9166 +2023-12-28 13:53:47,870 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 1 day, 4:36:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 0.9288, loss: 0.9288 +2023-12-28 13:54:13,354 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 1 day, 4:36:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 0.9693, loss: 0.9693 +2023-12-28 13:54:38,820 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 1 day, 4:35:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 0.9492, loss: 0.9492 +2023-12-28 13:55:04,296 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 1 day, 4:35:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 0.9006, loss: 0.9006 +2023-12-28 13:55:29,502 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 1 day, 4:34:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9537, loss_cls: 0.9304, loss: 0.9304 +2023-12-28 13:55:54,621 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 1 day, 4:34:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 1.0067, loss: 1.0067 +2023-12-28 13:56:19,928 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 1 day, 4:33:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9463, loss_cls: 0.9821, loss: 0.9821 +2023-12-28 13:56:45,386 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 1 day, 4:33:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9400, loss_cls: 1.0451, loss: 1.0451 +2023-12-28 13:57:10,728 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 1 day, 4:32:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9500, loss_cls: 0.9628, loss: 0.9628 +2023-12-28 13:57:35,976 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 1 day, 4:32:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 0.9969, loss: 0.9969 +2023-12-28 13:58:01,295 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 1 day, 4:32:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 1.0021, loss: 1.0021 +2023-12-28 13:58:26,591 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 1 day, 4:31:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 1.0228, loss: 1.0228 +2023-12-28 13:58:51,927 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 1 day, 4:31:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 0.9757, loss: 0.9757 +2023-12-28 13:59:17,227 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 1 day, 4:30:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 0.9870, loss: 0.9870 +2023-12-28 13:59:42,431 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 1 day, 4:30:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9444, loss_cls: 1.0667, loss: 1.0667 +2023-12-28 14:00:08,094 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 1 day, 4:29:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 1.0188, loss: 1.0188 +2023-12-28 14:00:33,413 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 1 day, 4:29:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 1.0242, loss: 1.0242 +2023-12-28 14:00:59,005 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 1 day, 4:28:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9487, loss_cls: 1.0044, loss: 1.0044 +2023-12-28 14:01:24,389 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 1 day, 4:28:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 0.9357, loss: 0.9357 +2023-12-28 14:01:49,687 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 1 day, 4:27:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 1.0100, loss: 1.0100 +2023-12-28 14:02:15,095 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 1 day, 4:27:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9425, loss_cls: 1.0273, loss: 1.0273 +2023-12-28 14:02:40,866 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 1 day, 4:27:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 0.9617, loss: 0.9617 +2023-12-28 14:03:06,041 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 1 day, 4:26:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9475, loss_cls: 0.9997, loss: 0.9997 +2023-12-28 14:03:31,330 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 1 day, 4:26:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 0.9987, loss: 0.9987 +2023-12-28 14:03:57,096 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 1 day, 4:25:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 0.9227, loss: 0.9227 +2023-12-28 14:04:23,516 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 1 day, 4:25:19, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 0.9846, loss: 0.9846 +2023-12-28 14:04:50,066 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 1 day, 4:24:54, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 1.0520, loss: 1.0520 +2023-12-28 14:05:01,548 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-28 14:08:52,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:08:52,605 - pyskl - INFO - +top1_acc 0.7394 +top5_acc 0.9383 +2023-12-28 14:08:52,627 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.7394, top5_acc: 0.9383 +2023-12-28 14:09:48,875 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 1 day, 4:24:58, time: 0.562, data_time: 0.307, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 0.9939, loss: 0.9939 +2023-12-28 14:10:13,963 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 1 day, 4:24:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 0.9313, loss: 0.9313 +2023-12-28 14:10:39,249 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 1 day, 4:24:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 0.9034, loss: 0.9034 +2023-12-28 14:11:04,389 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 1 day, 4:23:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 0.9298, loss: 0.9298 +2023-12-28 14:11:29,971 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 1 day, 4:23:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 0.9351, loss: 0.9351 +2023-12-28 14:11:55,428 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 1 day, 4:22:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 0.9706, loss: 0.9706 +2023-12-28 14:12:20,913 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 1 day, 4:22:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 0.9388, loss: 0.9388 +2023-12-28 14:12:46,177 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 1 day, 4:21:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 0.8785, loss: 0.8785 +2023-12-28 14:13:11,355 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 1 day, 4:21:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 1.0057, loss: 1.0057 +2023-12-28 14:13:36,954 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 1 day, 4:20:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 1.0627, loss: 1.0627 +2023-12-28 14:14:02,335 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 1 day, 4:20:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9419, loss_cls: 1.0325, loss: 1.0325 +2023-12-28 14:14:27,583 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 1 day, 4:19:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 0.9488, loss: 0.9488 +2023-12-28 14:14:52,929 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 1 day, 4:19:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 0.9640, loss: 0.9640 +2023-12-28 14:15:18,535 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 1 day, 4:19:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 0.9733, loss: 0.9733 +2023-12-28 14:15:44,187 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 1 day, 4:18:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9544, loss_cls: 0.9177, loss: 0.9177 +2023-12-28 14:16:09,756 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 1 day, 4:18:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 0.9841, loss: 0.9841 +2023-12-28 14:16:34,685 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 1 day, 4:17:43, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 0.9144, loss: 0.9144 +2023-12-28 14:16:59,635 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 1 day, 4:17:15, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9425, loss_cls: 0.9895, loss: 0.9895 +2023-12-28 14:17:24,572 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 1 day, 4:16:47, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9575, loss_cls: 0.8949, loss: 0.8949 +2023-12-28 14:17:49,504 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 1 day, 4:16:19, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9513, loss_cls: 0.9907, loss: 0.9907 +2023-12-28 14:18:14,415 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 1 day, 4:15:51, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 0.9415, loss: 0.9415 +2023-12-28 14:18:39,339 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 1 day, 4:15:23, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 0.9943, loss: 0.9943 +2023-12-28 14:19:04,276 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 1 day, 4:14:55, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 0.9467, loss: 0.9467 +2023-12-28 14:19:29,236 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 1 day, 4:14:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 0.9268, loss: 0.9268 +2023-12-28 14:19:54,192 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 1 day, 4:13:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 1.0413, loss: 1.0413 +2023-12-28 14:20:19,157 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 1 day, 4:13:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9425, loss_cls: 1.0260, loss: 1.0260 +2023-12-28 14:20:44,129 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 1 day, 4:13:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 0.9915, loss: 0.9915 +2023-12-28 14:21:09,288 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 1 day, 4:12:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 1.0246, loss: 1.0246 +2023-12-28 14:21:35,133 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 1 day, 4:12:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 1.0276, loss: 1.0276 +2023-12-28 14:22:00,750 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 1 day, 4:11:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9456, loss_cls: 1.0223, loss: 1.0223 +2023-12-28 14:22:26,668 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 1 day, 4:11:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 0.9720, loss: 0.9720 +2023-12-28 14:22:52,148 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 1 day, 4:10:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 0.9456, loss: 0.9456 +2023-12-28 14:23:18,017 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 1 day, 4:10:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 1.0053, loss: 1.0053 +2023-12-28 14:23:43,718 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 1 day, 4:09:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9425, loss_cls: 1.0387, loss: 1.0387 +2023-12-28 14:24:09,308 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 1 day, 4:09:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 0.9499, loss: 0.9499 +2023-12-28 14:24:34,482 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 1 day, 4:09:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 1.0006, loss: 1.0006 +2023-12-28 14:25:00,204 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 1 day, 4:08:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 0.9870, loss: 0.9870 +2023-12-28 14:25:26,196 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 1 day, 4:08:11, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9469, loss_cls: 0.9442, loss: 0.9442 +2023-12-28 14:25:51,587 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 1 day, 4:07:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 0.9479, loss: 0.9479 +2023-12-28 14:26:02,569 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-28 14:29:52,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:29:53,256 - pyskl - INFO - +top1_acc 0.6386 +top5_acc 0.8805 +2023-12-28 14:29:53,280 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.6386, top5_acc: 0.8805 +2023-12-28 14:30:48,803 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 1 day, 4:07:44, time: 0.555, data_time: 0.304, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 0.9834, loss: 0.9834 +2023-12-28 14:31:13,675 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 1 day, 4:07:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 0.8760, loss: 0.8760 +2023-12-28 14:31:38,604 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 1 day, 4:06:48, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 0.9280, loss: 0.9280 +2023-12-28 14:32:03,738 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 1 day, 4:06:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 0.9080, loss: 0.9080 +2023-12-28 14:32:29,267 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 1 day, 4:05:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9444, loss_cls: 0.9935, loss: 0.9935 +2023-12-28 14:32:55,161 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 1 day, 4:05:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9406, loss_cls: 1.0227, loss: 1.0227 +2023-12-28 14:33:20,596 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 1 day, 4:05:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 0.9680, loss: 0.9680 +2023-12-28 14:33:45,718 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 1 day, 4:04:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9550, loss_cls: 0.9288, loss: 0.9288 +2023-12-28 14:34:10,730 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 1 day, 4:04:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9513, loss_cls: 0.9724, loss: 0.9724 +2023-12-28 14:34:35,709 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 1 day, 4:03:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 0.9542, loss: 0.9542 +2023-12-28 14:35:00,659 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 1 day, 4:03:10, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 0.9982, loss: 0.9982 +2023-12-28 14:35:25,656 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 1 day, 4:02:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9463, loss_cls: 0.9897, loss: 0.9897 +2023-12-28 14:35:50,639 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 1 day, 4:02:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9469, loss_cls: 0.9922, loss: 0.9922 +2023-12-28 14:36:15,606 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 1 day, 4:01:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9463, loss_cls: 1.0012, loss: 1.0012 +2023-12-28 14:36:41,277 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 1 day, 4:01:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 1.0202, loss: 1.0202 +2023-12-28 14:37:06,372 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 1 day, 4:00:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9463, loss_cls: 1.0495, loss: 1.0495 +2023-12-28 14:37:31,377 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 1 day, 4:00:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 0.9538, loss: 0.9538 +2023-12-28 14:37:56,327 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 1 day, 3:59:56, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9531, loss_cls: 0.9308, loss: 0.9308 +2023-12-28 14:38:21,279 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 1 day, 3:59:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9513, loss_cls: 0.9630, loss: 0.9630 +2023-12-28 14:38:46,211 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 1 day, 3:59:00, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 1.0207, loss: 1.0207 +2023-12-28 14:39:11,154 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 1 day, 3:58:33, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 0.9997, loss: 0.9997 +2023-12-28 14:39:36,106 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 1 day, 3:58:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 0.9806, loss: 0.9806 +2023-12-28 14:40:01,047 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 1 day, 3:57:37, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 0.9908, loss: 0.9908 +2023-12-28 14:40:25,992 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 1 day, 3:57:09, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 0.9802, loss: 0.9802 +2023-12-28 14:40:50,923 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 1 day, 3:56:41, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 0.9635, loss: 0.9635 +2023-12-28 14:41:15,861 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 1 day, 3:56:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9513, loss_cls: 0.9458, loss: 0.9458 +2023-12-28 14:41:40,782 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 1 day, 3:55:45, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9469, loss_cls: 1.0022, loss: 1.0022 +2023-12-28 14:42:05,695 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 1 day, 3:55:17, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9431, loss_cls: 1.0120, loss: 1.0120 +2023-12-28 14:42:31,162 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 1 day, 3:54:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 0.8981, loss: 0.8981 +2023-12-28 14:42:56,812 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 1 day, 3:54:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9437, loss_cls: 0.9705, loss: 0.9705 +2023-12-28 14:43:22,080 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 1 day, 3:53:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 0.9496, loss: 0.9496 +2023-12-28 14:43:47,701 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 1 day, 3:53:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 0.9818, loss: 0.9818 +2023-12-28 14:44:13,431 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 1 day, 3:53:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 0.9274, loss: 0.9274 +2023-12-28 14:44:40,012 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 1 day, 3:52:39, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 0.9400, loss: 0.9400 +2023-12-28 14:45:06,607 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 1 day, 3:52:14, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9494, loss_cls: 0.9879, loss: 0.9879 +2023-12-28 14:45:32,755 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 1 day, 3:51:48, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 1.0235, loss: 1.0235 +2023-12-28 14:45:58,619 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 1 day, 3:51:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9450, loss_cls: 1.0033, loss: 1.0033 +2023-12-28 14:46:24,570 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 1 day, 3:50:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 0.9255, loss: 0.9255 +2023-12-28 14:46:50,388 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 3:50:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 0.9993, loss: 0.9993 +2023-12-28 14:47:01,407 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-28 14:50:52,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:50:53,194 - pyskl - INFO - +top1_acc 0.6970 +top5_acc 0.9328 +2023-12-28 14:50:53,217 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.6970, top5_acc: 0.9328 +2023-12-28 14:51:49,554 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 3:50:31, time: 0.563, data_time: 0.309, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 0.9201, loss: 0.9201 +2023-12-28 14:52:15,003 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 3:50:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 0.9099, loss: 0.9099 +2023-12-28 14:52:40,262 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 3:49:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 0.9399, loss: 0.9399 +2023-12-28 14:53:05,479 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 3:49:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 0.9354, loss: 0.9354 +2023-12-28 14:53:30,859 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 3:48:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 0.9220, loss: 0.9220 +2023-12-28 14:53:56,490 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 3:48:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 0.9993, loss: 0.9993 +2023-12-28 14:54:22,262 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 3:47:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9450, loss_cls: 0.9597, loss: 0.9597 +2023-12-28 14:54:48,036 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 3:47:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9513, loss_cls: 0.9590, loss: 0.9590 +2023-12-28 14:55:13,588 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 3:46:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 0.9115, loss: 0.9115 +2023-12-28 14:55:39,501 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 3:46:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 0.8858, loss: 0.8858 +2023-12-28 14:56:04,914 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 3:46:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 0.9833, loss: 0.9833 +2023-12-28 14:56:29,882 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 3:45:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 0.9879, loss: 0.9879 +2023-12-28 14:56:54,875 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 3:45:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 0.9794, loss: 0.9794 +2023-12-28 14:57:19,823 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 3:44:40, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 0.9689, loss: 0.9689 +2023-12-28 14:57:45,294 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 3:44:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9375, loss_cls: 1.0907, loss: 1.0907 +2023-12-28 14:58:10,444 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 3:43:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9494, loss_cls: 1.0206, loss: 1.0206 +2023-12-28 14:58:35,567 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 3:43:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9525, loss_cls: 0.9198, loss: 0.9198 +2023-12-28 14:59:01,937 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 3:42:53, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 0.9476, loss: 0.9476 +2023-12-28 14:59:28,341 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 3:42:28, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 0.9871, loss: 0.9871 +2023-12-28 14:59:54,695 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 3:42:03, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 0.9584, loss: 0.9584 +2023-12-28 15:00:20,052 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 3:41:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 0.9739, loss: 0.9739 +2023-12-28 15:00:45,480 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 3:41:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 0.9546, loss: 0.9546 +2023-12-28 15:01:10,628 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 3:40:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 1.0059, loss: 1.0059 +2023-12-28 15:01:35,787 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 3:40:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 0.9685, loss: 0.9685 +2023-12-28 15:02:02,177 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 3:39:49, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 0.9749, loss: 0.9749 +2023-12-28 15:02:27,821 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 3:39:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 0.9487, loss: 0.9487 +2023-12-28 15:02:53,067 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 3:38:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 0.9361, loss: 0.9361 +2023-12-28 15:03:18,239 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 3:38:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9494, loss_cls: 1.0182, loss: 1.0182 +2023-12-28 15:03:43,685 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 3:38:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 0.9995, loss: 0.9995 +2023-12-28 15:04:09,734 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 3:37:35, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 1.0060, loss: 1.0060 +2023-12-28 15:04:34,826 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 3:37:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 0.9467, loss: 0.9467 +2023-12-28 15:04:59,850 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 3:36:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 0.9872, loss: 0.9872 +2023-12-28 15:05:24,856 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 3:36:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9500, loss_cls: 0.9710, loss: 0.9710 +2023-12-28 15:05:49,870 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 3:35:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9400, loss_cls: 1.0365, loss: 1.0365 +2023-12-28 15:06:14,875 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 3:35:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9513, loss_cls: 0.9213, loss: 0.9213 +2023-12-28 15:06:39,922 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 3:34:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 0.9010, loss: 0.9010 +2023-12-28 15:07:05,406 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 3:34:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9400, loss_cls: 1.0424, loss: 1.0424 +2023-12-28 15:07:31,047 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 3:33:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9437, loss_cls: 1.0451, loss: 1.0451 +2023-12-28 15:07:57,325 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 3:33:30, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 0.9554, loss: 0.9554 +2023-12-28 15:08:08,542 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-28 15:11:58,845 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:11:59,396 - pyskl - INFO - +top1_acc 0.7481 +top5_acc 0.9490 +2023-12-28 15:11:59,419 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.7481, top5_acc: 0.9490 +2023-12-28 15:12:55,247 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 3:33:29, time: 0.558, data_time: 0.303, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 0.9950, loss: 0.9950 +2023-12-28 15:13:20,292 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 3:33:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 0.8740, loss: 0.8740 +2023-12-28 15:13:45,914 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 3:32:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 0.9273, loss: 0.9273 +2023-12-28 15:14:11,346 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 3:32:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 0.9417, loss: 0.9417 +2023-12-28 15:14:37,245 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 3:31:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 0.9167, loss: 0.9167 +2023-12-28 15:15:03,322 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 3:31:16, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 0.9303, loss: 0.9303 +2023-12-28 15:15:28,896 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 3:30:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 0.9685, loss: 0.9685 +2023-12-28 15:15:54,260 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 3:30:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 0.9338, loss: 0.9338 +2023-12-28 15:16:19,556 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 3:29:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 1.0024, loss: 1.0024 +2023-12-28 15:16:44,727 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 3:29:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 0.8952, loss: 0.8952 +2023-12-28 15:17:09,896 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 3:29:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 0.8411, loss: 0.8411 +2023-12-28 15:17:35,545 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 3:28:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9463, loss_cls: 1.0012, loss: 1.0012 +2023-12-28 15:18:01,030 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 3:28:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 0.9125, loss: 0.9125 +2023-12-28 15:18:26,242 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 3:27:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9519, loss_cls: 0.9374, loss: 0.9374 +2023-12-28 15:18:51,787 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 3:27:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9513, loss_cls: 0.9335, loss: 0.9335 +2023-12-28 15:19:17,015 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 3:26:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 0.9223, loss: 0.9223 +2023-12-28 15:19:42,363 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 3:26:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 0.8841, loss: 0.8841 +2023-12-28 15:20:07,523 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 3:25:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 0.9481, loss: 0.9481 +2023-12-28 15:20:32,705 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 3:25:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 0.9286, loss: 0.9286 +2023-12-28 15:20:57,949 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 3:24:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 0.9864, loss: 0.9864 +2023-12-28 15:21:23,490 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 3:24:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9500, loss_cls: 0.9576, loss: 0.9576 +2023-12-28 15:21:49,357 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 3:24:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 0.9598, loss: 0.9598 +2023-12-28 15:22:14,609 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 3:23:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 0.9829, loss: 0.9829 +2023-12-28 15:22:39,864 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 3:23:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 0.9154, loss: 0.9154 +2023-12-28 15:23:05,006 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 3:22:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9537, loss_cls: 0.9516, loss: 0.9516 +2023-12-28 15:23:30,794 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 3:22:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9525, loss_cls: 0.8982, loss: 0.8982 +2023-12-28 15:23:56,045 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 3:21:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9400, loss_cls: 0.9729, loss: 0.9729 +2023-12-28 15:24:21,343 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 3:21:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9431, loss_cls: 1.0088, loss: 1.0088 +2023-12-28 15:24:46,437 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 3:20:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9487, loss_cls: 0.9709, loss: 0.9709 +2023-12-28 15:25:12,315 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 3:20:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 0.9283, loss: 0.9283 +2023-12-28 15:25:37,444 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 3:20:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 0.9729, loss: 0.9729 +2023-12-28 15:26:02,650 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 3:19:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 1.0021, loss: 1.0021 +2023-12-28 15:26:27,920 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 3:19:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9444, loss_cls: 1.0285, loss: 1.0285 +2023-12-28 15:26:54,135 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 3:18:40, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9450, loss_cls: 0.9610, loss: 0.9610 +2023-12-28 15:27:19,741 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 3:18:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 1.0070, loss: 1.0070 +2023-12-28 15:27:45,232 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 3:17:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 0.9400, loss: 0.9400 +2023-12-28 15:28:10,988 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 1 day, 3:17:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 0.9492, loss: 0.9492 +2023-12-28 15:28:36,546 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 3:16:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9513, loss_cls: 0.9761, loss: 0.9761 +2023-12-28 15:29:02,114 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 3:16:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9356, loss_cls: 1.0370, loss: 1.0370 +2023-12-28 15:29:13,668 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-28 15:33:04,251 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:33:04,819 - pyskl - INFO - +top1_acc 0.7572 +top5_acc 0.9536 +2023-12-28 15:33:04,824 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_47.pth was removed +2023-12-28 15:33:05,158 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. +2023-12-28 15:33:05,159 - pyskl - INFO - Best top1_acc is 0.7572 at 54 epoch. +2023-12-28 15:33:05,181 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7572, top5_acc: 0.9536 +2023-12-28 15:34:01,135 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 3:16:26, time: 0.559, data_time: 0.306, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 0.8884, loss: 0.8884 +2023-12-28 15:34:26,753 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 3:15:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 0.9194, loss: 0.9194 +2023-12-28 15:34:52,229 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 3:15:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 0.9234, loss: 0.9234 +2023-12-28 15:35:17,305 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 3:15:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9569, loss_cls: 0.8923, loss: 0.8923 +2023-12-28 15:35:42,503 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 3:14:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 0.8819, loss: 0.8819 +2023-12-28 15:36:07,949 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 3:14:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 0.9516, loss: 0.9516 +2023-12-28 15:36:33,378 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 3:13:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 0.9089, loss: 0.9089 +2023-12-28 15:36:58,888 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 3:13:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 0.9031, loss: 0.9031 +2023-12-28 15:37:24,425 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 3:12:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9475, loss_cls: 0.9396, loss: 0.9396 +2023-12-28 15:37:49,643 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 3:12:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 0.9085, loss: 0.9085 +2023-12-28 15:38:16,040 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 3:11:58, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 0.9547, loss: 0.9547 +2023-12-28 15:38:41,290 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 3:11:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9537, loss_cls: 0.9531, loss: 0.9531 +2023-12-28 15:39:06,444 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 3:11:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 0.9617, loss: 0.9617 +2023-12-28 15:39:31,798 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 3:10:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 0.9940, loss: 0.9940 +2023-12-28 15:39:58,349 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 3:10:11, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 0.8978, loss: 0.8978 +2023-12-28 15:40:23,829 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 3:09:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 0.9840, loss: 0.9840 +2023-12-28 15:40:49,364 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 3:09:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 0.9548, loss: 0.9548 +2023-12-28 15:41:14,913 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 3:08:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 0.9718, loss: 0.9718 +2023-12-28 15:41:40,338 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 3:08:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 1.0301, loss: 1.0301 +2023-12-28 15:42:05,478 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 3:07:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9463, loss_cls: 0.9962, loss: 0.9962 +2023-12-28 15:42:30,421 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 3:07:29, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 0.9588, loss: 0.9588 +2023-12-28 15:42:55,391 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 3:07:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 0.9415, loss: 0.9415 +2023-12-28 15:43:20,687 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 1 day, 3:06:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9575, loss_cls: 0.8920, loss: 0.8920 +2023-12-28 15:43:46,563 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 1 day, 3:06:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 0.9005, loss: 0.9005 +2023-12-28 15:44:13,171 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 1 day, 3:05:43, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9456, loss_cls: 1.0067, loss: 1.0067 +2023-12-28 15:44:39,195 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 1 day, 3:05:17, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 0.9747, loss: 0.9747 +2023-12-28 15:45:04,555 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 1 day, 3:04:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 0.9987, loss: 0.9987 +2023-12-28 15:45:30,209 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 1 day, 3:04:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9500, loss_cls: 0.9569, loss: 0.9569 +2023-12-28 15:45:55,821 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 1 day, 3:03:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9525, loss_cls: 0.9457, loss: 0.9457 +2023-12-28 15:46:21,116 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 1 day, 3:03:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 0.9211, loss: 0.9211 +2023-12-28 15:46:46,615 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 1 day, 3:03:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 1.0036, loss: 1.0036 +2023-12-28 15:47:12,035 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 1 day, 3:02:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9531, loss_cls: 0.9454, loss: 0.9454 +2023-12-28 15:47:37,621 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 1 day, 3:02:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9400, loss_cls: 0.9628, loss: 0.9628 +2023-12-28 15:48:02,875 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 1 day, 3:01:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 0.9642, loss: 0.9642 +2023-12-28 15:48:28,460 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 1 day, 3:01:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9437, loss_cls: 1.0167, loss: 1.0167 +2023-12-28 15:48:54,052 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 1 day, 3:00:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9525, loss_cls: 0.9545, loss: 0.9545 +2023-12-28 15:49:19,872 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 1 day, 3:00:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9394, loss_cls: 1.0253, loss: 1.0253 +2023-12-28 15:49:45,811 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 1 day, 2:59:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9519, loss_cls: 0.9149, loss: 0.9149 +2023-12-28 15:50:10,926 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 1 day, 2:59:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 0.8851, loss: 0.8851 +2023-12-28 15:50:22,002 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-28 15:54:12,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:54:13,447 - pyskl - INFO - +top1_acc 0.7250 +top5_acc 0.9384 +2023-12-28 15:54:13,470 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.7250, top5_acc: 0.9384 +2023-12-28 15:55:09,389 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 1 day, 2:59:27, time: 0.559, data_time: 0.306, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9425, loss_cls: 1.0709, loss: 1.0709 +2023-12-28 15:55:34,458 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 1 day, 2:59:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 0.9445, loss: 0.9445 +2023-12-28 15:55:59,384 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 1 day, 2:58:32, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9506, loss_cls: 0.9469, loss: 0.9469 +2023-12-28 15:56:24,501 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 1 day, 2:58:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9494, loss_cls: 0.9370, loss: 0.9370 +2023-12-28 15:56:49,737 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 1 day, 2:57:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9575, loss_cls: 0.8760, loss: 0.8760 +2023-12-28 15:57:15,186 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 1 day, 2:57:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 0.9379, loss: 0.9379 +2023-12-28 15:57:40,751 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 1 day, 2:56:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 0.9954, loss: 0.9954 +2023-12-28 15:58:06,177 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 1 day, 2:56:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 0.8937, loss: 0.8937 +2023-12-28 15:58:31,576 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 1 day, 2:55:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9513, loss_cls: 0.9436, loss: 0.9436 +2023-12-28 15:58:57,032 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 1 day, 2:55:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 0.9452, loss: 0.9452 +2023-12-28 15:59:22,250 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 1 day, 2:54:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 0.8905, loss: 0.8905 +2023-12-28 15:59:47,404 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 1 day, 2:54:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 0.9409, loss: 0.9409 +2023-12-28 16:00:12,865 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 1 day, 2:54:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 0.9897, loss: 0.9897 +2023-12-28 16:00:38,142 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 1 day, 2:53:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9519, loss_cls: 0.9953, loss: 0.9953 +2023-12-28 16:01:03,292 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 1 day, 2:53:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 0.8927, loss: 0.8927 +2023-12-28 16:01:28,920 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 1 day, 2:52:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 0.9791, loss: 0.9791 +2023-12-28 16:01:55,172 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 1 day, 2:52:15, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 0.8909, loss: 0.8909 +2023-12-28 16:02:21,603 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 1 day, 2:51:50, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 0.9842, loss: 0.9842 +2023-12-28 16:02:48,067 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 1 day, 2:51:25, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 0.8913, loss: 0.8913 +2023-12-28 16:03:13,428 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 1 day, 2:50:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 0.9579, loss: 0.9579 +2023-12-28 16:03:38,912 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 1 day, 2:50:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9481, loss_cls: 0.9858, loss: 0.9858 +2023-12-28 16:04:04,089 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 1 day, 2:50:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9556, loss_cls: 0.9157, loss: 0.9157 +2023-12-28 16:04:29,172 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 1 day, 2:49:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 0.9400, loss: 0.9400 +2023-12-28 16:04:54,336 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 1 day, 2:49:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 0.9582, loss: 0.9582 +2023-12-28 16:05:19,554 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 1 day, 2:48:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9663, loss_cls: 0.8985, loss: 0.8985 +2023-12-28 16:05:44,854 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 1 day, 2:48:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9513, loss_cls: 0.9596, loss: 0.9596 +2023-12-28 16:06:10,793 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 1 day, 2:47:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 1.0026, loss: 1.0026 +2023-12-28 16:06:36,308 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 1 day, 2:47:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9563, loss_cls: 0.9293, loss: 0.9293 +2023-12-28 16:07:01,968 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 1 day, 2:46:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9513, loss_cls: 0.9307, loss: 0.9307 +2023-12-28 16:07:27,027 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 1 day, 2:46:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 0.9347, loss: 0.9347 +2023-12-28 16:07:52,698 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 1 day, 2:46:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 0.9281, loss: 0.9281 +2023-12-28 16:08:18,073 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 1 day, 2:45:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9506, loss_cls: 0.9419, loss: 0.9419 +2023-12-28 16:08:43,608 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 1 day, 2:45:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 0.8849, loss: 0.8849 +2023-12-28 16:09:09,178 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 1 day, 2:44:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 0.9490, loss: 0.9490 +2023-12-28 16:09:34,516 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 1 day, 2:44:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9450, loss_cls: 0.9819, loss: 0.9819 +2023-12-28 16:10:00,812 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 1 day, 2:43:49, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9487, loss_cls: 0.9327, loss: 0.9327 +2023-12-28 16:10:26,532 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 1 day, 2:43:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 0.8900, loss: 0.8900 +2023-12-28 16:10:52,303 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 1 day, 2:42:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9481, loss_cls: 0.9643, loss: 0.9643 +2023-12-28 16:11:17,965 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 1 day, 2:42:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 0.8837, loss: 0.8837 +2023-12-28 16:11:29,110 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-28 16:15:20,596 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:15:21,162 - pyskl - INFO - +top1_acc 0.7262 +top5_acc 0.9429 +2023-12-28 16:15:21,184 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7262, top5_acc: 0.9429 +2023-12-28 16:16:18,487 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 1 day, 2:42:29, time: 0.573, data_time: 0.311, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 0.9246, loss: 0.9246 +2023-12-28 16:16:45,036 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 1 day, 2:42:04, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 0.8811, loss: 0.8811 +2023-12-28 16:17:11,507 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 1 day, 2:41:39, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 0.8947, loss: 0.8947 +2023-12-28 16:17:38,007 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 1 day, 2:41:14, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9563, loss_cls: 0.9172, loss: 0.9172 +2023-12-28 16:18:04,129 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 1 day, 2:40:48, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9544, loss_cls: 0.9291, loss: 0.9291 +2023-12-28 16:18:30,013 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 1 day, 2:40:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9550, loss_cls: 0.8876, loss: 0.8876 +2023-12-28 16:18:55,605 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 1 day, 2:39:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 0.8734, loss: 0.8734 +2023-12-28 16:19:20,849 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 1 day, 2:39:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 0.8726, loss: 0.8726 +2023-12-28 16:19:45,890 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 1 day, 2:39:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9513, loss_cls: 0.9600, loss: 0.9600 +2023-12-28 16:20:10,852 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 1 day, 2:38:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 0.9296, loss: 0.9296 +2023-12-28 16:20:36,909 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 1 day, 2:38:07, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 0.9467, loss: 0.9467 +2023-12-28 16:21:01,937 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 1 day, 2:37:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9513, loss_cls: 0.9737, loss: 0.9737 +2023-12-28 16:21:27,126 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 1 day, 2:37:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 0.9671, loss: 0.9671 +2023-12-28 16:21:52,475 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 1 day, 2:36:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 1.0189, loss: 1.0189 +2023-12-28 16:22:17,617 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 1 day, 2:36:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 1.0025, loss: 1.0025 +2023-12-28 16:22:43,158 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 1 day, 2:35:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 0.9282, loss: 0.9282 +2023-12-28 16:23:08,351 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 1 day, 2:35:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9487, loss_cls: 0.9947, loss: 0.9947 +2023-12-28 16:23:33,376 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 1 day, 2:34:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 0.9592, loss: 0.9592 +2023-12-28 16:23:58,633 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 1 day, 2:34:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 0.8666, loss: 0.8666 +2023-12-28 16:24:23,675 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 1 day, 2:34:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9481, loss_cls: 0.9799, loss: 0.9799 +2023-12-28 16:24:48,590 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 1 day, 2:33:34, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9500, loss_cls: 0.9746, loss: 0.9746 +2023-12-28 16:25:13,498 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 1 day, 2:33:06, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 0.9492, loss: 0.9492 +2023-12-28 16:25:38,391 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 1 day, 2:32:39, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 0.9302, loss: 0.9302 +2023-12-28 16:26:03,314 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 1 day, 2:32:11, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 0.9142, loss: 0.9142 +2023-12-28 16:26:28,232 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 1 day, 2:31:43, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 0.9657, loss: 0.9657 +2023-12-28 16:26:53,150 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 1 day, 2:31:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 0.9229, loss: 0.9229 +2023-12-28 16:27:18,057 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 1 day, 2:30:48, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9463, loss_cls: 0.9922, loss: 0.9922 +2023-12-28 16:27:43,169 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 1 day, 2:30:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 0.9263, loss: 0.9263 +2023-12-28 16:28:08,292 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 1 day, 2:29:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9563, loss_cls: 0.9041, loss: 0.9041 +2023-12-28 16:28:33,341 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 1 day, 2:29:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9537, loss_cls: 0.9059, loss: 0.9059 +2023-12-28 16:28:58,896 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 1 day, 2:28:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 0.8878, loss: 0.8878 +2023-12-28 16:29:25,054 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 1 day, 2:28:34, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 1.0063, loss: 1.0063 +2023-12-28 16:29:50,412 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 1 day, 2:28:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 0.9161, loss: 0.9161 +2023-12-28 16:30:15,624 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 1 day, 2:27:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9481, loss_cls: 0.9817, loss: 0.9817 +2023-12-28 16:30:41,631 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 1 day, 2:27:14, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9481, loss_cls: 0.9691, loss: 0.9691 +2023-12-28 16:31:07,364 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 1 day, 2:26:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9519, loss_cls: 0.9384, loss: 0.9384 +2023-12-28 16:31:33,214 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 1 day, 2:26:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 0.9445, loss: 0.9445 +2023-12-28 16:31:58,877 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 1 day, 2:25:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9481, loss_cls: 0.9775, loss: 0.9775 +2023-12-28 16:32:25,034 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 1 day, 2:25:29, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 0.9652, loss: 0.9652 +2023-12-28 16:32:36,114 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-28 16:36:26,551 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:36:27,115 - pyskl - INFO - +top1_acc 0.7246 +top5_acc 0.9379 +2023-12-28 16:36:27,137 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.7246, top5_acc: 0.9379 +2023-12-28 16:37:24,350 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 1 day, 2:25:27, time: 0.572, data_time: 0.312, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 0.9330, loss: 0.9330 +2023-12-28 16:37:50,167 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 1 day, 2:25:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 0.9076, loss: 0.9076 +2023-12-28 16:38:15,303 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 1 day, 2:24:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 0.9232, loss: 0.9232 +2023-12-28 16:38:41,012 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 1 day, 2:24:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 0.8822, loss: 0.8822 +2023-12-28 16:39:07,047 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 1 day, 2:23:41, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 0.8596, loss: 0.8596 +2023-12-28 16:39:32,577 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 1 day, 2:23:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9500, loss_cls: 0.9480, loss: 0.9480 +2023-12-28 16:39:58,228 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 1 day, 2:22:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 0.8941, loss: 0.8941 +2023-12-28 16:40:23,914 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 1 day, 2:22:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 0.9314, loss: 0.9314 +2023-12-28 16:40:49,262 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 1 day, 2:21:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 0.9413, loss: 0.9413 +2023-12-28 16:41:14,630 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 1 day, 2:21:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9537, loss_cls: 0.8917, loss: 0.8917 +2023-12-28 16:41:39,959 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 1 day, 2:21:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9531, loss_cls: 0.9181, loss: 0.9181 +2023-12-28 16:42:05,156 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 1 day, 2:20:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9500, loss_cls: 0.9347, loss: 0.9347 +2023-12-28 16:42:30,293 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 1 day, 2:20:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9419, loss_cls: 1.0130, loss: 1.0130 +2023-12-28 16:42:55,442 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 1 day, 2:19:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 0.9685, loss: 0.9685 +2023-12-28 16:43:20,797 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 1 day, 2:19:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 0.9436, loss: 0.9436 +2023-12-28 16:43:46,098 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 1 day, 2:18:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 0.9535, loss: 0.9535 +2023-12-28 16:44:11,822 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 1 day, 2:18:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 0.8768, loss: 0.8768 +2023-12-28 16:44:36,890 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 1 day, 2:17:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 0.8638, loss: 0.8638 +2023-12-28 16:45:02,184 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 1 day, 2:17:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 0.9125, loss: 0.9125 +2023-12-28 16:45:27,510 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 1 day, 2:16:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9519, loss_cls: 0.9228, loss: 0.9228 +2023-12-28 16:45:52,551 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 1 day, 2:16:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 0.9328, loss: 0.9328 +2023-12-28 16:46:17,623 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 1 day, 2:16:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 0.9444, loss: 0.9444 +2023-12-28 16:46:43,089 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 1 day, 2:15:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 0.9265, loss: 0.9265 +2023-12-28 16:47:08,203 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 1 day, 2:15:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9513, loss_cls: 0.9472, loss: 0.9472 +2023-12-28 16:47:33,411 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 1 day, 2:14:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 0.9532, loss: 0.9532 +2023-12-28 16:47:58,352 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 1 day, 2:14:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 0.9007, loss: 0.9007 +2023-12-28 16:48:23,282 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 1 day, 2:13:45, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 0.9256, loss: 0.9256 +2023-12-28 16:48:48,219 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 1 day, 2:13:18, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 0.9226, loss: 0.9226 +2023-12-28 16:49:13,154 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 1 day, 2:12:50, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9481, loss_cls: 1.0208, loss: 1.0208 +2023-12-28 16:49:38,101 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 1 day, 2:12:23, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 0.9553, loss: 0.9553 +2023-12-28 16:50:03,041 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 1 day, 2:11:55, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 0.9258, loss: 0.9258 +2023-12-28 16:50:28,749 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 1 day, 2:11:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 0.9405, loss: 0.9405 +2023-12-28 16:50:54,067 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 1 day, 2:11:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 0.9723, loss: 0.9723 +2023-12-28 16:51:19,431 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 1 day, 2:10:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9475, loss_cls: 0.9501, loss: 0.9501 +2023-12-28 16:51:44,817 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 1 day, 2:10:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9463, loss_cls: 0.9152, loss: 0.9152 +2023-12-28 16:52:10,274 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 1 day, 2:09:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 0.9349, loss: 0.9349 +2023-12-28 16:52:36,551 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 1 day, 2:09:16, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9494, loss_cls: 0.9252, loss: 0.9252 +2023-12-28 16:53:02,157 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 1 day, 2:08:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 0.8643, loss: 0.8643 +2023-12-28 16:53:27,880 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 1 day, 2:08:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 0.9134, loss: 0.9134 +2023-12-28 16:53:38,852 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-28 16:57:28,494 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:57:29,052 - pyskl - INFO - +top1_acc 0.7604 +top5_acc 0.9561 +2023-12-28 16:57:29,057 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_54.pth was removed +2023-12-28 16:57:29,268 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2023-12-28 16:57:29,269 - pyskl - INFO - Best top1_acc is 0.7604 at 58 epoch. +2023-12-28 16:57:29,291 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7604, top5_acc: 0.9561 +2023-12-28 16:58:24,582 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 1 day, 2:08:17, time: 0.553, data_time: 0.298, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 0.9216, loss: 0.9216 +2023-12-28 16:58:50,056 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 1 day, 2:07:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9544, loss_cls: 0.9012, loss: 0.9012 +2023-12-28 16:59:15,043 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 1 day, 2:07:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 0.9427, loss: 0.9427 +2023-12-28 16:59:40,934 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 1 day, 2:06:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 1.0095, loss: 1.0095 +2023-12-28 17:00:06,677 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 1 day, 2:06:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9525, loss_cls: 0.9469, loss: 0.9469 +2023-12-28 17:00:32,351 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 1 day, 2:06:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9556, loss_cls: 0.9217, loss: 0.9217 +2023-12-28 17:00:58,210 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 1 day, 2:05:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9513, loss_cls: 0.9584, loss: 0.9584 +2023-12-28 17:01:23,705 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 1 day, 2:05:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 0.8843, loss: 0.8843 +2023-12-28 17:01:49,224 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 1 day, 2:04:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 0.8987, loss: 0.8987 +2023-12-28 17:02:14,967 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 1 day, 2:04:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9550, loss_cls: 0.8968, loss: 0.8968 +2023-12-28 17:02:40,221 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 1 day, 2:03:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 0.9151, loss: 0.9151 +2023-12-28 17:03:05,641 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 1 day, 2:03:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 0.9084, loss: 0.9084 +2023-12-28 17:03:30,835 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 1 day, 2:02:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 0.9028, loss: 0.9028 +2023-12-28 17:03:56,010 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 1 day, 2:02:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9450, loss_cls: 1.0001, loss: 1.0001 +2023-12-28 17:04:21,513 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 1 day, 2:02:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9419, loss_cls: 1.0172, loss: 1.0172 +2023-12-28 17:04:47,152 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 1 day, 2:01:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 0.8694, loss: 0.8694 +2023-12-28 17:05:12,747 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 1 day, 2:01:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9519, loss_cls: 0.9508, loss: 0.9508 +2023-12-28 17:05:38,088 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 1 day, 2:00:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 0.9265, loss: 0.9265 +2023-12-28 17:06:03,303 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 1 day, 2:00:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 0.9117, loss: 0.9117 +2023-12-28 17:06:28,418 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 1 day, 1:59:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 0.9660, loss: 0.9660 +2023-12-28 17:06:53,705 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 1 day, 1:59:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 0.8860, loss: 0.8860 +2023-12-28 17:07:18,923 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 1 day, 1:58:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 0.8930, loss: 0.8930 +2023-12-28 17:07:44,136 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 1 day, 1:58:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9431, loss_cls: 0.9490, loss: 0.9490 +2023-12-28 17:08:09,310 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 1 day, 1:58:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 0.9619, loss: 0.9619 +2023-12-28 17:08:34,459 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 1 day, 1:57:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 0.8956, loss: 0.8956 +2023-12-28 17:08:59,757 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 1 day, 1:57:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 0.8743, loss: 0.8743 +2023-12-28 17:09:25,164 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 1 day, 1:56:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 0.8811, loss: 0.8811 +2023-12-28 17:09:51,576 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 1 day, 1:56:14, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 0.9427, loss: 0.9427 +2023-12-28 17:10:17,493 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 1 day, 1:55:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9487, loss_cls: 0.9459, loss: 0.9459 +2023-12-28 17:10:42,782 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 1 day, 1:55:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 0.9090, loss: 0.9090 +2023-12-28 17:11:08,602 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 1 day, 1:54:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 0.9110, loss: 0.9110 +2023-12-28 17:11:34,052 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 1 day, 1:54:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 0.9319, loss: 0.9319 +2023-12-28 17:11:59,921 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 1 day, 1:54:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9375, loss_cls: 0.9844, loss: 0.9844 +2023-12-28 17:12:25,439 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 1 day, 1:53:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9556, loss_cls: 0.9068, loss: 0.9068 +2023-12-28 17:12:50,730 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 1 day, 1:53:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9469, loss_cls: 0.9880, loss: 0.9880 +2023-12-28 17:13:16,187 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 1 day, 1:52:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 0.9297, loss: 0.9297 +2023-12-28 17:13:41,932 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 1 day, 1:52:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9481, loss_cls: 0.9505, loss: 0.9505 +2023-12-28 17:14:07,409 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 1 day, 1:51:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9519, loss_cls: 0.9462, loss: 0.9462 +2023-12-28 17:14:33,002 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 1 day, 1:51:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9581, loss_cls: 0.8579, loss: 0.8579 +2023-12-28 17:14:43,968 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-28 17:18:34,160 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:18:34,702 - pyskl - INFO - +top1_acc 0.7345 +top5_acc 0.9427 +2023-12-28 17:18:34,724 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.7345, top5_acc: 0.9427 +2023-12-28 17:19:29,843 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 1 day, 1:51:14, time: 0.551, data_time: 0.297, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9525, loss_cls: 0.9515, loss: 0.9515 +2023-12-28 17:19:55,189 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 1 day, 1:50:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9569, loss_cls: 0.8846, loss: 0.8846 +2023-12-28 17:20:20,438 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 1 day, 1:50:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 0.9024, loss: 0.9024 +2023-12-28 17:20:45,759 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 1 day, 1:49:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9544, loss_cls: 0.8983, loss: 0.8983 +2023-12-28 17:21:11,206 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 1 day, 1:49:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 0.9655, loss: 0.9655 +2023-12-28 17:21:36,560 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 1 day, 1:49:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9563, loss_cls: 0.8733, loss: 0.8733 +2023-12-28 17:22:01,944 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 1 day, 1:48:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9594, loss_cls: 0.8341, loss: 0.8341 +2023-12-28 17:22:27,305 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 1 day, 1:48:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 0.9340, loss: 0.9340 +2023-12-28 17:22:52,905 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 1 day, 1:47:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 0.9973, loss: 0.9973 +2023-12-28 17:23:17,863 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 1 day, 1:47:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 0.8731, loss: 0.8731 +2023-12-28 17:23:42,824 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 1 day, 1:46:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9606, loss_cls: 0.8619, loss: 0.8619 +2023-12-28 17:24:08,022 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 1 day, 1:46:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 0.8812, loss: 0.8812 +2023-12-28 17:24:33,266 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 1 day, 1:45:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 1.0176, loss: 1.0176 +2023-12-28 17:24:58,571 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 1 day, 1:45:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9513, loss_cls: 0.9535, loss: 0.9535 +2023-12-28 17:25:24,184 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 1 day, 1:44:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 0.9720, loss: 0.9720 +2023-12-28 17:25:49,478 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 1 day, 1:44:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9563, loss_cls: 0.9021, loss: 0.9021 +2023-12-28 17:26:14,643 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 1 day, 1:44:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 0.9474, loss: 0.9474 +2023-12-28 17:26:40,055 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 1 day, 1:43:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 0.9292, loss: 0.9292 +2023-12-28 17:27:05,337 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 1 day, 1:43:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 0.9227, loss: 0.9227 +2023-12-28 17:27:30,607 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 1 day, 1:42:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 0.8853, loss: 0.8853 +2023-12-28 17:27:55,900 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 1 day, 1:42:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9537, loss_cls: 0.9340, loss: 0.9340 +2023-12-28 17:28:20,946 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 1 day, 1:41:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 0.9191, loss: 0.9191 +2023-12-28 17:28:46,137 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 1 day, 1:41:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 0.9410, loss: 0.9410 +2023-12-28 17:29:11,242 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 1 day, 1:40:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 0.9031, loss: 0.9031 +2023-12-28 17:29:36,280 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 1 day, 1:40:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 0.9601, loss: 0.9601 +2023-12-28 17:30:01,557 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 1 day, 1:39:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 0.8388, loss: 0.8388 +2023-12-28 17:30:26,642 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 1 day, 1:39:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 0.8976, loss: 0.8976 +2023-12-28 17:30:51,820 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 1 day, 1:39:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 0.9579, loss: 0.9579 +2023-12-28 17:31:16,941 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 1 day, 1:38:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 0.9502, loss: 0.9502 +2023-12-28 17:31:42,335 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 1 day, 1:38:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 0.8299, loss: 0.8299 +2023-12-28 17:32:07,453 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 1 day, 1:37:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 0.9495, loss: 0.9495 +2023-12-28 17:32:32,772 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 1 day, 1:37:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 0.9124, loss: 0.9124 +2023-12-28 17:32:57,906 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 1 day, 1:36:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 0.8601, loss: 0.8601 +2023-12-28 17:33:23,460 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 1 day, 1:36:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 0.9602, loss: 0.9602 +2023-12-28 17:33:48,726 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 1 day, 1:35:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 0.9103, loss: 0.9103 +2023-12-28 17:34:14,875 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 1 day, 1:35:29, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 0.9210, loss: 0.9210 +2023-12-28 17:34:40,371 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 1 day, 1:35:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9513, loss_cls: 0.9632, loss: 0.9632 +2023-12-28 17:35:05,999 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 1 day, 1:34:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9487, loss_cls: 0.9278, loss: 0.9278 +2023-12-28 17:35:31,480 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 1 day, 1:34:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 0.9412, loss: 0.9412 +2023-12-28 17:35:42,340 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-28 17:39:31,996 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:39:32,558 - pyskl - INFO - +top1_acc 0.7064 +top5_acc 0.9313 +2023-12-28 17:39:32,580 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7064, top5_acc: 0.9313 +2023-12-28 17:40:27,430 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 1 day, 1:34:01, time: 0.548, data_time: 0.297, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 0.8658, loss: 0.8658 +2023-12-28 17:40:52,972 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 1 day, 1:33:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9519, loss_cls: 0.9283, loss: 0.9283 +2023-12-28 17:41:18,155 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 1 day, 1:33:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 0.8443, loss: 0.8443 +2023-12-28 17:41:43,396 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 1 day, 1:32:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 0.9005, loss: 0.9005 +2023-12-28 17:42:08,860 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 1 day, 1:32:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 0.8906, loss: 0.8906 +2023-12-28 17:42:34,165 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 1 day, 1:31:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9537, loss_cls: 0.9370, loss: 0.9370 +2023-12-28 17:42:59,526 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 1 day, 1:31:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9544, loss_cls: 0.8707, loss: 0.8707 +2023-12-28 17:43:24,880 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 1 day, 1:30:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 0.9348, loss: 0.9348 +2023-12-28 17:43:50,256 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 1 day, 1:30:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 0.8958, loss: 0.8958 +2023-12-28 17:44:15,462 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 1 day, 1:29:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 0.8751, loss: 0.8751 +2023-12-28 17:44:40,798 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 1 day, 1:29:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 0.9336, loss: 0.9336 +2023-12-28 17:45:06,233 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 1 day, 1:29:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9425, loss_cls: 0.9779, loss: 0.9779 +2023-12-28 17:45:31,671 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 1 day, 1:28:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 0.9202, loss: 0.9202 +2023-12-28 17:45:57,636 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 1 day, 1:28:13, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 0.8913, loss: 0.8913 +2023-12-28 17:46:23,297 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 1 day, 1:27:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 0.8747, loss: 0.8747 +2023-12-28 17:46:48,485 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 1 day, 1:27:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9481, loss_cls: 0.9306, loss: 0.9306 +2023-12-28 17:47:13,461 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 1 day, 1:26:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 0.8976, loss: 0.8976 +2023-12-28 17:47:39,067 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 1 day, 1:26:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 0.9919, loss: 0.9919 +2023-12-28 17:48:04,521 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 1 day, 1:25:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 0.9166, loss: 0.9166 +2023-12-28 17:48:29,885 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 1 day, 1:25:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9519, loss_cls: 0.9162, loss: 0.9162 +2023-12-28 17:48:55,960 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 1 day, 1:25:06, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 0.9080, loss: 0.9080 +2023-12-28 17:49:21,759 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 1 day, 1:24:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 0.9448, loss: 0.9448 +2023-12-28 17:49:47,036 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 1 day, 1:24:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 0.9014, loss: 0.9014 +2023-12-28 17:50:12,229 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 1 day, 1:23:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 0.9189, loss: 0.9189 +2023-12-28 17:50:37,487 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 1 day, 1:23:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 0.8316, loss: 0.8316 +2023-12-28 17:51:03,020 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 1 day, 1:22:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 0.8920, loss: 0.8920 +2023-12-28 17:51:29,256 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 1 day, 1:22:27, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9519, loss_cls: 0.9216, loss: 0.9216 +2023-12-28 17:51:55,037 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 1 day, 1:22:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 0.9141, loss: 0.9141 +2023-12-28 17:52:20,238 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 1 day, 1:21:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 0.9041, loss: 0.9041 +2023-12-28 17:52:45,556 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 1 day, 1:21:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 0.9131, loss: 0.9131 +2023-12-28 17:53:11,471 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 1 day, 1:20:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9544, loss_cls: 0.9319, loss: 0.9319 +2023-12-28 17:53:36,723 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 1 day, 1:20:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 0.9073, loss: 0.9073 +2023-12-28 17:54:01,861 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 1 day, 1:19:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 0.9249, loss: 0.9249 +2023-12-28 17:54:27,106 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 1 day, 1:19:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9587, loss_cls: 0.8789, loss: 0.8789 +2023-12-28 17:54:52,732 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 1 day, 1:18:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9456, loss_cls: 1.0158, loss: 1.0158 +2023-12-28 17:55:18,485 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 1 day, 1:18:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 0.9240, loss: 0.9240 +2023-12-28 17:55:43,922 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 1 day, 1:18:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 0.9152, loss: 0.9152 +2023-12-28 17:56:09,168 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 1 day, 1:17:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 0.8990, loss: 0.8990 +2023-12-28 17:56:34,190 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 1 day, 1:17:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9500, loss_cls: 0.9276, loss: 0.9276 +2023-12-28 17:56:45,128 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-28 18:00:35,213 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:00:35,780 - pyskl - INFO - +top1_acc 0.7617 +top5_acc 0.9563 +2023-12-28 18:00:35,786 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_58.pth was removed +2023-12-28 18:00:36,138 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2023-12-28 18:00:36,139 - pyskl - INFO - Best top1_acc is 0.7617 at 61 epoch. +2023-12-28 18:00:36,161 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7617, top5_acc: 0.9563 +2023-12-28 18:01:31,666 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 1 day, 1:16:57, time: 0.555, data_time: 0.298, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 0.9215, loss: 0.9215 +2023-12-28 18:01:56,880 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 1 day, 1:16:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 0.9363, loss: 0.9363 +2023-12-28 18:02:22,508 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 1 day, 1:16:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9575, loss_cls: 0.8723, loss: 0.8723 +2023-12-28 18:02:47,942 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 1 day, 1:15:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9494, loss_cls: 0.9646, loss: 0.9646 +2023-12-28 18:03:13,303 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 1 day, 1:15:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 0.9051, loss: 0.9051 +2023-12-28 18:03:38,592 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 1 day, 1:14:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 0.8619, loss: 0.8619 +2023-12-28 18:04:03,839 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 1 day, 1:14:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9575, loss_cls: 0.8890, loss: 0.8890 +2023-12-28 18:04:29,381 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 1 day, 1:13:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 0.8712, loss: 0.8712 +2023-12-28 18:04:54,591 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 1 day, 1:13:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9550, loss_cls: 0.8905, loss: 0.8905 +2023-12-28 18:05:19,968 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 1 day, 1:12:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 0.9527, loss: 0.9527 +2023-12-28 18:05:45,022 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 1 day, 1:12:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 0.8892, loss: 0.8892 +2023-12-28 18:06:10,411 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 1 day, 1:12:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 0.8677, loss: 0.8677 +2023-12-28 18:06:35,686 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 1 day, 1:11:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9519, loss_cls: 0.9072, loss: 0.9072 +2023-12-28 18:07:00,846 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 1 day, 1:11:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 0.9356, loss: 0.9356 +2023-12-28 18:07:26,178 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 1 day, 1:10:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9594, loss_cls: 0.8199, loss: 0.8199 +2023-12-28 18:07:51,411 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 1 day, 1:10:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 0.8306, loss: 0.8306 +2023-12-28 18:08:16,549 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 1 day, 1:09:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 0.8878, loss: 0.8878 +2023-12-28 18:08:42,036 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 1 day, 1:09:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 0.8954, loss: 0.8954 +2023-12-28 18:09:07,133 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 1 day, 1:08:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 0.8513, loss: 0.8513 +2023-12-28 18:09:32,257 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 1 day, 1:08:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9525, loss_cls: 0.9185, loss: 0.9185 +2023-12-28 18:09:57,328 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 1 day, 1:07:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9537, loss_cls: 0.9039, loss: 0.9039 +2023-12-28 18:10:22,347 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 1 day, 1:07:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9450, loss_cls: 0.9794, loss: 0.9794 +2023-12-28 18:10:47,357 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 1 day, 1:07:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 0.8537, loss: 0.8537 +2023-12-28 18:11:12,384 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 1 day, 1:06:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9444, loss_cls: 0.9448, loss: 0.9448 +2023-12-28 18:11:37,444 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 1 day, 1:06:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 0.8801, loss: 0.8801 +2023-12-28 18:12:02,518 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 1 day, 1:05:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 0.8481, loss: 0.8481 +2023-12-28 18:12:28,028 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 1 day, 1:05:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 0.9387, loss: 0.9387 +2023-12-28 18:12:53,062 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 1 day, 1:04:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9494, loss_cls: 0.9500, loss: 0.9500 +2023-12-28 18:13:18,144 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 1 day, 1:04:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 0.9653, loss: 0.9653 +2023-12-28 18:13:43,253 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 1 day, 1:03:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9544, loss_cls: 0.9363, loss: 0.9363 +2023-12-28 18:14:08,431 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 1 day, 1:03:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 0.8615, loss: 0.8615 +2023-12-28 18:14:33,591 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 1 day, 1:02:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 0.8602, loss: 0.8602 +2023-12-28 18:14:59,058 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 1 day, 1:02:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 0.9260, loss: 0.9260 +2023-12-28 18:15:24,426 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 1 day, 1:02:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 0.9087, loss: 0.9087 +2023-12-28 18:15:49,688 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 1 day, 1:01:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 0.8580, loss: 0.8580 +2023-12-28 18:16:15,162 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 1 day, 1:01:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9513, loss_cls: 0.9245, loss: 0.9245 +2023-12-28 18:16:40,868 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 1 day, 1:00:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 0.9662, loss: 0.9662 +2023-12-28 18:17:06,588 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 1 day, 1:00:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9463, loss_cls: 0.9079, loss: 0.9079 +2023-12-28 18:17:31,994 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 1 day, 0:59:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 0.9046, loss: 0.9046 +2023-12-28 18:17:43,282 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-28 18:21:33,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:21:34,329 - pyskl - INFO - +top1_acc 0.7405 +top5_acc 0.9528 +2023-12-28 18:21:34,352 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7405, top5_acc: 0.9528 +2023-12-28 18:22:29,643 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 1 day, 0:59:44, time: 0.553, data_time: 0.298, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 0.9126, loss: 0.9126 +2023-12-28 18:22:54,792 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 1 day, 0:59:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9537, loss_cls: 0.8573, loss: 0.8573 +2023-12-28 18:23:20,461 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 1 day, 0:58:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9525, loss_cls: 0.8582, loss: 0.8582 +2023-12-28 18:23:45,860 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 1 day, 0:58:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 0.9422, loss: 0.9422 +2023-12-28 18:24:11,268 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 1 day, 0:57:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 0.9197, loss: 0.9197 +2023-12-28 18:24:36,681 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 1 day, 0:57:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9587, loss_cls: 0.8448, loss: 0.8448 +2023-12-28 18:25:02,035 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 1 day, 0:57:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 0.8580, loss: 0.8580 +2023-12-28 18:25:28,516 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 1 day, 0:56:38, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 0.8285, loss: 0.8285 +2023-12-28 18:25:54,200 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 1 day, 0:56:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 0.8618, loss: 0.8618 +2023-12-28 18:26:19,965 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 1 day, 0:55:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 0.8904, loss: 0.8904 +2023-12-28 18:26:45,303 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 1 day, 0:55:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9587, loss_cls: 0.8549, loss: 0.8549 +2023-12-28 18:27:10,600 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 1 day, 0:54:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 0.9122, loss: 0.9122 +2023-12-28 18:27:36,086 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 1 day, 0:54:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9481, loss_cls: 1.0023, loss: 1.0023 +2023-12-28 18:28:01,079 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 1 day, 0:53:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9519, loss_cls: 0.9098, loss: 0.9098 +2023-12-28 18:28:26,048 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 1 day, 0:53:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 0.8510, loss: 0.8510 +2023-12-28 18:28:51,022 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 1 day, 0:53:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 0.8113, loss: 0.8113 +2023-12-28 18:29:15,991 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 1 day, 0:52:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9519, loss_cls: 0.9272, loss: 0.9272 +2023-12-28 18:29:40,940 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 1 day, 0:52:08, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 0.9033, loss: 0.9033 +2023-12-28 18:30:06,242 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 1 day, 0:51:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9550, loss_cls: 0.8753, loss: 0.8753 +2023-12-28 18:30:31,517 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 1 day, 0:51:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9481, loss_cls: 0.9200, loss: 0.9200 +2023-12-28 18:30:56,738 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 1 day, 0:50:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 0.8540, loss: 0.8540 +2023-12-28 18:31:22,476 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 1 day, 0:50:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 0.9102, loss: 0.9102 +2023-12-28 18:31:47,883 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 1 day, 0:49:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9587, loss_cls: 0.8573, loss: 0.8573 +2023-12-28 18:32:13,103 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 1 day, 0:49:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9575, loss_cls: 0.8906, loss: 0.8906 +2023-12-28 18:32:38,434 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 1 day, 0:49:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9475, loss_cls: 0.9648, loss: 0.9648 +2023-12-28 18:33:04,240 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 1 day, 0:48:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 0.9219, loss: 0.9219 +2023-12-28 18:33:29,284 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 1 day, 0:48:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 0.9412, loss: 0.9412 +2023-12-28 18:33:54,467 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 1 day, 0:47:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9394, loss_cls: 1.0071, loss: 1.0071 +2023-12-28 18:34:20,649 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 1 day, 0:47:15, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 0.8729, loss: 0.8729 +2023-12-28 18:34:45,936 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 1 day, 0:46:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 0.9238, loss: 0.9238 +2023-12-28 18:35:12,212 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 1 day, 0:46:22, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 0.8810, loss: 0.8810 +2023-12-28 18:35:37,677 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 1 day, 0:45:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 0.8780, loss: 0.8780 +2023-12-28 18:36:02,839 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 1 day, 0:45:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 0.8597, loss: 0.8597 +2023-12-28 18:36:28,963 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 1 day, 0:45:03, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9450, loss_cls: 0.9242, loss: 0.9242 +2023-12-28 18:36:54,739 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 1 day, 0:44:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 0.8844, loss: 0.8844 +2023-12-28 18:37:20,573 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 1 day, 0:44:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 0.8962, loss: 0.8962 +2023-12-28 18:37:46,554 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 1 day, 0:43:45, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 0.9145, loss: 0.9145 +2023-12-28 18:38:12,046 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 1 day, 0:43:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 0.9424, loss: 0.9424 +2023-12-28 18:38:37,355 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 1 day, 0:42:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 0.8844, loss: 0.8844 +2023-12-28 18:38:48,235 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-28 18:42:38,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:42:38,930 - pyskl - INFO - +top1_acc 0.7465 +top5_acc 0.9446 +2023-12-28 18:42:38,952 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7465, top5_acc: 0.9446 +2023-12-28 18:43:33,606 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 1 day, 0:42:40, time: 0.546, data_time: 0.294, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 0.8642, loss: 0.8642 +2023-12-28 18:43:58,809 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 1 day, 0:42:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 0.8169, loss: 0.8169 +2023-12-28 18:44:23,984 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 1 day, 0:41:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 0.8693, loss: 0.8693 +2023-12-28 18:44:49,240 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 1 day, 0:41:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.8004, loss: 0.8004 +2023-12-28 18:45:14,792 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 1 day, 0:40:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 0.8781, loss: 0.8781 +2023-12-28 18:45:40,282 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 1 day, 0:40:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 0.8872, loss: 0.8872 +2023-12-28 18:46:05,581 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 1 day, 0:39:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 0.9187, loss: 0.9187 +2023-12-28 18:46:31,172 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 1 day, 0:39:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 0.8584, loss: 0.8584 +2023-12-28 18:46:56,918 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 1 day, 0:39:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9556, loss_cls: 0.9267, loss: 0.9267 +2023-12-28 18:47:22,115 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 1 day, 0:38:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 0.8604, loss: 0.8604 +2023-12-28 18:47:47,662 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 1 day, 0:38:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9556, loss_cls: 0.8499, loss: 0.8499 +2023-12-28 18:48:12,966 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 1 day, 0:37:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9525, loss_cls: 0.9559, loss: 0.9559 +2023-12-28 18:48:38,423 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 1 day, 0:37:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 0.8870, loss: 0.8870 +2023-12-28 18:49:04,075 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 1 day, 0:36:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 0.8946, loss: 0.8946 +2023-12-28 18:49:29,702 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 1 day, 0:36:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9550, loss_cls: 0.9010, loss: 0.9010 +2023-12-28 18:49:54,801 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 1 day, 0:35:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9469, loss_cls: 0.8694, loss: 0.8694 +2023-12-28 18:50:19,793 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 1 day, 0:35:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 0.8672, loss: 0.8672 +2023-12-28 18:50:44,777 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 1 day, 0:35:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 0.8768, loss: 0.8768 +2023-12-28 18:51:10,166 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 1 day, 0:34:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 0.8318, loss: 0.8318 +2023-12-28 18:51:35,421 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 1 day, 0:34:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 0.9107, loss: 0.9107 +2023-12-28 18:52:00,793 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 1 day, 0:33:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 0.8833, loss: 0.8833 +2023-12-28 18:52:26,437 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 1 day, 0:33:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 0.8365, loss: 0.8365 +2023-12-28 18:52:52,790 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 1 day, 0:32:53, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 0.9009, loss: 0.9009 +2023-12-28 18:53:17,874 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 1 day, 0:32:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 0.8527, loss: 0.8527 +2023-12-28 18:53:43,044 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 1 day, 0:31:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 0.8776, loss: 0.8776 +2023-12-28 18:54:08,449 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 1 day, 0:31:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 0.9457, loss: 0.9457 +2023-12-28 18:54:33,643 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 1 day, 0:31:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 0.8751, loss: 0.8751 +2023-12-28 18:54:58,657 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 1 day, 0:30:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9494, loss_cls: 0.9364, loss: 0.9364 +2023-12-28 18:55:23,711 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 1 day, 0:30:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9613, loss_cls: 0.8146, loss: 0.8146 +2023-12-28 18:55:48,793 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 1 day, 0:29:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 0.8814, loss: 0.8814 +2023-12-28 18:56:13,926 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 1 day, 0:29:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9537, loss_cls: 0.9046, loss: 0.9046 +2023-12-28 18:56:39,115 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 1 day, 0:28:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 0.8896, loss: 0.8896 +2023-12-28 18:57:04,721 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 1 day, 0:28:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9500, loss_cls: 0.9415, loss: 0.9415 +2023-12-28 18:57:30,044 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 1 day, 0:27:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9600, loss_cls: 0.8310, loss: 0.8310 +2023-12-28 18:57:55,249 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 1 day, 0:27:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 0.9428, loss: 0.9428 +2023-12-28 18:58:20,720 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 1 day, 0:27:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 0.9204, loss: 0.9204 +2023-12-28 18:58:46,687 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 1 day, 0:26:37, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 0.8950, loss: 0.8950 +2023-12-28 18:59:12,691 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 1 day, 0:26:11, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 0.8641, loss: 0.8641 +2023-12-28 18:59:38,281 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 1 day, 0:25:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9563, loss_cls: 0.9243, loss: 0.9243 +2023-12-28 18:59:49,558 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-28 19:03:40,208 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 19:03:40,797 - pyskl - INFO - +top1_acc 0.7326 +top5_acc 0.9415 +2023-12-28 19:03:40,819 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7326, top5_acc: 0.9415 +2023-12-28 19:04:35,666 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 1 day, 0:25:33, time: 0.548, data_time: 0.296, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 0.8995, loss: 0.8995 +2023-12-28 19:05:01,024 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 1 day, 0:25:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 0.8776, loss: 0.8776 +2023-12-28 19:05:26,303 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 1 day, 0:24:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9606, loss_cls: 0.8111, loss: 0.8111 +2023-12-28 19:05:51,400 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 1 day, 0:24:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 0.8612, loss: 0.8612 +2023-12-28 19:06:16,625 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 1 day, 0:23:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9569, loss_cls: 0.8943, loss: 0.8943 +2023-12-28 19:06:41,920 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 1 day, 0:23:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 0.8507, loss: 0.8507 +2023-12-28 19:07:07,343 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 1 day, 0:22:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9600, loss_cls: 0.8055, loss: 0.8055 +2023-12-28 19:07:32,545 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 1 day, 0:22:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 0.8617, loss: 0.8617 +2023-12-28 19:07:57,771 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 1 day, 0:21:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 0.9510, loss: 0.9510 +2023-12-28 19:08:22,866 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 1 day, 0:21:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 0.8682, loss: 0.8682 +2023-12-28 19:08:48,315 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 1 day, 0:21:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 0.9166, loss: 0.9166 +2023-12-28 19:09:14,176 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 1 day, 0:20:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 0.9060, loss: 0.9060 +2023-12-28 19:09:39,463 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 1 day, 0:20:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 0.8931, loss: 0.8931 +2023-12-28 19:10:04,606 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 1 day, 0:19:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9550, loss_cls: 0.8747, loss: 0.8747 +2023-12-28 19:10:30,035 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 1 day, 0:19:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 0.8716, loss: 0.8716 +2023-12-28 19:10:55,411 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 1 day, 0:18:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 0.9276, loss: 0.9276 +2023-12-28 19:11:20,562 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 1 day, 0:18:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 0.8590, loss: 0.8590 +2023-12-28 19:11:45,628 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 1 day, 0:17:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 0.8690, loss: 0.8690 +2023-12-28 19:12:10,767 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 1 day, 0:17:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9513, loss_cls: 0.9352, loss: 0.9352 +2023-12-28 19:12:36,453 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 1 day, 0:17:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 0.8690, loss: 0.8690 +2023-12-28 19:13:01,599 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 1 day, 0:16:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 0.8568, loss: 0.8568 +2023-12-28 19:13:26,694 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 1 day, 0:16:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9587, loss_cls: 0.8606, loss: 0.8606 +2023-12-28 19:13:51,887 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 1 day, 0:15:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 0.8934, loss: 0.8934 +2023-12-28 19:14:16,901 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 1 day, 0:15:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9519, loss_cls: 0.9612, loss: 0.9612 +2023-12-28 19:14:42,070 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 1 day, 0:14:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 0.8622, loss: 0.8622 +2023-12-28 19:15:07,261 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 1 day, 0:14:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 0.8438, loss: 0.8438 +2023-12-28 19:15:32,469 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 1 day, 0:13:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9450, loss_cls: 0.9289, loss: 0.9289 +2023-12-28 19:15:57,845 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 1 day, 0:13:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 0.8135, loss: 0.8135 +2023-12-28 19:16:23,057 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 1 day, 0:13:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 0.9010, loss: 0.9010 +2023-12-28 19:16:48,299 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 1 day, 0:12:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 0.8848, loss: 0.8848 +2023-12-28 19:17:13,324 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 1 day, 0:12:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 0.8506, loss: 0.8506 +2023-12-28 19:17:38,366 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 1 day, 0:11:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 0.8903, loss: 0.8903 +2023-12-28 19:18:03,497 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 1 day, 0:11:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 0.8864, loss: 0.8864 +2023-12-28 19:18:28,657 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 1 day, 0:10:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 0.9436, loss: 0.9436 +2023-12-28 19:18:53,862 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 1 day, 0:10:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 0.8675, loss: 0.8675 +2023-12-28 19:19:19,385 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 1 day, 0:09:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9587, loss_cls: 0.8372, loss: 0.8372 +2023-12-28 19:19:44,571 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 1 day, 0:09:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 0.9306, loss: 0.9306 +2023-12-28 19:20:10,142 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 1 day, 0:08:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9494, loss_cls: 0.9288, loss: 0.9288 +2023-12-28 19:20:35,634 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 1 day, 0:08:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 0.8924, loss: 0.8924 +2023-12-28 19:20:46,817 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-28 19:24:37,046 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 19:24:37,608 - pyskl - INFO - +top1_acc 0.7383 +top5_acc 0.9449 +2023-12-28 19:24:37,632 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.7383, top5_acc: 0.9449 +2023-12-28 19:25:33,110 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 1 day, 0:08:20, time: 0.555, data_time: 0.304, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 0.7859, loss: 0.7859 +2023-12-28 19:25:58,553 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 1 day, 0:07:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9625, loss_cls: 0.8064, loss: 0.8064 +2023-12-28 19:26:23,922 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 1 day, 0:07:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 0.8874, loss: 0.8874 +2023-12-28 19:26:49,631 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 1 day, 0:07:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 0.8827, loss: 0.8827 +2023-12-28 19:27:14,848 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 1 day, 0:06:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 0.8293, loss: 0.8293 +2023-12-28 19:27:40,354 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 1 day, 0:06:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 0.8511, loss: 0.8511 +2023-12-28 19:28:05,961 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 1 day, 0:05:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 0.7936, loss: 0.7936 +2023-12-28 19:28:31,442 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 1 day, 0:05:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 0.8964, loss: 0.8964 +2023-12-28 19:28:56,757 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 1 day, 0:04:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9613, loss_cls: 0.8065, loss: 0.8065 +2023-12-28 19:29:21,962 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 1 day, 0:04:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 0.8972, loss: 0.8972 +2023-12-28 19:29:47,449 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 1 day, 0:03:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9519, loss_cls: 0.9167, loss: 0.9167 +2023-12-28 19:30:13,263 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 1 day, 0:03:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 0.8822, loss: 0.8822 +2023-12-28 19:30:38,567 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 1 day, 0:03:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9563, loss_cls: 0.8806, loss: 0.8806 +2023-12-28 19:31:03,886 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 1 day, 0:02:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 0.8980, loss: 0.8980 +2023-12-28 19:31:29,346 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 1 day, 0:02:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9556, loss_cls: 0.8889, loss: 0.8889 +2023-12-28 19:31:55,003 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 1 day, 0:01:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 0.7769, loss: 0.7769 +2023-12-28 19:32:20,107 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 1 day, 0:01:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 0.8662, loss: 0.8662 +2023-12-28 19:32:45,578 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 1 day, 0:00:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 0.8358, loss: 0.8358 +2023-12-28 19:33:10,890 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 1 day, 0:00:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9525, loss_cls: 0.8799, loss: 0.8799 +2023-12-28 19:33:36,798 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 23:59:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 0.8343, loss: 0.8343 +2023-12-28 19:34:02,192 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 23:59:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 0.8268, loss: 0.8268 +2023-12-28 19:34:27,334 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 23:59:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 0.8733, loss: 0.8733 +2023-12-28 19:34:52,433 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 23:58:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 0.8305, loss: 0.8305 +2023-12-28 19:35:17,587 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 23:58:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9594, loss_cls: 0.8334, loss: 0.8334 +2023-12-28 19:35:43,129 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 23:57:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 0.8717, loss: 0.8717 +2023-12-28 19:36:08,600 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 23:57:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9506, loss_cls: 0.8948, loss: 0.8948 +2023-12-28 19:36:33,988 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 23:56:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 0.8389, loss: 0.8389 +2023-12-28 19:36:59,237 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 23:56:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 0.8256, loss: 0.8256 +2023-12-28 19:37:24,600 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 23:55:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9594, loss_cls: 0.8581, loss: 0.8581 +2023-12-28 19:37:49,977 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 23:55:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9531, loss_cls: 0.9883, loss: 0.9883 +2023-12-28 19:38:15,598 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 23:55:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9519, loss_cls: 0.8907, loss: 0.8907 +2023-12-28 19:38:41,998 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 23:54:36, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 0.8888, loss: 0.8888 +2023-12-28 19:39:08,014 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 23:54:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9513, loss_cls: 0.9209, loss: 0.9209 +2023-12-28 19:39:33,175 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 23:53:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9519, loss_cls: 0.9636, loss: 0.9636 +2023-12-28 19:39:58,241 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 23:53:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 0.9142, loss: 0.9142 +2023-12-28 19:40:24,014 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 23:52:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 0.9114, loss: 0.9114 +2023-12-28 19:40:49,703 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 23:52:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 0.8914, loss: 0.8914 +2023-12-28 19:41:15,129 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 23:51:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 0.8813, loss: 0.8813 +2023-12-28 19:41:40,543 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 23:51:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 0.8960, loss: 0.8960 +2023-12-28 19:41:51,749 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-28 19:45:42,399 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 19:45:42,934 - pyskl - INFO - +top1_acc 0.7497 +top5_acc 0.9476 +2023-12-28 19:45:42,957 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7497, top5_acc: 0.9476 +2023-12-28 19:46:38,217 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 23:51:18, time: 0.553, data_time: 0.298, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 0.8482, loss: 0.8482 +2023-12-28 19:47:03,534 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 23:50:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 0.8381, loss: 0.8381 +2023-12-28 19:47:28,891 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 23:50:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 0.8112, loss: 0.8112 +2023-12-28 19:47:54,042 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 23:49:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9613, loss_cls: 0.8834, loss: 0.8834 +2023-12-28 19:48:19,641 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 23:49:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 0.8908, loss: 0.8908 +2023-12-28 19:48:45,124 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 23:49:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9569, loss_cls: 0.8624, loss: 0.8624 +2023-12-28 19:49:10,461 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 23:48:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9631, loss_cls: 0.7683, loss: 0.7683 +2023-12-28 19:49:35,688 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 23:48:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 0.8844, loss: 0.8844 +2023-12-28 19:50:01,065 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 23:47:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 0.8459, loss: 0.8459 +2023-12-28 19:50:26,215 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 23:47:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 0.8340, loss: 0.8340 +2023-12-28 19:50:51,665 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 23:46:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 0.8477, loss: 0.8477 +2023-12-28 19:51:17,433 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 23:46:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 0.8907, loss: 0.8907 +2023-12-28 19:51:42,929 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 23:45:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 0.9445, loss: 0.9445 +2023-12-28 19:52:08,287 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 23:45:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 0.9109, loss: 0.9109 +2023-12-28 19:52:33,821 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 23:45:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9506, loss_cls: 0.9252, loss: 0.9252 +2023-12-28 19:52:59,091 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 23:44:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 0.8423, loss: 0.8423 +2023-12-28 19:53:24,377 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 23:44:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 0.8315, loss: 0.8315 +2023-12-28 19:53:49,538 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 23:43:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 0.8352, loss: 0.8352 +2023-12-28 19:54:14,976 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 23:43:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9650, loss_cls: 0.8042, loss: 0.8042 +2023-12-28 19:54:40,997 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 23:42:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 0.8469, loss: 0.8469 +2023-12-28 19:55:06,478 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 23:42:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9600, loss_cls: 0.8847, loss: 0.8847 +2023-12-28 19:55:31,595 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 23:41:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9531, loss_cls: 0.9188, loss: 0.9188 +2023-12-28 19:55:56,831 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 23:41:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 0.8448, loss: 0.8448 +2023-12-28 19:56:22,066 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 23:41:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9563, loss_cls: 0.8875, loss: 0.8875 +2023-12-28 19:56:47,160 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 23:40:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 0.8704, loss: 0.8704 +2023-12-28 19:57:12,361 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 23:40:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9619, loss_cls: 0.8131, loss: 0.8131 +2023-12-28 19:57:37,774 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 23:39:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 0.8881, loss: 0.8881 +2023-12-28 19:58:03,019 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 23:39:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 0.8525, loss: 0.8525 +2023-12-28 19:58:28,431 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 23:38:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9637, loss_cls: 0.8024, loss: 0.8024 +2023-12-28 19:58:53,446 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 23:38:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 0.9138, loss: 0.9138 +2023-12-28 19:59:18,534 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 23:37:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 0.8736, loss: 0.8736 +2023-12-28 19:59:43,799 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 23:37:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9594, loss_cls: 0.8604, loss: 0.8604 +2023-12-28 20:00:09,947 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 23:37:04, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 0.9132, loss: 0.9132 +2023-12-28 20:00:35,030 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 23:36:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 0.8900, loss: 0.8900 +2023-12-28 20:01:00,089 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 23:36:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 0.8669, loss: 0.8669 +2023-12-28 20:01:25,774 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 23:35:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 0.8569, loss: 0.8569 +2023-12-28 20:01:50,842 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 23:35:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 0.8869, loss: 0.8869 +2023-12-28 20:02:16,125 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 23:34:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 0.9396, loss: 0.9396 +2023-12-28 20:02:41,404 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 23:34:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 0.9095, loss: 0.9095 +2023-12-28 20:02:52,597 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-28 20:06:43,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 20:06:44,457 - pyskl - INFO - +top1_acc 0.7619 +top5_acc 0.9538 +2023-12-28 20:06:44,462 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_61.pth was removed +2023-12-28 20:06:44,680 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2023-12-28 20:06:44,682 - pyskl - INFO - Best top1_acc is 0.7619 at 67 epoch. +2023-12-28 20:06:44,705 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7619, top5_acc: 0.9538 +2023-12-28 20:07:41,453 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 23:34:12, time: 0.567, data_time: 0.317, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9525, loss_cls: 0.8764, loss: 0.8764 +2023-12-28 20:08:06,761 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 23:33:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9594, loss_cls: 0.7961, loss: 0.7961 +2023-12-28 20:08:32,256 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 23:33:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 0.8761, loss: 0.8761 +2023-12-28 20:08:57,532 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 23:32:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9606, loss_cls: 0.8382, loss: 0.8382 +2023-12-28 20:09:22,972 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 23:32:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 0.8094, loss: 0.8094 +2023-12-28 20:09:48,581 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 23:31:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.8119, loss: 0.8119 +2023-12-28 20:10:14,594 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 23:31:33, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 0.8182, loss: 0.8182 +2023-12-28 20:10:40,099 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 23:31:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 0.8389, loss: 0.8389 +2023-12-28 20:11:05,386 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 23:30:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9631, loss_cls: 0.7966, loss: 0.7966 +2023-12-28 20:11:30,785 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 23:30:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 0.7890, loss: 0.7890 +2023-12-28 20:11:56,604 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 23:29:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 0.8116, loss: 0.8116 +2023-12-28 20:12:22,142 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 23:29:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 0.8444, loss: 0.8444 +2023-12-28 20:12:47,750 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 23:28:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9494, loss_cls: 0.9584, loss: 0.9584 +2023-12-28 20:13:14,314 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 23:28:29, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 0.8665, loss: 0.8665 +2023-12-28 20:13:39,642 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 23:28:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9531, loss_cls: 0.9019, loss: 0.9019 +2023-12-28 20:14:04,785 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 23:27:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 0.8480, loss: 0.8480 +2023-12-28 20:14:30,628 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 23:27:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9519, loss_cls: 0.9206, loss: 0.9206 +2023-12-28 20:14:56,126 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 23:26:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 0.8857, loss: 0.8857 +2023-12-28 20:15:21,753 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 23:26:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 0.8522, loss: 0.8522 +2023-12-28 20:15:47,073 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 23:25:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 0.8539, loss: 0.8539 +2023-12-28 20:16:12,592 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 23:25:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 0.8606, loss: 0.8606 +2023-12-28 20:16:37,928 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 23:24:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 0.8348, loss: 0.8348 +2023-12-28 20:17:03,490 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 23:24:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9519, loss_cls: 0.8942, loss: 0.8942 +2023-12-28 20:17:29,139 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 23:24:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 0.8711, loss: 0.8711 +2023-12-28 20:17:54,426 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 23:23:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 0.9487, loss: 0.9487 +2023-12-28 20:18:19,498 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 23:23:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 0.8886, loss: 0.8886 +2023-12-28 20:18:44,599 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 23:22:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 0.9087, loss: 0.9087 +2023-12-28 20:19:09,795 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 23:22:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 0.9201, loss: 0.9201 +2023-12-28 20:19:35,262 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 23:21:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 0.9098, loss: 0.9098 +2023-12-28 20:20:00,255 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 23:21:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9544, loss_cls: 0.8904, loss: 0.8904 +2023-12-28 20:20:25,308 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 23:20:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 0.8515, loss: 0.8515 +2023-12-28 20:20:50,475 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 23:20:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9581, loss_cls: 0.8424, loss: 0.8424 +2023-12-28 20:21:15,514 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 23:20:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.8041, loss: 0.8041 +2023-12-28 20:21:40,866 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 23:19:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 0.8628, loss: 0.8628 +2023-12-28 20:22:06,212 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 23:19:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 0.8296, loss: 0.8296 +2023-12-28 20:22:31,935 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 23:18:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 0.8373, loss: 0.8373 +2023-12-28 20:22:57,471 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 23:18:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9550, loss_cls: 0.9037, loss: 0.9037 +2023-12-28 20:23:23,161 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 23:17:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 0.8866, loss: 0.8866 +2023-12-28 20:23:48,561 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 23:17:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 0.9042, loss: 0.9042 +2023-12-28 20:23:59,648 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-28 20:27:50,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 20:27:50,608 - pyskl - INFO - +top1_acc 0.7532 +top5_acc 0.9519 +2023-12-28 20:27:50,632 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7532, top5_acc: 0.9519 +2023-12-28 20:28:46,080 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 23:17:09, time: 0.554, data_time: 0.303, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 0.8493, loss: 0.8493 +2023-12-28 20:29:11,680 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 23:16:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 0.8279, loss: 0.8279 +2023-12-28 20:29:37,314 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 23:16:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9631, loss_cls: 0.7754, loss: 0.7754 +2023-12-28 20:30:03,848 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 23:15:51, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 0.8917, loss: 0.8917 +2023-12-28 20:30:29,426 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 23:15:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9594, loss_cls: 0.8351, loss: 0.8351 +2023-12-28 20:30:54,707 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 23:14:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 0.8631, loss: 0.8631 +2023-12-28 20:31:20,271 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 23:14:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 0.7931, loss: 0.7931 +2023-12-28 20:31:45,608 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 23:14:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 0.8258, loss: 0.8258 +2023-12-28 20:32:10,863 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 23:13:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9575, loss_cls: 0.8587, loss: 0.8587 +2023-12-28 20:32:36,591 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 23:13:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 0.8898, loss: 0.8898 +2023-12-28 20:33:01,790 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 23:12:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 0.8679, loss: 0.8679 +2023-12-28 20:33:27,473 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 23:12:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9581, loss_cls: 0.8560, loss: 0.8560 +2023-12-28 20:33:53,118 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 23:11:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 0.8911, loss: 0.8911 +2023-12-28 20:34:18,555 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 23:11:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9587, loss_cls: 0.8427, loss: 0.8427 +2023-12-28 20:34:43,943 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 23:10:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9581, loss_cls: 0.8622, loss: 0.8622 +2023-12-28 20:35:09,220 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 23:10:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 0.8609, loss: 0.8609 +2023-12-28 20:35:34,680 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 23:10:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 0.8709, loss: 0.8709 +2023-12-28 20:35:59,995 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 23:09:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9556, loss_cls: 0.8615, loss: 0.8615 +2023-12-28 20:36:25,802 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 23:09:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 0.7797, loss: 0.7797 +2023-12-28 20:36:52,248 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 23:08:47, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 0.8737, loss: 0.8737 +2023-12-28 20:37:17,893 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 23:08:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9556, loss_cls: 0.8524, loss: 0.8524 +2023-12-28 20:37:43,495 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 23:07:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9544, loss_cls: 0.8828, loss: 0.8828 +2023-12-28 20:38:09,686 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 23:07:29, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 0.8654, loss: 0.8654 +2023-12-28 20:38:34,834 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 23:07:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 0.8363, loss: 0.8363 +2023-12-28 20:39:00,422 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 23:06:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 0.8838, loss: 0.8838 +2023-12-28 20:39:25,903 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 23:06:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9631, loss_cls: 0.8069, loss: 0.8069 +2023-12-28 20:39:51,353 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 23:05:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 0.8212, loss: 0.8212 +2023-12-28 20:40:16,494 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 23:05:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9550, loss_cls: 0.8762, loss: 0.8762 +2023-12-28 20:40:41,860 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 23:04:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 0.9180, loss: 0.9180 +2023-12-28 20:41:07,168 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 23:04:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 0.9007, loss: 0.9007 +2023-12-28 20:41:32,268 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 23:03:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 0.8425, loss: 0.8425 +2023-12-28 20:41:57,538 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 23:03:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 0.8758, loss: 0.8758 +2023-12-28 20:42:23,060 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 23:03:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9594, loss_cls: 0.8184, loss: 0.8184 +2023-12-28 20:42:48,372 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 23:02:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9500, loss_cls: 0.9113, loss: 0.9113 +2023-12-28 20:43:13,790 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 23:02:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9556, loss_cls: 0.8730, loss: 0.8730 +2023-12-28 20:43:39,079 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 23:01:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 0.8406, loss: 0.8406 +2023-12-28 20:44:04,089 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 23:01:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 0.8768, loss: 0.8768 +2023-12-28 20:44:29,567 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 23:00:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 0.8860, loss: 0.8860 +2023-12-28 20:44:54,751 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 23:00:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 0.8532, loss: 0.8532 +2023-12-28 20:45:05,593 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-28 20:48:55,659 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 20:48:56,270 - pyskl - INFO - +top1_acc 0.7732 +top5_acc 0.9558 +2023-12-28 20:48:56,276 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_67.pth was removed +2023-12-28 20:48:56,488 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. +2023-12-28 20:48:56,490 - pyskl - INFO - Best top1_acc is 0.7732 at 69 epoch. +2023-12-28 20:48:56,512 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7732, top5_acc: 0.9558 +2023-12-28 20:49:51,706 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 23:00:08, time: 0.552, data_time: 0.296, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 0.8445, loss: 0.8445 +2023-12-28 20:50:17,349 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 22:59:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 0.8548, loss: 0.8548 +2023-12-28 20:50:42,489 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 22:59:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.7362, loss: 0.7362 +2023-12-28 20:51:07,657 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 22:58:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 0.7459, loss: 0.7459 +2023-12-28 20:51:33,248 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 22:58:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 0.8263, loss: 0.8263 +2023-12-28 20:51:59,362 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 22:57:55, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 0.8002, loss: 0.8002 +2023-12-28 20:52:24,945 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 22:57:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 0.8207, loss: 0.8207 +2023-12-28 20:52:50,442 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 22:57:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 0.8739, loss: 0.8739 +2023-12-28 20:53:15,866 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 22:56:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 0.8305, loss: 0.8305 +2023-12-28 20:53:41,559 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 22:56:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 0.8475, loss: 0.8475 +2023-12-28 20:54:06,606 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 22:55:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9537, loss_cls: 0.9049, loss: 0.9049 +2023-12-28 20:54:32,014 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 22:55:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 0.8173, loss: 0.8173 +2023-12-28 20:54:57,765 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 22:54:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 0.8375, loss: 0.8375 +2023-12-28 20:55:22,939 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 22:54:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 0.8924, loss: 0.8924 +2023-12-28 20:55:48,472 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 22:53:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 0.8678, loss: 0.8678 +2023-12-28 20:56:13,647 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 22:53:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 0.7853, loss: 0.7853 +2023-12-28 20:56:38,902 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 22:53:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 0.8561, loss: 0.8561 +2023-12-28 20:57:04,392 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 22:52:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9600, loss_cls: 0.8243, loss: 0.8243 +2023-12-28 20:57:29,609 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 22:52:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 0.8402, loss: 0.8402 +2023-12-28 20:57:54,774 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 22:51:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9650, loss_cls: 0.7603, loss: 0.7603 +2023-12-28 20:58:20,144 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 22:51:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9650, loss_cls: 0.8362, loss: 0.8362 +2023-12-28 20:58:45,583 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 22:50:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9575, loss_cls: 0.8246, loss: 0.8246 +2023-12-28 20:59:10,847 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 22:50:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 0.9026, loss: 0.9026 +2023-12-28 20:59:36,063 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 22:49:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 0.8419, loss: 0.8419 +2023-12-28 21:00:01,129 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 22:49:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 0.8397, loss: 0.8397 +2023-12-28 21:00:26,277 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 22:49:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 0.8061, loss: 0.8061 +2023-12-28 21:00:51,539 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 22:48:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 0.8162, loss: 0.8162 +2023-12-28 21:01:16,836 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 22:48:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9531, loss_cls: 0.9185, loss: 0.9185 +2023-12-28 21:01:41,940 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 22:47:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 0.7775, loss: 0.7775 +2023-12-28 21:02:07,102 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 22:47:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9587, loss_cls: 0.8634, loss: 0.8634 +2023-12-28 21:02:32,190 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 22:46:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9544, loss_cls: 0.8574, loss: 0.8574 +2023-12-28 21:02:57,594 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 22:46:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 0.8351, loss: 0.8351 +2023-12-28 21:03:23,169 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 22:45:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9575, loss_cls: 0.8563, loss: 0.8563 +2023-12-28 21:03:49,657 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 22:45:30, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9550, loss_cls: 0.9149, loss: 0.9149 +2023-12-28 21:04:15,216 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 22:45:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 0.8401, loss: 0.8401 +2023-12-28 21:04:40,495 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 22:44:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 0.8490, loss: 0.8490 +2023-12-28 21:05:06,019 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 22:44:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 0.8335, loss: 0.8335 +2023-12-28 21:05:31,670 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 22:43:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 0.8841, loss: 0.8841 +2023-12-28 21:05:57,795 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 22:43:18, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 0.8144, loss: 0.8144 +2023-12-28 21:06:09,077 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-28 21:09:58,469 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 21:09:59,073 - pyskl - INFO - +top1_acc 0.6827 +top5_acc 0.9056 +2023-12-28 21:09:59,097 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.6827, top5_acc: 0.9056 +2023-12-28 21:10:55,246 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 22:43:04, time: 0.561, data_time: 0.302, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 0.8022, loss: 0.8022 +2023-12-28 21:11:20,792 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 22:42:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 0.8157, loss: 0.8157 +2023-12-28 21:11:46,681 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 22:42:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 0.7844, loss: 0.7844 +2023-12-28 21:12:12,951 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 22:41:46, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 0.7642, loss: 0.7642 +2023-12-28 21:12:38,457 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 22:41:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 0.8423, loss: 0.8423 +2023-12-28 21:13:04,001 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 22:40:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 0.8042, loss: 0.8042 +2023-12-28 21:13:29,497 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 22:40:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 0.8698, loss: 0.8698 +2023-12-28 21:13:55,043 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 22:40:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 0.8078, loss: 0.8078 +2023-12-28 21:14:20,824 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 22:39:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9606, loss_cls: 0.8602, loss: 0.8602 +2023-12-28 21:14:46,245 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 22:39:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 0.8133, loss: 0.8133 +2023-12-28 21:15:11,452 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 22:38:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9600, loss_cls: 0.7884, loss: 0.7884 +2023-12-28 21:15:36,908 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 22:38:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 0.7557, loss: 0.7557 +2023-12-28 21:16:02,620 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 22:37:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9569, loss_cls: 0.8056, loss: 0.8056 +2023-12-28 21:16:27,789 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 22:37:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 0.9106, loss: 0.9106 +2023-12-28 21:16:52,921 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 22:36:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9619, loss_cls: 0.8189, loss: 0.8189 +2023-12-28 21:17:18,232 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 22:36:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 0.8322, loss: 0.8322 +2023-12-28 21:17:43,465 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 22:36:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 0.8422, loss: 0.8422 +2023-12-28 21:18:08,618 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 22:35:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 0.7908, loss: 0.7908 +2023-12-28 21:18:33,897 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 22:35:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 0.8073, loss: 0.8073 +2023-12-28 21:18:59,520 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 22:34:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 0.8874, loss: 0.8874 +2023-12-28 21:19:24,852 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 22:34:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.8042, loss: 0.8042 +2023-12-28 21:19:50,726 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 22:33:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 0.8493, loss: 0.8493 +2023-12-28 21:20:17,207 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 22:33:23, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 0.8254, loss: 0.8254 +2023-12-28 21:20:43,603 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 22:32:58, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 0.8384, loss: 0.8384 +2023-12-28 21:21:08,881 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 22:32:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 0.7317, loss: 0.7317 +2023-12-28 21:21:33,961 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 22:32:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 0.8243, loss: 0.8243 +2023-12-28 21:21:59,010 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 22:31:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9506, loss_cls: 0.9119, loss: 0.9119 +2023-12-28 21:22:24,020 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 22:31:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 0.8663, loss: 0.8663 +2023-12-28 21:22:49,162 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 22:30:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 0.8564, loss: 0.8564 +2023-12-28 21:23:15,131 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 22:30:17, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9644, loss_cls: 0.7964, loss: 0.7964 +2023-12-28 21:23:41,570 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 22:29:52, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9544, loss_cls: 0.8552, loss: 0.8552 +2023-12-28 21:24:07,940 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 22:29:26, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 0.7859, loss: 0.7859 +2023-12-28 21:24:33,951 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 22:29:01, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9581, loss_cls: 0.8244, loss: 0.8244 +2023-12-28 21:24:59,138 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 22:28:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 0.8548, loss: 0.8548 +2023-12-28 21:25:24,573 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 22:28:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 0.8564, loss: 0.8564 +2023-12-28 21:25:49,894 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 22:27:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9519, loss_cls: 0.9125, loss: 0.9125 +2023-12-28 21:26:15,227 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 22:27:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 0.8591, loss: 0.8591 +2023-12-28 21:26:41,460 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 22:26:48, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 0.8967, loss: 0.8967 +2023-12-28 21:27:06,905 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 22:26:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 0.8350, loss: 0.8350 +2023-12-28 21:27:17,990 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-28 21:31:07,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 21:31:08,489 - pyskl - INFO - +top1_acc 0.7534 +top5_acc 0.9485 +2023-12-28 21:31:08,512 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7534, top5_acc: 0.9485 +2023-12-28 21:32:04,176 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 22:26:07, time: 0.557, data_time: 0.305, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 0.8641, loss: 0.8641 +2023-12-28 21:32:29,666 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 22:25:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 0.7687, loss: 0.7687 +2023-12-28 21:32:55,211 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 22:25:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 0.7938, loss: 0.7938 +2023-12-28 21:33:20,458 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 22:24:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 0.8098, loss: 0.8098 +2023-12-28 21:33:45,880 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 22:24:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9544, loss_cls: 0.8832, loss: 0.8832 +2023-12-28 21:34:11,553 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 22:23:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9513, loss_cls: 0.8425, loss: 0.8425 +2023-12-28 21:34:36,894 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 22:23:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 0.8725, loss: 0.8725 +2023-12-28 21:35:02,196 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 22:23:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 0.7073, loss: 0.7073 +2023-12-28 21:35:27,407 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 22:22:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 0.8668, loss: 0.8668 +2023-12-28 21:35:52,737 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 22:22:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 0.7823, loss: 0.7823 +2023-12-28 21:36:17,769 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 22:21:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 0.8385, loss: 0.8385 +2023-12-28 21:36:43,038 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 22:21:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 0.7885, loss: 0.7885 +2023-12-28 21:37:08,813 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 22:20:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9594, loss_cls: 0.8318, loss: 0.8318 +2023-12-28 21:37:34,295 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 22:20:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 0.8679, loss: 0.8679 +2023-12-28 21:37:59,749 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 22:19:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9606, loss_cls: 0.8230, loss: 0.8230 +2023-12-28 21:38:25,104 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 22:19:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9594, loss_cls: 0.8350, loss: 0.8350 +2023-12-28 21:38:50,412 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 22:19:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9613, loss_cls: 0.7954, loss: 0.7954 +2023-12-28 21:39:15,657 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 22:18:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 0.8091, loss: 0.8091 +2023-12-28 21:39:41,227 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 22:18:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 0.7631, loss: 0.7631 +2023-12-28 21:40:06,737 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 22:17:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 0.7963, loss: 0.7963 +2023-12-28 21:40:31,887 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 22:17:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 0.8420, loss: 0.8420 +2023-12-28 21:40:57,340 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 22:16:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 0.8353, loss: 0.8353 +2023-12-28 21:41:22,995 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 22:16:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 0.7998, loss: 0.7998 +2023-12-28 21:41:48,537 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 22:15:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 0.8107, loss: 0.8107 +2023-12-28 21:42:13,668 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 22:15:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9531, loss_cls: 0.9071, loss: 0.9071 +2023-12-28 21:42:38,584 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 22:15:02, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9531, loss_cls: 0.8820, loss: 0.8820 +2023-12-28 21:43:03,529 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 22:14:35, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 0.8930, loss: 0.8930 +2023-12-28 21:43:28,794 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 22:14:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 0.8664, loss: 0.8664 +2023-12-28 21:43:54,030 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 22:13:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.8231, loss: 0.8231 +2023-12-28 21:44:19,228 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 22:13:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 0.8190, loss: 0.8190 +2023-12-28 21:44:44,716 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 22:12:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 0.7803, loss: 0.7803 +2023-12-28 21:45:10,084 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 22:12:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9637, loss_cls: 0.7835, loss: 0.7835 +2023-12-28 21:45:35,187 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 22:11:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 0.7915, loss: 0.7915 +2023-12-28 21:46:00,356 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 22:11:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 0.8729, loss: 0.8729 +2023-12-28 21:46:25,680 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 22:11:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9613, loss_cls: 0.8662, loss: 0.8662 +2023-12-28 21:46:51,095 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 22:10:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 0.7972, loss: 0.7972 +2023-12-28 21:47:16,565 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 22:10:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9631, loss_cls: 0.8307, loss: 0.8307 +2023-12-28 21:47:42,210 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 22:09:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 0.8451, loss: 0.8451 +2023-12-28 21:48:07,500 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 22:09:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9625, loss_cls: 0.7763, loss: 0.7763 +2023-12-28 21:48:18,383 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-28 21:52:07,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 21:52:08,491 - pyskl - INFO - +top1_acc 0.7787 +top5_acc 0.9570 +2023-12-28 21:52:08,496 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_69.pth was removed +2023-12-28 21:52:08,716 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2023-12-28 21:52:08,717 - pyskl - INFO - Best top1_acc is 0.7787 at 72 epoch. +2023-12-28 21:52:08,739 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7787, top5_acc: 0.9570 +2023-12-28 21:53:04,620 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 22:09:00, time: 0.559, data_time: 0.303, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 0.7954, loss: 0.7954 +2023-12-28 21:53:30,715 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 22:08:35, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 0.7318, loss: 0.7318 +2023-12-28 21:53:56,465 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 22:08:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 0.8590, loss: 0.8590 +2023-12-28 21:54:21,935 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 22:07:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 0.7565, loss: 0.7565 +2023-12-28 21:54:47,314 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 22:07:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 0.7815, loss: 0.7815 +2023-12-28 21:55:13,075 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 22:06:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9569, loss_cls: 0.8018, loss: 0.8018 +2023-12-28 21:55:38,612 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 22:06:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9606, loss_cls: 0.8037, loss: 0.8037 +2023-12-28 21:56:04,005 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 22:05:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 0.7645, loss: 0.7645 +2023-12-28 21:56:29,643 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 22:05:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 0.7715, loss: 0.7715 +2023-12-28 21:56:54,870 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 22:05:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 0.7409, loss: 0.7409 +2023-12-28 21:57:20,033 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 22:04:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 0.8876, loss: 0.8876 +2023-12-28 21:57:45,197 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 22:04:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9625, loss_cls: 0.7871, loss: 0.7871 +2023-12-28 21:58:10,739 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 22:03:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9531, loss_cls: 0.8682, loss: 0.8682 +2023-12-28 21:58:36,169 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 22:03:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 0.8448, loss: 0.8448 +2023-12-28 21:59:01,659 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 22:02:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 0.8324, loss: 0.8324 +2023-12-28 21:59:27,056 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 22:02:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 0.8241, loss: 0.8241 +2023-12-28 21:59:52,388 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 22:01:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 0.8510, loss: 0.8510 +2023-12-28 22:00:17,959 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 22:01:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 0.8238, loss: 0.8238 +2023-12-28 22:00:43,229 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 22:01:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.7660, loss: 0.7660 +2023-12-28 22:01:08,595 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 22:00:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 0.7819, loss: 0.7819 +2023-12-28 22:01:34,143 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 22:00:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 0.7943, loss: 0.7943 +2023-12-28 22:01:59,616 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 21:59:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 0.7955, loss: 0.7955 +2023-12-28 22:02:25,007 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 21:59:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 0.7974, loss: 0.7974 +2023-12-28 22:02:50,568 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 21:58:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 0.7690, loss: 0.7690 +2023-12-28 22:03:15,986 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 21:58:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9637, loss_cls: 0.7721, loss: 0.7721 +2023-12-28 22:03:41,313 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 21:57:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 0.8206, loss: 0.8206 +2023-12-28 22:04:07,295 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 21:57:33, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 0.8357, loss: 0.8357 +2023-12-28 22:04:32,424 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 21:57:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9581, loss_cls: 0.8595, loss: 0.8595 +2023-12-28 22:04:57,382 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 21:56:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9544, loss_cls: 0.8279, loss: 0.8279 +2023-12-28 22:05:22,348 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 21:56:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 0.8192, loss: 0.8192 +2023-12-28 22:05:47,581 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 21:55:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 0.8673, loss: 0.8673 +2023-12-28 22:06:12,717 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 21:55:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9600, loss_cls: 0.7992, loss: 0.7992 +2023-12-28 22:06:38,172 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 21:54:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 0.8283, loss: 0.8283 +2023-12-28 22:07:03,761 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 21:54:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 0.8432, loss: 0.8432 +2023-12-28 22:07:29,211 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 21:53:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 0.8749, loss: 0.8749 +2023-12-28 22:07:54,687 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 21:53:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 0.8601, loss: 0.8601 +2023-12-28 22:08:20,202 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 21:53:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9700, loss_cls: 0.8771, loss: 0.8771 +2023-12-28 22:08:46,050 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 21:52:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9569, loss_cls: 0.8267, loss: 0.8267 +2023-12-28 22:09:11,464 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 21:52:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9613, loss_cls: 0.7824, loss: 0.7824 +2023-12-28 22:09:22,433 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-28 22:13:11,837 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 22:13:12,431 - pyskl - INFO - +top1_acc 0.6969 +top5_acc 0.9258 +2023-12-28 22:13:12,454 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.6969, top5_acc: 0.9258 +2023-12-28 22:14:07,374 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 21:51:57, time: 0.549, data_time: 0.296, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9550, loss_cls: 0.8814, loss: 0.8814 +2023-12-28 22:14:32,840 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 21:51:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 0.8099, loss: 0.8099 +2023-12-28 22:14:58,325 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 21:51:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.7549, loss: 0.7549 +2023-12-28 22:15:23,875 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 21:50:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9600, loss_cls: 0.8224, loss: 0.8224 +2023-12-28 22:15:49,556 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 21:50:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 0.7858, loss: 0.7858 +2023-12-28 22:16:15,253 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 21:49:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9575, loss_cls: 0.8616, loss: 0.8616 +2023-12-28 22:16:41,280 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 21:49:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 0.8541, loss: 0.8541 +2023-12-28 22:17:07,443 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 21:48:53, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9581, loss_cls: 0.8297, loss: 0.8297 +2023-12-28 22:17:32,577 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 21:48:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 0.8165, loss: 0.8165 +2023-12-28 22:17:57,956 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 21:48:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 0.7772, loss: 0.7772 +2023-12-28 22:18:23,477 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 21:47:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9600, loss_cls: 0.8346, loss: 0.8346 +2023-12-28 22:18:49,873 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 21:47:08, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 0.8242, loss: 0.8242 +2023-12-28 22:19:15,265 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 21:46:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 0.7862, loss: 0.7862 +2023-12-28 22:19:40,805 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 21:46:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 0.8378, loss: 0.8378 +2023-12-28 22:20:05,835 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 21:45:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 0.7801, loss: 0.7801 +2023-12-28 22:20:30,843 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 21:45:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 0.7837, loss: 0.7837 +2023-12-28 22:20:55,826 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 21:44:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 0.7273, loss: 0.7273 +2023-12-28 22:21:20,803 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 21:44:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 0.8296, loss: 0.8296 +2023-12-28 22:21:45,773 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 21:44:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 0.7671, loss: 0.7671 +2023-12-28 22:22:10,724 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 21:43:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.7539, loss: 0.7539 +2023-12-28 22:22:35,685 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 21:43:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 0.8351, loss: 0.8351 +2023-12-28 22:23:00,792 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 21:42:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9613, loss_cls: 0.8137, loss: 0.8137 +2023-12-28 22:23:26,284 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 21:42:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9613, loss_cls: 0.8222, loss: 0.8222 +2023-12-28 22:23:51,232 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 21:41:46, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9556, loss_cls: 0.8739, loss: 0.8739 +2023-12-28 22:24:16,200 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 21:41:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 0.7892, loss: 0.7892 +2023-12-28 22:24:41,161 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 21:40:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9563, loss_cls: 0.8799, loss: 0.8799 +2023-12-28 22:25:06,427 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 21:40:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 0.8154, loss: 0.8154 +2023-12-28 22:25:31,790 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 21:39:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9656, loss_cls: 0.7818, loss: 0.7818 +2023-12-28 22:25:58,063 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 21:39:33, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 0.7975, loss: 0.7975 +2023-12-28 22:26:24,570 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 21:39:08, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 0.7980, loss: 0.7980 +2023-12-28 22:26:51,068 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 21:38:43, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 0.8177, loss: 0.8177 +2023-12-28 22:27:17,599 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 21:38:17, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9531, loss_cls: 0.8862, loss: 0.8862 +2023-12-28 22:27:44,107 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 21:37:52, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 0.7629, loss: 0.7629 +2023-12-28 22:28:10,649 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 21:37:27, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 0.7711, loss: 0.7711 +2023-12-28 22:28:37,335 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 21:37:01, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9606, loss_cls: 0.8179, loss: 0.8179 +2023-12-28 22:29:03,186 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 21:36:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 0.7813, loss: 0.7813 +2023-12-28 22:29:28,967 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 21:36:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9550, loss_cls: 0.8570, loss: 0.8570 +2023-12-28 22:29:54,596 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 21:35:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9544, loss_cls: 0.8546, loss: 0.8546 +2023-12-28 22:30:20,144 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 21:35:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 0.7686, loss: 0.7686 +2023-12-28 22:30:30,996 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-28 22:34:19,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 22:34:20,380 - pyskl - INFO - +top1_acc 0.7634 +top5_acc 0.9583 +2023-12-28 22:34:20,403 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7634, top5_acc: 0.9583 +2023-12-28 22:35:15,909 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 21:35:00, time: 0.555, data_time: 0.300, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 0.8041, loss: 0.8041 +2023-12-28 22:35:41,274 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 21:34:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 0.7509, loss: 0.7509 +2023-12-28 22:36:06,705 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 21:34:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 0.7527, loss: 0.7527 +2023-12-28 22:36:32,249 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 21:33:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9600, loss_cls: 0.7961, loss: 0.7961 +2023-12-28 22:36:57,850 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 21:33:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 0.8248, loss: 0.8248 +2023-12-28 22:37:23,432 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 21:32:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 0.7683, loss: 0.7683 +2023-12-28 22:37:49,188 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 21:32:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 0.7861, loss: 0.7861 +2023-12-28 22:38:14,778 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 21:31:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 0.8697, loss: 0.8697 +2023-12-28 22:38:40,127 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 21:31:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 0.8221, loss: 0.8221 +2023-12-28 22:39:05,464 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 21:31:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9606, loss_cls: 0.8226, loss: 0.8226 +2023-12-28 22:39:30,493 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 21:30:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9556, loss_cls: 0.8455, loss: 0.8455 +2023-12-28 22:39:55,506 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 21:30:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 0.8392, loss: 0.8392 +2023-12-28 22:40:20,716 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 21:29:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9575, loss_cls: 0.8182, loss: 0.8182 +2023-12-28 22:40:46,314 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 21:29:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 0.8409, loss: 0.8409 +2023-12-28 22:41:11,444 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 21:28:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 0.7820, loss: 0.7820 +2023-12-28 22:41:36,650 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 21:28:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 0.8162, loss: 0.8162 +2023-12-28 22:42:01,875 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 21:27:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 0.7587, loss: 0.7587 +2023-12-28 22:42:27,287 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 21:27:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9587, loss_cls: 0.8442, loss: 0.8442 +2023-12-28 22:42:52,720 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 21:27:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 0.8471, loss: 0.8471 +2023-12-28 22:43:17,969 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 21:26:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 0.8132, loss: 0.8132 +2023-12-28 22:43:43,000 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 21:26:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 0.8282, loss: 0.8282 +2023-12-28 22:44:08,261 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 21:25:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9581, loss_cls: 0.8300, loss: 0.8300 +2023-12-28 22:44:33,610 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 21:25:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 0.8017, loss: 0.8017 +2023-12-28 22:44:58,917 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 21:24:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9625, loss_cls: 0.7785, loss: 0.7785 +2023-12-28 22:45:23,892 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 21:24:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 0.7966, loss: 0.7966 +2023-12-28 22:45:48,844 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 21:23:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 0.7792, loss: 0.7792 +2023-12-28 22:46:13,801 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 21:23:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 0.8057, loss: 0.8057 +2023-12-28 22:46:38,774 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 21:23:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.7401, loss: 0.7401 +2023-12-28 22:47:03,718 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 21:22:34, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9569, loss_cls: 0.8080, loss: 0.8080 +2023-12-28 22:47:28,648 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 21:22:07, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 0.7817, loss: 0.7817 +2023-12-28 22:47:53,585 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 21:21:40, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.7397, loss: 0.7397 +2023-12-28 22:48:18,517 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 21:21:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 0.7519, loss: 0.7519 +2023-12-28 22:48:43,473 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 21:20:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9569, loss_cls: 0.8591, loss: 0.8591 +2023-12-28 22:49:08,418 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 21:20:19, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 0.8452, loss: 0.8452 +2023-12-28 22:49:33,795 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 21:19:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9563, loss_cls: 0.8439, loss: 0.8439 +2023-12-28 22:49:59,398 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 21:19:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 0.8353, loss: 0.8353 +2023-12-28 22:50:24,816 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 21:19:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9625, loss_cls: 0.7924, loss: 0.7924 +2023-12-28 22:50:50,358 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 21:18:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 0.7944, loss: 0.7944 +2023-12-28 22:51:15,744 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 21:18:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 0.7738, loss: 0.7738 +2023-12-28 22:51:26,631 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-28 22:55:15,560 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 22:55:16,148 - pyskl - INFO - +top1_acc 0.7731 +top5_acc 0.9591 +2023-12-28 22:55:16,171 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7731, top5_acc: 0.9591 +2023-12-28 22:56:11,353 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 21:17:49, time: 0.552, data_time: 0.299, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9625, loss_cls: 0.7740, loss: 0.7740 +2023-12-28 22:56:37,415 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 21:17:24, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9694, loss_cls: 0.6643, loss: 0.6643 +2023-12-28 22:57:03,004 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 21:16:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9563, loss_cls: 0.8482, loss: 0.8482 +2023-12-28 22:57:28,470 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 21:16:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 0.7969, loss: 0.7969 +2023-12-28 22:57:54,157 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 21:16:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 0.8235, loss: 0.8235 +2023-12-28 22:58:20,770 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 21:15:39, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 0.7898, loss: 0.7898 +2023-12-28 22:58:46,391 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 21:15:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9594, loss_cls: 0.7648, loss: 0.7648 +2023-12-28 22:59:12,065 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 21:14:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9637, loss_cls: 0.7675, loss: 0.7675 +2023-12-28 22:59:37,687 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 21:14:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 0.7230, loss: 0.7230 +2023-12-28 23:00:03,914 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 21:13:55, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9669, loss_cls: 0.7473, loss: 0.7473 +2023-12-28 23:00:29,064 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 21:13:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 0.7755, loss: 0.7755 +2023-12-28 23:00:54,272 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 21:13:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 0.7858, loss: 0.7858 +2023-12-28 23:01:19,555 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 21:12:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 0.7925, loss: 0.7925 +2023-12-28 23:01:44,831 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 21:12:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 0.8109, loss: 0.8109 +2023-12-28 23:02:10,246 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 21:11:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9688, loss_cls: 0.6985, loss: 0.6985 +2023-12-28 23:02:35,648 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 21:11:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9794, loss_cls: 0.7485, loss: 0.7485 +2023-12-28 23:03:00,872 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 21:10:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 0.7942, loss: 0.7942 +2023-12-28 23:03:26,048 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 21:10:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 0.8324, loss: 0.8324 +2023-12-28 23:03:51,198 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 21:09:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 0.7392, loss: 0.7392 +2023-12-28 23:04:16,781 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 21:09:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 0.7610, loss: 0.7610 +2023-12-28 23:04:42,145 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 21:09:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9594, loss_cls: 0.7857, loss: 0.7857 +2023-12-28 23:05:07,650 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 21:08:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 0.8264, loss: 0.8264 +2023-12-28 23:05:33,709 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 21:08:10, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 0.8180, loss: 0.8180 +2023-12-28 23:05:59,206 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 21:07:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9663, loss_cls: 0.7684, loss: 0.7684 +2023-12-28 23:06:24,658 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 21:07:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9806, loss_cls: 0.7545, loss: 0.7545 +2023-12-28 23:06:50,107 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 21:06:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 0.8216, loss: 0.8216 +2023-12-28 23:07:15,711 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 21:06:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 0.8152, loss: 0.8152 +2023-12-28 23:07:40,970 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 21:05:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9544, loss_cls: 0.8710, loss: 0.8710 +2023-12-28 23:08:06,305 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 21:05:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 0.8180, loss: 0.8180 +2023-12-28 23:08:31,675 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 21:05:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 0.8310, loss: 0.8310 +2023-12-28 23:08:56,646 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 21:04:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 0.8260, loss: 0.8260 +2023-12-28 23:09:21,633 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 21:04:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 0.7892, loss: 0.7892 +2023-12-28 23:09:46,613 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 21:03:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 0.8421, loss: 0.8421 +2023-12-28 23:10:11,559 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 21:03:17, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 0.8140, loss: 0.8140 +2023-12-28 23:10:36,865 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 21:02:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 0.9372, loss: 0.9372 +2023-12-28 23:11:02,459 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 21:02:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9619, loss_cls: 0.7906, loss: 0.7906 +2023-12-28 23:11:27,718 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 21:01:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 0.8264, loss: 0.8264 +2023-12-28 23:11:53,509 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 21:01:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 0.8434, loss: 0.8434 +2023-12-28 23:12:19,189 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 21:01:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9619, loss_cls: 0.7933, loss: 0.7933 +2023-12-28 23:12:30,179 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-28 23:16:19,508 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 23:16:20,142 - pyskl - INFO - +top1_acc 0.7576 +top5_acc 0.9483 +2023-12-28 23:16:20,165 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7576, top5_acc: 0.9483 +2023-12-28 23:17:15,297 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 21:00:47, time: 0.551, data_time: 0.298, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 0.7724, loss: 0.7724 +2023-12-28 23:17:40,606 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 21:00:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 0.6727, loss: 0.6727 +2023-12-28 23:18:05,884 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 20:59:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 0.7737, loss: 0.7737 +2023-12-28 23:18:31,201 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 20:59:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 0.7007, loss: 0.7007 +2023-12-28 23:18:56,944 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 20:59:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 0.6781, loss: 0.6781 +2023-12-28 23:19:22,414 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 20:58:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 0.7507, loss: 0.7507 +2023-12-28 23:19:47,905 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 20:58:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 0.8202, loss: 0.8202 +2023-12-28 23:20:13,188 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 20:57:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 0.7785, loss: 0.7785 +2023-12-28 23:20:38,809 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 20:57:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9656, loss_cls: 0.7662, loss: 0.7662 +2023-12-28 23:21:03,845 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 20:56:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9725, loss_cls: 0.6798, loss: 0.6798 +2023-12-28 23:21:28,864 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 20:56:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9613, loss_cls: 0.7816, loss: 0.7816 +2023-12-28 23:21:53,820 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 20:55:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9619, loss_cls: 0.7670, loss: 0.7670 +2023-12-28 23:22:18,907 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 20:55:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 0.7970, loss: 0.7970 +2023-12-28 23:22:44,423 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 20:55:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 0.7796, loss: 0.7796 +2023-12-28 23:23:10,050 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 20:54:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 0.7720, loss: 0.7720 +2023-12-28 23:23:35,392 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 20:54:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9606, loss_cls: 0.7635, loss: 0.7635 +2023-12-28 23:24:00,402 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 20:53:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 0.8076, loss: 0.8076 +2023-12-28 23:24:25,351 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 20:53:15, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 0.7400, loss: 0.7400 +2023-12-28 23:24:50,299 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 20:52:48, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 0.7898, loss: 0.7898 +2023-12-28 23:25:15,229 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 20:52:21, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9606, loss_cls: 0.7966, loss: 0.7966 +2023-12-28 23:25:40,176 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 20:51:54, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 0.7811, loss: 0.7811 +2023-12-28 23:26:05,102 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 20:51:27, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 0.7817, loss: 0.7817 +2023-12-28 23:26:30,174 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 20:51:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9637, loss_cls: 0.7570, loss: 0.7570 +2023-12-28 23:26:55,792 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 20:50:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 0.8275, loss: 0.8275 +2023-12-28 23:27:20,957 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 20:50:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9563, loss_cls: 0.8475, loss: 0.8475 +2023-12-28 23:27:46,197 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 20:49:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9631, loss_cls: 0.8143, loss: 0.8143 +2023-12-28 23:28:11,324 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 20:49:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9606, loss_cls: 0.7972, loss: 0.7972 +2023-12-28 23:28:36,469 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 20:48:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 0.8441, loss: 0.8441 +2023-12-28 23:29:01,669 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 20:48:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 0.7688, loss: 0.7688 +2023-12-28 23:29:26,684 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 20:47:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 0.8082, loss: 0.8082 +2023-12-28 23:29:51,696 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 20:47:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 0.8364, loss: 0.8364 +2023-12-28 23:30:16,963 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 20:47:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 0.7676, loss: 0.7676 +2023-12-28 23:30:42,174 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 20:46:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9613, loss_cls: 0.8015, loss: 0.8015 +2023-12-28 23:31:07,301 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 20:46:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 0.8315, loss: 0.8315 +2023-12-28 23:31:32,565 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 20:45:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9550, loss_cls: 0.8432, loss: 0.8432 +2023-12-28 23:31:58,069 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 20:45:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 0.7485, loss: 0.7485 +2023-12-28 23:32:23,249 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 20:44:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9625, loss_cls: 0.7830, loss: 0.7830 +2023-12-28 23:32:49,162 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 20:44:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 0.8246, loss: 0.8246 +2023-12-28 23:33:14,474 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 20:43:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9556, loss_cls: 0.8295, loss: 0.8295 +2023-12-28 23:33:25,427 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-28 23:37:14,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 23:37:15,151 - pyskl - INFO - +top1_acc 0.7742 +top5_acc 0.9559 +2023-12-28 23:37:15,174 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7742, top5_acc: 0.9559 +2023-12-28 23:38:10,270 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 20:43:37, time: 0.551, data_time: 0.297, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9644, loss_cls: 0.7745, loss: 0.7745 +2023-12-28 23:38:35,938 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 20:43:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 0.7321, loss: 0.7321 +2023-12-28 23:39:01,498 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 20:42:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 0.7776, loss: 0.7776 +2023-12-28 23:39:26,694 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 20:42:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9625, loss_cls: 0.7955, loss: 0.7955 +2023-12-28 23:39:52,032 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 20:41:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9637, loss_cls: 0.7692, loss: 0.7692 +2023-12-28 23:40:17,646 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 20:41:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 0.6728, loss: 0.6728 +2023-12-28 23:40:43,631 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 20:40:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 0.7956, loss: 0.7956 +2023-12-28 23:41:09,415 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 20:40:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 0.7518, loss: 0.7518 +2023-12-28 23:41:34,450 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 20:40:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9613, loss_cls: 0.7844, loss: 0.7844 +2023-12-28 23:41:59,393 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 20:39:39, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.7919, loss: 0.7919 +2023-12-28 23:42:24,378 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 20:39:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.7341, loss: 0.7341 +2023-12-28 23:42:49,320 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 20:38:45, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 0.8534, loss: 0.8534 +2023-12-28 23:43:14,307 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 20:38:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9575, loss_cls: 0.8103, loss: 0.8103 +2023-12-28 23:43:39,265 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 20:37:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.6918, loss: 0.6918 +2023-12-28 23:44:04,285 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 20:37:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 0.7645, loss: 0.7645 +2023-12-28 23:44:29,675 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 20:36:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9575, loss_cls: 0.8652, loss: 0.8652 +2023-12-28 23:44:54,754 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 20:36:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9575, loss_cls: 0.8151, loss: 0.8151 +2023-12-28 23:45:19,853 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 20:36:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9669, loss_cls: 0.7343, loss: 0.7343 +2023-12-28 23:45:45,050 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 20:35:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 0.7611, loss: 0.7611 +2023-12-28 23:46:10,562 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 20:35:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 0.8168, loss: 0.8168 +2023-12-28 23:46:35,830 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 20:34:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9637, loss_cls: 0.7437, loss: 0.7437 +2023-12-28 23:47:01,090 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 20:34:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.7431, loss: 0.7431 +2023-12-28 23:47:26,560 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 20:33:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9637, loss_cls: 0.7795, loss: 0.7795 +2023-12-28 23:47:51,834 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 20:33:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 0.7494, loss: 0.7494 +2023-12-28 23:48:17,059 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 20:32:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.7343, loss: 0.7343 +2023-12-28 23:48:42,385 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 20:32:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9594, loss_cls: 0.7878, loss: 0.7878 +2023-12-28 23:49:07,491 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 20:32:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 0.7565, loss: 0.7565 +2023-12-28 23:49:33,309 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 20:31:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 0.7762, loss: 0.7762 +2023-12-28 23:49:58,379 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 20:31:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 0.7620, loss: 0.7620 +2023-12-28 23:50:23,530 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 20:30:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 0.7770, loss: 0.7770 +2023-12-28 23:50:48,796 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 20:30:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 0.7927, loss: 0.7927 +2023-12-28 23:51:14,273 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 20:29:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 0.7912, loss: 0.7912 +2023-12-28 23:51:39,523 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 20:29:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 0.8434, loss: 0.8434 +2023-12-28 23:52:04,740 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 20:29:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 0.8221, loss: 0.8221 +2023-12-28 23:52:29,742 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 20:28:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9669, loss_cls: 0.7878, loss: 0.7878 +2023-12-28 23:52:55,044 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 20:28:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9656, loss_cls: 0.7489, loss: 0.7489 +2023-12-28 23:53:20,532 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 20:27:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9600, loss_cls: 0.8118, loss: 0.8118 +2023-12-28 23:53:45,999 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 20:27:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 0.8250, loss: 0.8250 +2023-12-28 23:54:11,519 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 20:26:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9681, loss_cls: 0.7228, loss: 0.7228 +2023-12-28 23:54:22,519 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-28 23:58:11,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 23:58:11,948 - pyskl - INFO - +top1_acc 0.7650 +top5_acc 0.9515 +2023-12-28 23:58:11,971 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7650, top5_acc: 0.9515 +2023-12-28 23:59:08,579 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 20:26:30, time: 0.566, data_time: 0.313, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 0.7679, loss: 0.7679 +2023-12-28 23:59:34,382 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 20:26:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 0.7053, loss: 0.7053 +2023-12-28 23:59:59,998 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 20:25:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.7596, loss: 0.7596 +2023-12-29 00:00:25,324 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 20:25:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 0.7580, loss: 0.7580 +2023-12-29 00:00:50,496 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 20:24:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9637, loss_cls: 0.7501, loss: 0.7501 +2023-12-29 00:01:15,735 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 20:24:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 0.7597, loss: 0.7597 +2023-12-29 00:01:41,333 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 20:23:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.7442, loss: 0.7442 +2023-12-29 00:02:07,019 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 20:23:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 0.7664, loss: 0.7664 +2023-12-29 00:02:32,633 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 20:22:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 0.7993, loss: 0.7993 +2023-12-29 00:02:58,097 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 20:22:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 0.7461, loss: 0.7461 +2023-12-29 00:03:23,498 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 20:22:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 0.8166, loss: 0.8166 +2023-12-29 00:03:48,645 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 20:21:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.7862, loss: 0.7862 +2023-12-29 00:04:13,948 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 20:21:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 0.7735, loss: 0.7735 +2023-12-29 00:04:39,309 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 20:20:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9637, loss_cls: 0.7508, loss: 0.7508 +2023-12-29 00:05:05,519 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 20:20:21, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9587, loss_cls: 0.8072, loss: 0.8072 +2023-12-29 00:05:30,840 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 20:19:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 0.7472, loss: 0.7472 +2023-12-29 00:05:56,325 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 20:19:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 0.7558, loss: 0.7558 +2023-12-29 00:06:21,600 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 20:19:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9669, loss_cls: 0.7574, loss: 0.7574 +2023-12-29 00:06:46,836 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 20:18:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9675, loss_cls: 0.7288, loss: 0.7288 +2023-12-29 00:07:12,018 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 20:18:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 0.7388, loss: 0.7388 +2023-12-29 00:07:37,174 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 20:17:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9663, loss_cls: 0.7304, loss: 0.7304 +2023-12-29 00:08:02,514 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 20:17:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 0.8118, loss: 0.8118 +2023-12-29 00:08:27,807 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 20:16:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9681, loss_cls: 0.7508, loss: 0.7508 +2023-12-29 00:08:52,982 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 20:16:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 0.7881, loss: 0.7881 +2023-12-29 00:09:18,983 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 20:15:56, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 0.7786, loss: 0.7786 +2023-12-29 00:09:44,165 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 20:15:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 0.7618, loss: 0.7618 +2023-12-29 00:10:09,513 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 20:15:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9606, loss_cls: 0.8116, loss: 0.8116 +2023-12-29 00:10:34,815 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 20:14:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9656, loss_cls: 0.8027, loss: 0.8027 +2023-12-29 00:10:59,918 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 20:14:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9669, loss_cls: 0.6985, loss: 0.6985 +2023-12-29 00:11:25,176 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 20:13:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9587, loss_cls: 0.7761, loss: 0.7761 +2023-12-29 00:11:50,403 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 20:13:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 0.7204, loss: 0.7204 +2023-12-29 00:12:15,415 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 20:12:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 0.7290, loss: 0.7290 +2023-12-29 00:12:40,449 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 20:12:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 0.6982, loss: 0.6982 +2023-12-29 00:13:05,651 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 20:11:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.7266, loss: 0.7266 +2023-12-29 00:13:31,012 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 20:11:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9637, loss_cls: 0.7687, loss: 0.7687 +2023-12-29 00:13:56,245 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 20:11:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 0.8101, loss: 0.8101 +2023-12-29 00:14:21,706 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 20:10:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 0.7577, loss: 0.7577 +2023-12-29 00:14:47,604 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 20:10:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9587, loss_cls: 0.7997, loss: 0.7997 +2023-12-29 00:15:13,169 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 20:09:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.7199, loss: 0.7199 +2023-12-29 00:15:24,213 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-29 00:19:14,379 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 00:19:14,961 - pyskl - INFO - +top1_acc 0.7835 +top5_acc 0.9552 +2023-12-29 00:19:14,966 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_72.pth was removed +2023-12-29 00:19:15,178 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2023-12-29 00:19:15,179 - pyskl - INFO - Best top1_acc is 0.7835 at 79 epoch. +2023-12-29 00:19:15,201 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7835, top5_acc: 0.9552 +2023-12-29 00:20:11,052 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 20:09:25, time: 0.558, data_time: 0.305, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 0.7569, loss: 0.7569 +2023-12-29 00:20:37,084 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 20:09:00, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 0.7653, loss: 0.7653 +2023-12-29 00:21:02,986 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 20:08:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9569, loss_cls: 0.7427, loss: 0.7427 +2023-12-29 00:21:28,773 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 20:08:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 0.7357, loss: 0.7357 +2023-12-29 00:21:54,471 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 20:07:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9681, loss_cls: 0.7382, loss: 0.7382 +2023-12-29 00:22:20,295 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 20:07:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9694, loss_cls: 0.7285, loss: 0.7285 +2023-12-29 00:22:45,657 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 20:06:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9675, loss_cls: 0.7035, loss: 0.7035 +2023-12-29 00:23:11,046 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 20:06:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 0.7735, loss: 0.7735 +2023-12-29 00:23:36,798 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 20:05:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9700, loss_cls: 0.7067, loss: 0.7067 +2023-12-29 00:24:01,873 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 20:05:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9613, loss_cls: 0.7992, loss: 0.7992 +2023-12-29 00:24:26,832 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 20:05:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.7610, loss: 0.7610 +2023-12-29 00:24:51,808 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 20:04:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 0.7354, loss: 0.7354 +2023-12-29 00:25:17,163 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 20:04:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9637, loss_cls: 0.8194, loss: 0.8194 +2023-12-29 00:25:42,572 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 20:03:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9625, loss_cls: 0.7725, loss: 0.7725 +2023-12-29 00:26:07,990 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 20:03:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9625, loss_cls: 0.7452, loss: 0.7452 +2023-12-29 00:26:33,485 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 20:02:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9688, loss_cls: 0.7374, loss: 0.7374 +2023-12-29 00:26:59,009 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 20:02:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9650, loss_cls: 0.7427, loss: 0.7427 +2023-12-29 00:27:24,629 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 20:01:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.6881, loss: 0.6881 +2023-12-29 00:27:50,259 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 20:01:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 0.7721, loss: 0.7721 +2023-12-29 00:28:15,708 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 20:01:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 0.7351, loss: 0.7351 +2023-12-29 00:28:41,052 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 20:00:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9650, loss_cls: 0.7470, loss: 0.7470 +2023-12-29 00:29:06,262 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 20:00:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 0.7693, loss: 0.7693 +2023-12-29 00:29:31,722 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 19:59:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 0.7743, loss: 0.7743 +2023-12-29 00:29:57,046 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 19:59:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9644, loss_cls: 0.7585, loss: 0.7585 +2023-12-29 00:30:22,457 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 19:58:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9644, loss_cls: 0.7357, loss: 0.7357 +2023-12-29 00:30:47,825 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 19:58:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9594, loss_cls: 0.8234, loss: 0.8234 +2023-12-29 00:31:12,753 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 19:57:59, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9669, loss_cls: 0.7672, loss: 0.7672 +2023-12-29 00:31:37,685 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 19:57:32, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 0.7948, loss: 0.7948 +2023-12-29 00:32:03,129 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 19:57:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.7167, loss: 0.7167 +2023-12-29 00:32:28,455 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 19:56:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9594, loss_cls: 0.7973, loss: 0.7973 +2023-12-29 00:32:53,767 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 19:56:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9600, loss_cls: 0.7773, loss: 0.7773 +2023-12-29 00:33:19,151 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 19:55:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 0.8276, loss: 0.8276 +2023-12-29 00:33:44,416 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 19:55:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 0.7844, loss: 0.7844 +2023-12-29 00:34:09,530 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 19:54:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 0.7989, loss: 0.7989 +2023-12-29 00:34:34,826 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 19:54:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.7794, loss: 0.7794 +2023-12-29 00:35:00,137 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 19:54:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 0.7587, loss: 0.7587 +2023-12-29 00:35:25,847 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 19:53:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 0.7472, loss: 0.7472 +2023-12-29 00:35:51,541 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 19:53:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 0.7338, loss: 0.7338 +2023-12-29 00:36:16,860 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 19:52:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 0.7579, loss: 0.7579 +2023-12-29 00:36:27,788 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-29 00:40:17,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 00:40:18,192 - pyskl - INFO - +top1_acc 0.7766 +top5_acc 0.9593 +2023-12-29 00:40:18,215 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7766, top5_acc: 0.9593 +2023-12-29 00:41:13,120 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 19:52:22, time: 0.549, data_time: 0.295, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 0.7956, loss: 0.7956 +2023-12-29 00:41:38,625 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 19:51:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 0.6854, loss: 0.6854 +2023-12-29 00:42:04,061 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 19:51:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 0.7483, loss: 0.7483 +2023-12-29 00:42:29,839 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 19:51:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9663, loss_cls: 0.7437, loss: 0.7437 +2023-12-29 00:42:55,293 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 19:50:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.6888, loss: 0.6888 +2023-12-29 00:43:20,757 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 19:50:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 0.7217, loss: 0.7217 +2023-12-29 00:43:46,185 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 19:49:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.7486, loss: 0.7486 +2023-12-29 00:44:11,377 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 19:49:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 0.7332, loss: 0.7332 +2023-12-29 00:44:36,616 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 19:48:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 0.7312, loss: 0.7312 +2023-12-29 00:45:02,194 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 19:48:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 0.7058, loss: 0.7058 +2023-12-29 00:45:27,305 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 19:47:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.7557, loss: 0.7557 +2023-12-29 00:45:52,296 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 19:47:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9688, loss_cls: 0.6896, loss: 0.6896 +2023-12-29 00:46:17,288 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 19:47:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 0.7511, loss: 0.7511 +2023-12-29 00:46:42,262 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 19:46:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9650, loss_cls: 0.7651, loss: 0.7651 +2023-12-29 00:47:07,238 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 19:46:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 0.7223, loss: 0.7223 +2023-12-29 00:47:32,282 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 19:45:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 0.8159, loss: 0.8159 +2023-12-29 00:47:57,830 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 19:45:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 0.7880, loss: 0.7880 +2023-12-29 00:48:23,021 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 19:44:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9669, loss_cls: 0.7342, loss: 0.7342 +2023-12-29 00:48:48,345 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 19:44:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9669, loss_cls: 0.7277, loss: 0.7277 +2023-12-29 00:49:13,730 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 19:43:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 0.7466, loss: 0.7466 +2023-12-29 00:49:38,961 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 19:43:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 0.7802, loss: 0.7802 +2023-12-29 00:50:04,131 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 19:43:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9694, loss_cls: 0.7172, loss: 0.7172 +2023-12-29 00:50:29,728 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 19:42:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 0.7488, loss: 0.7488 +2023-12-29 00:50:55,390 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 19:42:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9669, loss_cls: 0.7533, loss: 0.7533 +2023-12-29 00:51:20,623 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 19:41:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9644, loss_cls: 0.7621, loss: 0.7621 +2023-12-29 00:51:46,806 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 19:41:20, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 0.6818, loss: 0.6818 +2023-12-29 00:52:12,218 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 19:40:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 0.7237, loss: 0.7237 +2023-12-29 00:52:37,730 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 19:40:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 0.6991, loss: 0.6991 +2023-12-29 00:53:02,879 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 19:40:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 0.7913, loss: 0.7913 +2023-12-29 00:53:27,876 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 19:39:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 0.8371, loss: 0.8371 +2023-12-29 00:53:52,839 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 19:39:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 0.7679, loss: 0.7679 +2023-12-29 00:54:17,788 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 19:38:40, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 0.7255, loss: 0.7255 +2023-12-29 00:54:42,727 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 19:38:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9637, loss_cls: 0.7576, loss: 0.7576 +2023-12-29 00:55:07,669 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 19:37:47, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 0.8053, loss: 0.8053 +2023-12-29 00:55:32,599 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 19:37:20, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 0.8132, loss: 0.8132 +2023-12-29 00:55:57,575 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 19:36:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 0.7609, loss: 0.7609 +2023-12-29 00:56:22,915 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 19:36:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9656, loss_cls: 0.7744, loss: 0.7744 +2023-12-29 00:56:48,436 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 19:36:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 0.8114, loss: 0.8114 +2023-12-29 00:57:13,957 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 19:35:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9675, loss_cls: 0.7637, loss: 0.7637 +2023-12-29 00:57:24,946 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-29 01:01:13,985 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 01:01:14,625 - pyskl - INFO - +top1_acc 0.7801 +top5_acc 0.9595 +2023-12-29 01:01:14,648 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7801, top5_acc: 0.9595 +2023-12-29 01:02:09,432 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 19:35:13, time: 0.548, data_time: 0.294, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 0.7366, loss: 0.7366 +2023-12-29 01:02:34,794 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 19:34:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 0.7130, loss: 0.7130 +2023-12-29 01:03:00,184 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 19:34:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 0.7593, loss: 0.7593 +2023-12-29 01:03:25,921 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 19:33:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.6397, loss: 0.6397 +2023-12-29 01:03:51,360 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 19:33:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 0.7355, loss: 0.7355 +2023-12-29 01:04:16,815 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 19:33:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 0.6986, loss: 0.6986 +2023-12-29 01:04:42,064 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 19:32:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 0.7472, loss: 0.7472 +2023-12-29 01:05:07,512 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 19:32:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 0.7117, loss: 0.7117 +2023-12-29 01:05:32,982 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 19:31:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 0.7916, loss: 0.7916 +2023-12-29 01:05:58,286 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 19:31:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 0.7412, loss: 0.7412 +2023-12-29 01:06:24,490 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 19:30:50, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 0.7490, loss: 0.7490 +2023-12-29 01:06:49,626 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 19:30:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 0.7097, loss: 0.7097 +2023-12-29 01:07:15,129 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 19:29:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 0.8020, loss: 0.8020 +2023-12-29 01:07:40,305 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 19:29:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 0.7223, loss: 0.7223 +2023-12-29 01:08:05,405 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 19:29:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9613, loss_cls: 0.7840, loss: 0.7840 +2023-12-29 01:08:30,549 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 19:28:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 0.7042, loss: 0.7042 +2023-12-29 01:08:56,160 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 19:28:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 0.7270, loss: 0.7270 +2023-12-29 01:09:21,310 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 19:27:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 0.7836, loss: 0.7836 +2023-12-29 01:09:46,476 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 19:27:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9656, loss_cls: 0.7321, loss: 0.7321 +2023-12-29 01:10:11,727 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 19:26:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9656, loss_cls: 0.7361, loss: 0.7361 +2023-12-29 01:10:37,037 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 19:26:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 0.7704, loss: 0.7704 +2023-12-29 01:11:02,498 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 19:25:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9706, loss_cls: 0.6765, loss: 0.6765 +2023-12-29 01:11:28,714 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 19:25:33, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 0.7339, loss: 0.7339 +2023-12-29 01:11:54,172 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 19:25:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 0.7681, loss: 0.7681 +2023-12-29 01:12:19,470 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 19:24:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9675, loss_cls: 0.7082, loss: 0.7082 +2023-12-29 01:12:45,085 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 19:24:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.7370, loss: 0.7370 +2023-12-29 01:13:10,553 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 19:23:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 0.7176, loss: 0.7176 +2023-12-29 01:13:35,699 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 19:23:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9681, loss_cls: 0.7233, loss: 0.7233 +2023-12-29 01:14:00,840 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 19:22:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9600, loss_cls: 0.7582, loss: 0.7582 +2023-12-29 01:14:26,294 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 19:22:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 0.7625, loss: 0.7625 +2023-12-29 01:14:51,575 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 19:22:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 0.7275, loss: 0.7275 +2023-12-29 01:15:16,706 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 19:21:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9650, loss_cls: 0.7526, loss: 0.7526 +2023-12-29 01:15:41,732 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 19:21:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.7113, loss: 0.7113 +2023-12-29 01:16:08,074 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 19:20:42, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 0.7541, loss: 0.7541 +2023-12-29 01:16:34,448 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 19:20:17, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9625, loss_cls: 0.7190, loss: 0.7190 +2023-12-29 01:17:00,140 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 19:19:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 0.7234, loss: 0.7234 +2023-12-29 01:17:25,369 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 19:19:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9644, loss_cls: 0.7583, loss: 0.7583 +2023-12-29 01:17:50,787 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 19:18:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 0.7870, loss: 0.7870 +2023-12-29 01:18:16,359 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 19:18:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9606, loss_cls: 0.7831, loss: 0.7831 +2023-12-29 01:18:27,376 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-29 01:22:16,570 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 01:22:17,164 - pyskl - INFO - +top1_acc 0.7682 +top5_acc 0.9552 +2023-12-29 01:22:17,187 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7682, top5_acc: 0.9552 +2023-12-29 01:23:12,006 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 19:18:11, time: 0.548, data_time: 0.294, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 0.7381, loss: 0.7381 +2023-12-29 01:23:37,659 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 19:17:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 0.6936, loss: 0.6936 +2023-12-29 01:24:03,704 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 19:17:18, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.6084, loss: 0.6084 +2023-12-29 01:24:28,869 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 19:16:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 0.6871, loss: 0.6871 +2023-12-29 01:24:54,081 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 19:16:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 0.7190, loss: 0.7190 +2023-12-29 01:25:19,354 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 19:15:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.7475, loss: 0.7475 +2023-12-29 01:25:44,913 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 19:15:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 0.6948, loss: 0.6948 +2023-12-29 01:26:10,357 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 19:15:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.7415, loss: 0.7415 +2023-12-29 01:26:35,784 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 19:14:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 0.7856, loss: 0.7856 +2023-12-29 01:27:01,349 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 19:14:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 0.6699, loss: 0.6699 +2023-12-29 01:27:26,876 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 19:13:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9681, loss_cls: 0.7098, loss: 0.7098 +2023-12-29 01:27:52,427 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 19:13:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9675, loss_cls: 0.7389, loss: 0.7389 +2023-12-29 01:28:17,700 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 19:12:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 0.7377, loss: 0.7377 +2023-12-29 01:28:42,911 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 19:12:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9675, loss_cls: 0.6948, loss: 0.6948 +2023-12-29 01:29:08,315 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 19:12:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 0.7566, loss: 0.7566 +2023-12-29 01:29:33,956 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 19:11:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 0.6973, loss: 0.6973 +2023-12-29 01:29:59,137 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 19:11:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.6592, loss: 0.6592 +2023-12-29 01:30:24,893 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 19:10:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 0.7319, loss: 0.7319 +2023-12-29 01:30:50,173 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 19:10:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 0.7496, loss: 0.7496 +2023-12-29 01:31:15,672 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 19:09:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 0.7439, loss: 0.7439 +2023-12-29 01:31:41,360 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 19:09:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 0.7551, loss: 0.7551 +2023-12-29 01:32:06,502 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 19:08:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 0.6579, loss: 0.6579 +2023-12-29 01:32:32,345 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 19:08:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9650, loss_cls: 0.7298, loss: 0.7298 +2023-12-29 01:32:57,811 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 19:08:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9656, loss_cls: 0.7192, loss: 0.7192 +2023-12-29 01:33:23,251 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 19:07:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.7690, loss: 0.7690 +2023-12-29 01:33:48,815 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 19:07:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9594, loss_cls: 0.8189, loss: 0.8189 +2023-12-29 01:34:14,338 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 19:06:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 0.7406, loss: 0.7406 +2023-12-29 01:34:39,547 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 19:06:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 0.7813, loss: 0.7813 +2023-12-29 01:35:04,853 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 19:05:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9681, loss_cls: 0.7482, loss: 0.7482 +2023-12-29 01:35:29,909 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 19:05:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 0.7608, loss: 0.7608 +2023-12-29 01:35:55,020 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 19:05:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 0.7833, loss: 0.7833 +2023-12-29 01:36:20,212 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 19:04:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 0.7645, loss: 0.7645 +2023-12-29 01:36:45,387 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 19:04:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 0.7127, loss: 0.7127 +2023-12-29 01:37:10,531 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 19:03:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 0.8022, loss: 0.8022 +2023-12-29 01:37:35,614 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 19:03:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 0.6905, loss: 0.6905 +2023-12-29 01:38:00,629 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 19:02:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 0.6996, loss: 0.6996 +2023-12-29 01:38:25,911 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 19:02:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9669, loss_cls: 0.7740, loss: 0.7740 +2023-12-29 01:38:51,504 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 19:01:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 0.7311, loss: 0.7311 +2023-12-29 01:39:17,067 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 19:01:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 0.7214, loss: 0.7214 +2023-12-29 01:39:28,020 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-29 01:43:16,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 01:43:17,484 - pyskl - INFO - +top1_acc 0.8006 +top5_acc 0.9648 +2023-12-29 01:43:17,489 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_79.pth was removed +2023-12-29 01:43:17,703 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2023-12-29 01:43:17,705 - pyskl - INFO - Best top1_acc is 0.8006 at 83 epoch. +2023-12-29 01:43:17,726 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.8006, top5_acc: 0.9648 +2023-12-29 01:44:12,520 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 19:01:06, time: 0.548, data_time: 0.292, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 0.7729, loss: 0.7729 +2023-12-29 01:44:37,799 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 19:00:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.7031, loss: 0.7031 +2023-12-29 01:45:03,275 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 19:00:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 0.7038, loss: 0.7038 +2023-12-29 01:45:28,898 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 18:59:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 0.6982, loss: 0.6982 +2023-12-29 01:45:54,515 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 18:59:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.6590, loss: 0.6590 +2023-12-29 01:46:20,476 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 18:58:55, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 0.7154, loss: 0.7154 +2023-12-29 01:46:46,313 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 18:58:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9644, loss_cls: 0.7241, loss: 0.7241 +2023-12-29 01:47:12,257 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 18:58:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 0.7191, loss: 0.7191 +2023-12-29 01:47:38,240 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 18:57:37, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9675, loss_cls: 0.7234, loss: 0.7234 +2023-12-29 01:48:03,749 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 18:57:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9706, loss_cls: 0.6954, loss: 0.6954 +2023-12-29 01:48:29,170 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 18:56:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 0.7428, loss: 0.7428 +2023-12-29 01:48:54,700 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 18:56:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 0.7502, loss: 0.7502 +2023-12-29 01:49:20,435 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 18:55:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 0.7349, loss: 0.7349 +2023-12-29 01:49:46,022 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 18:55:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 0.7656, loss: 0.7656 +2023-12-29 01:50:12,071 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 18:55:00, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 0.6676, loss: 0.6676 +2023-12-29 01:50:37,797 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 18:54:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.7588, loss: 0.7588 +2023-12-29 01:51:02,989 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 18:54:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9656, loss_cls: 0.7390, loss: 0.7390 +2023-12-29 01:51:28,367 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 18:53:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9663, loss_cls: 0.7377, loss: 0.7377 +2023-12-29 01:51:53,877 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 18:53:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 0.7057, loss: 0.7057 +2023-12-29 01:52:19,488 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 18:52:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9700, loss_cls: 0.7247, loss: 0.7247 +2023-12-29 01:52:44,769 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 18:52:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 0.7497, loss: 0.7497 +2023-12-29 01:53:09,804 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 18:51:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9694, loss_cls: 0.7261, loss: 0.7261 +2023-12-29 01:53:34,807 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 18:51:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 0.7669, loss: 0.7669 +2023-12-29 01:53:59,771 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 18:51:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 0.7442, loss: 0.7442 +2023-12-29 01:54:24,737 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 18:50:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 0.7380, loss: 0.7380 +2023-12-29 01:54:49,741 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 18:50:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 0.7250, loss: 0.7250 +2023-12-29 01:55:14,936 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 18:49:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9656, loss_cls: 0.7165, loss: 0.7165 +2023-12-29 01:55:40,360 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 18:49:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9681, loss_cls: 0.7212, loss: 0.7212 +2023-12-29 01:56:05,982 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 18:48:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 0.7441, loss: 0.7441 +2023-12-29 01:56:31,584 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 18:48:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 0.7161, loss: 0.7161 +2023-12-29 01:56:57,182 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 18:47:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 0.6932, loss: 0.6932 +2023-12-29 01:57:23,507 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 18:47:31, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9694, loss_cls: 0.6986, loss: 0.6986 +2023-12-29 01:57:48,973 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 18:47:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 0.7607, loss: 0.7607 +2023-12-29 01:58:14,295 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 18:46:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9644, loss_cls: 0.7617, loss: 0.7617 +2023-12-29 01:58:39,756 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 18:46:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.7395, loss: 0.7395 +2023-12-29 01:59:04,931 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 18:45:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.7414, loss: 0.7414 +2023-12-29 01:59:30,549 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 18:45:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 0.7704, loss: 0.7704 +2023-12-29 01:59:56,260 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 18:44:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9675, loss_cls: 0.7268, loss: 0.7268 +2023-12-29 02:00:22,355 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 18:44:28, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 0.7173, loss: 0.7173 +2023-12-29 02:00:33,428 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-29 02:04:22,151 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 02:04:22,676 - pyskl - INFO - +top1_acc 0.7472 +top5_acc 0.9465 +2023-12-29 02:04:22,699 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.7472, top5_acc: 0.9465 +2023-12-29 02:05:17,177 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 18:44:05, time: 0.545, data_time: 0.290, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 0.7495, loss: 0.7495 +2023-12-29 02:05:42,449 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 18:43:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 0.6685, loss: 0.6685 +2023-12-29 02:06:07,804 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 18:43:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 0.6743, loss: 0.6743 +2023-12-29 02:06:33,425 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 18:42:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 0.6759, loss: 0.6759 +2023-12-29 02:06:59,382 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 18:42:20, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9681, loss_cls: 0.7054, loss: 0.7054 +2023-12-29 02:07:26,139 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 18:41:55, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 0.7178, loss: 0.7178 +2023-12-29 02:07:52,221 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 18:41:29, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.6171, loss: 0.6171 +2023-12-29 02:08:18,805 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 18:41:04, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 0.7109, loss: 0.7109 +2023-12-29 02:08:44,314 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 18:40:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.6927, loss: 0.6927 +2023-12-29 02:09:09,976 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 18:40:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.6310, loss: 0.6310 +2023-12-29 02:09:35,183 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 18:39:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9675, loss_cls: 0.6877, loss: 0.6877 +2023-12-29 02:10:00,680 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 18:39:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9694, loss_cls: 0.7075, loss: 0.7075 +2023-12-29 02:10:26,301 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 18:38:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9669, loss_cls: 0.7207, loss: 0.7207 +2023-12-29 02:10:52,350 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 18:38:26, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 0.7672, loss: 0.7672 +2023-12-29 02:11:17,928 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 18:38:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 0.7335, loss: 0.7335 +2023-12-29 02:11:43,221 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 18:37:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 0.6778, loss: 0.6778 +2023-12-29 02:12:08,790 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 18:37:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 0.7361, loss: 0.7361 +2023-12-29 02:12:34,393 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 18:36:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 0.7214, loss: 0.7214 +2023-12-29 02:13:00,022 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 18:36:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.7127, loss: 0.7127 +2023-12-29 02:13:26,222 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 18:35:49, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9700, loss_cls: 0.7140, loss: 0.7140 +2023-12-29 02:13:52,729 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 18:35:24, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9656, loss_cls: 0.7232, loss: 0.7232 +2023-12-29 02:14:19,245 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 18:34:58, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 0.7647, loss: 0.7647 +2023-12-29 02:14:45,747 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 18:34:33, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9669, loss_cls: 0.7468, loss: 0.7468 +2023-12-29 02:15:12,215 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 18:34:07, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9656, loss_cls: 0.7301, loss: 0.7301 +2023-12-29 02:15:38,698 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 18:33:42, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 0.7677, loss: 0.7677 +2023-12-29 02:16:05,193 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 18:33:16, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9656, loss_cls: 0.6970, loss: 0.6970 +2023-12-29 02:16:31,103 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 18:32:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9675, loss_cls: 0.6690, loss: 0.6690 +2023-12-29 02:16:56,710 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 18:32:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.7390, loss: 0.7390 +2023-12-29 02:17:21,947 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 18:31:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 0.7466, loss: 0.7466 +2023-12-29 02:17:47,071 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 18:31:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 0.7199, loss: 0.7199 +2023-12-29 02:18:12,657 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 18:31:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9706, loss_cls: 0.6490, loss: 0.6490 +2023-12-29 02:18:37,873 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 18:30:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 0.7140, loss: 0.7140 +2023-12-29 02:19:02,909 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 18:30:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.6909, loss: 0.6909 +2023-12-29 02:19:27,987 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 18:29:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 0.7633, loss: 0.7633 +2023-12-29 02:19:53,735 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 18:29:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 0.7785, loss: 0.7785 +2023-12-29 02:20:18,693 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 18:28:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 0.6939, loss: 0.6939 +2023-12-29 02:20:44,005 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 18:28:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 0.7573, loss: 0.7573 +2023-12-29 02:21:09,776 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 18:28:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9663, loss_cls: 0.7077, loss: 0.7077 +2023-12-29 02:21:35,465 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 18:27:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 0.6681, loss: 0.6681 +2023-12-29 02:21:46,433 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-29 02:25:35,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 02:25:35,886 - pyskl - INFO - +top1_acc 0.7833 +top5_acc 0.9628 +2023-12-29 02:25:35,909 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7833, top5_acc: 0.9628 +2023-12-29 02:26:31,174 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 18:27:12, time: 0.553, data_time: 0.299, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.6626, loss: 0.6626 +2023-12-29 02:26:56,461 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 18:26:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 0.6775, loss: 0.6775 +2023-12-29 02:27:21,809 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 18:26:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.6468, loss: 0.6468 +2023-12-29 02:27:47,902 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 18:25:53, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9719, loss_cls: 0.6510, loss: 0.6510 +2023-12-29 02:28:14,297 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 18:25:27, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 0.6427, loss: 0.6427 +2023-12-29 02:28:39,957 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 18:25:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9706, loss_cls: 0.6687, loss: 0.6687 +2023-12-29 02:29:06,289 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 18:24:36, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 0.7462, loss: 0.7462 +2023-12-29 02:29:32,259 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 18:24:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9681, loss_cls: 0.7414, loss: 0.7414 +2023-12-29 02:29:57,747 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 18:23:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9669, loss_cls: 0.6808, loss: 0.6808 +2023-12-29 02:30:23,192 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 18:23:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 0.6783, loss: 0.6783 +2023-12-29 02:30:48,445 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 18:22:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 0.6732, loss: 0.6732 +2023-12-29 02:31:13,800 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 18:22:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9631, loss_cls: 0.7256, loss: 0.7256 +2023-12-29 02:31:39,251 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 18:21:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9694, loss_cls: 0.7238, loss: 0.7238 +2023-12-29 02:32:04,563 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 18:21:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9669, loss_cls: 0.7566, loss: 0.7566 +2023-12-29 02:32:29,641 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 18:21:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 0.7172, loss: 0.7172 +2023-12-29 02:32:54,963 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 18:20:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9637, loss_cls: 0.7549, loss: 0.7549 +2023-12-29 02:33:20,060 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 18:20:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 0.7027, loss: 0.7027 +2023-12-29 02:33:45,079 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 18:19:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 0.7149, loss: 0.7149 +2023-12-29 02:34:11,222 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 18:19:19, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.6484, loss: 0.6484 +2023-12-29 02:34:36,617 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 18:18:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 0.7485, loss: 0.7485 +2023-12-29 02:35:01,882 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 18:18:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.7061, loss: 0.7061 +2023-12-29 02:35:27,225 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 18:18:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.6919, loss: 0.6919 +2023-12-29 02:35:52,449 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 18:17:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9825, loss_cls: 0.6941, loss: 0.6941 +2023-12-29 02:36:17,778 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 18:17:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.6685, loss: 0.6685 +2023-12-29 02:36:43,063 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 18:16:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 0.7177, loss: 0.7177 +2023-12-29 02:37:08,234 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 18:16:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 0.6588, loss: 0.6588 +2023-12-29 02:37:33,683 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 18:15:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9637, loss_cls: 0.7016, loss: 0.7016 +2023-12-29 02:37:58,953 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 18:15:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.6915, loss: 0.6915 +2023-12-29 02:38:24,231 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 18:14:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9675, loss_cls: 0.7183, loss: 0.7183 +2023-12-29 02:38:49,609 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 18:14:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9625, loss_cls: 0.7424, loss: 0.7424 +2023-12-29 02:39:14,921 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 18:14:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9675, loss_cls: 0.7082, loss: 0.7082 +2023-12-29 02:39:40,089 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 18:13:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 0.7052, loss: 0.7052 +2023-12-29 02:40:05,480 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 18:13:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9688, loss_cls: 0.7267, loss: 0.7267 +2023-12-29 02:40:30,706 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 18:12:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 0.6756, loss: 0.6756 +2023-12-29 02:40:55,893 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 18:12:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.6677, loss: 0.6677 +2023-12-29 02:41:21,813 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 18:11:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 0.7455, loss: 0.7455 +2023-12-29 02:41:47,287 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 18:11:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9700, loss_cls: 0.7038, loss: 0.7038 +2023-12-29 02:42:13,083 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 18:10:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 0.7035, loss: 0.7035 +2023-12-29 02:42:38,425 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 18:10:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9656, loss_cls: 0.7417, loss: 0.7417 +2023-12-29 02:42:49,238 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-29 02:46:38,154 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 02:46:38,771 - pyskl - INFO - +top1_acc 0.7766 +top5_acc 0.9543 +2023-12-29 02:46:38,794 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7766, top5_acc: 0.9543 +2023-12-29 02:47:33,698 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 18:10:09, time: 0.549, data_time: 0.297, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 0.6691, loss: 0.6691 +2023-12-29 02:47:58,902 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 18:09:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 0.6869, loss: 0.6869 +2023-12-29 02:48:24,247 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 18:09:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.6676, loss: 0.6676 +2023-12-29 02:48:49,809 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 18:08:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 0.6522, loss: 0.6522 +2023-12-29 02:49:15,306 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 18:08:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 0.6483, loss: 0.6483 +2023-12-29 02:49:41,082 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 18:07:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 0.7128, loss: 0.7128 +2023-12-29 02:50:06,971 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 18:07:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 0.7243, loss: 0.7243 +2023-12-29 02:50:33,226 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 18:07:06, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.6869, loss: 0.6869 +2023-12-29 02:50:59,848 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 18:06:40, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 0.6707, loss: 0.6707 +2023-12-29 02:51:26,427 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 18:06:15, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9725, loss_cls: 0.6904, loss: 0.6904 +2023-12-29 02:51:52,986 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 18:05:49, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9669, loss_cls: 0.7313, loss: 0.7313 +2023-12-29 02:52:19,563 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 18:05:24, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 0.7506, loss: 0.7506 +2023-12-29 02:52:46,110 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 18:04:58, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 0.6965, loss: 0.6965 +2023-12-29 02:53:11,670 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 18:04:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9681, loss_cls: 0.6920, loss: 0.6920 +2023-12-29 02:53:36,959 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 18:04:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 0.6960, loss: 0.6960 +2023-12-29 02:54:02,111 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 18:03:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 0.7268, loss: 0.7268 +2023-12-29 02:54:27,390 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 18:03:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9744, loss_cls: 0.6619, loss: 0.6619 +2023-12-29 02:54:52,975 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 18:02:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 0.6522, loss: 0.6522 +2023-12-29 02:55:18,258 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 18:02:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.6551, loss: 0.6551 +2023-12-29 02:55:43,678 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 18:01:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.6589, loss: 0.6589 +2023-12-29 02:56:08,926 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 18:01:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 0.6552, loss: 0.6552 +2023-12-29 02:56:34,528 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 18:01:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.7029, loss: 0.7029 +2023-12-29 02:56:59,650 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 18:00:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 0.6980, loss: 0.6980 +2023-12-29 02:57:25,821 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 18:00:09, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9700, loss_cls: 0.6721, loss: 0.6721 +2023-12-29 02:57:51,506 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 17:59:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 0.7228, loss: 0.7228 +2023-12-29 02:58:16,872 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 17:59:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9637, loss_cls: 0.7247, loss: 0.7247 +2023-12-29 02:58:42,161 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 17:58:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9694, loss_cls: 0.7166, loss: 0.7166 +2023-12-29 02:59:07,538 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 17:58:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9675, loss_cls: 0.7236, loss: 0.7236 +2023-12-29 02:59:32,436 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 17:57:57, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 0.7241, loss: 0.7241 +2023-12-29 02:59:57,332 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 17:57:30, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9650, loss_cls: 0.7329, loss: 0.7329 +2023-12-29 03:00:22,229 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 17:57:03, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.6244, loss: 0.6244 +2023-12-29 03:00:47,161 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 17:56:37, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9700, loss_cls: 0.6710, loss: 0.6710 +2023-12-29 03:01:12,071 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 17:56:10, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 0.6821, loss: 0.6821 +2023-12-29 03:01:36,982 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 17:55:43, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.7353, loss: 0.7353 +2023-12-29 03:02:02,203 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 17:55:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.6828, loss: 0.6828 +2023-12-29 03:02:27,625 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 17:54:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9675, loss_cls: 0.7106, loss: 0.7106 +2023-12-29 03:02:53,343 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 17:54:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 0.7243, loss: 0.7243 +2023-12-29 03:03:18,857 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 17:53:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.6957, loss: 0.6957 +2023-12-29 03:03:44,000 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 17:53:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 0.7108, loss: 0.7108 +2023-12-29 03:03:54,822 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-29 03:07:43,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 03:07:44,055 - pyskl - INFO - +top1_acc 0.7936 +top5_acc 0.9621 +2023-12-29 03:07:44,077 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7936, top5_acc: 0.9621 +2023-12-29 03:08:38,791 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 17:53:08, time: 0.547, data_time: 0.295, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.6506, loss: 0.6506 +2023-12-29 03:09:03,990 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 17:52:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 0.6220, loss: 0.6220 +2023-12-29 03:09:29,633 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 17:52:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 0.6016, loss: 0.6016 +2023-12-29 03:09:54,874 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 17:51:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 0.6841, loss: 0.6841 +2023-12-29 03:10:20,372 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 17:51:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 0.6826, loss: 0.6826 +2023-12-29 03:10:46,280 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 17:50:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 0.6801, loss: 0.6801 +2023-12-29 03:11:11,773 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 17:50:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.6559, loss: 0.6559 +2023-12-29 03:11:37,194 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 17:50:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 0.6991, loss: 0.6991 +2023-12-29 03:12:02,446 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 17:49:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 0.6919, loss: 0.6919 +2023-12-29 03:12:27,483 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 17:49:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 0.7515, loss: 0.7515 +2023-12-29 03:12:52,926 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 17:48:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9650, loss_cls: 0.7509, loss: 0.7509 +2023-12-29 03:13:18,312 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 17:48:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 0.6615, loss: 0.6615 +2023-12-29 03:13:43,895 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 17:47:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 0.7003, loss: 0.7003 +2023-12-29 03:14:09,233 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 17:47:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 0.7306, loss: 0.7306 +2023-12-29 03:14:34,737 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 17:47:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 0.6971, loss: 0.6971 +2023-12-29 03:14:59,869 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 17:46:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 0.6898, loss: 0.6898 +2023-12-29 03:15:25,264 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 17:46:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 0.6703, loss: 0.6703 +2023-12-29 03:15:51,235 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 17:45:41, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 0.6797, loss: 0.6797 +2023-12-29 03:16:16,686 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 17:45:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 0.6757, loss: 0.6757 +2023-12-29 03:16:42,357 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 17:44:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 0.6424, loss: 0.6424 +2023-12-29 03:17:07,690 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 17:44:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 0.6950, loss: 0.6950 +2023-12-29 03:17:32,895 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 17:43:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 0.6869, loss: 0.6869 +2023-12-29 03:17:58,098 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 17:43:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.7134, loss: 0.7134 +2023-12-29 03:18:23,284 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 17:43:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.6935, loss: 0.6935 +2023-12-29 03:18:48,537 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 17:42:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 0.7279, loss: 0.7279 +2023-12-29 03:19:13,857 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 17:42:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 0.7664, loss: 0.7664 +2023-12-29 03:19:39,360 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 17:41:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9644, loss_cls: 0.7544, loss: 0.7544 +2023-12-29 03:20:04,845 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 17:41:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 0.6718, loss: 0.6718 +2023-12-29 03:20:29,860 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 17:40:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.6656, loss: 0.6656 +2023-12-29 03:20:54,801 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 17:40:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9762, loss_cls: 0.6240, loss: 0.6240 +2023-12-29 03:21:19,727 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 17:39:57, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9675, loss_cls: 0.7088, loss: 0.7088 +2023-12-29 03:21:44,677 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 17:39:31, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 0.6850, loss: 0.6850 +2023-12-29 03:22:09,655 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 17:39:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 0.6604, loss: 0.6604 +2023-12-29 03:22:34,671 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 17:38:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 0.6862, loss: 0.6862 +2023-12-29 03:22:59,678 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 17:38:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.7137, loss: 0.7137 +2023-12-29 03:23:24,790 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 17:37:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 0.6579, loss: 0.6579 +2023-12-29 03:23:50,420 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 17:37:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 0.7151, loss: 0.7151 +2023-12-29 03:24:16,111 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 17:36:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 0.6793, loss: 0.6793 +2023-12-29 03:24:41,832 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 17:36:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.6517, loss: 0.6517 +2023-12-29 03:24:52,779 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-29 03:28:41,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 03:28:42,311 - pyskl - INFO - +top1_acc 0.8063 +top5_acc 0.9646 +2023-12-29 03:28:42,316 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_83.pth was removed +2023-12-29 03:28:42,531 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2023-12-29 03:28:42,533 - pyskl - INFO - Best top1_acc is 0.8063 at 88 epoch. +2023-12-29 03:28:42,556 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.8063, top5_acc: 0.9646 +2023-12-29 03:29:37,693 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 17:36:03, time: 0.551, data_time: 0.296, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 0.6192, loss: 0.6192 +2023-12-29 03:30:03,972 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 17:35:37, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.5820, loss: 0.5820 +2023-12-29 03:30:29,784 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 17:35:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.6270, loss: 0.6270 +2023-12-29 03:30:55,267 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 17:34:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9631, loss_cls: 0.7287, loss: 0.7287 +2023-12-29 03:31:20,895 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 17:34:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 0.6770, loss: 0.6770 +2023-12-29 03:31:47,000 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 17:33:53, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 0.7751, loss: 0.7751 +2023-12-29 03:32:12,430 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 17:33:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.7112, loss: 0.7112 +2023-12-29 03:32:37,853 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 17:33:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9706, loss_cls: 0.6685, loss: 0.6685 +2023-12-29 03:33:03,387 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 17:32:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9644, loss_cls: 0.7211, loss: 0.7211 +2023-12-29 03:33:28,755 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 17:32:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.6303, loss: 0.6303 +2023-12-29 03:33:53,984 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 17:31:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9675, loss_cls: 0.6887, loss: 0.6887 +2023-12-29 03:34:19,365 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 17:31:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.6697, loss: 0.6697 +2023-12-29 03:34:45,044 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 17:30:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.6395, loss: 0.6395 +2023-12-29 03:35:10,542 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 17:30:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 0.6650, loss: 0.6650 +2023-12-29 03:35:35,868 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 17:29:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.6510, loss: 0.6510 +2023-12-29 03:36:01,594 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 17:29:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9681, loss_cls: 0.7043, loss: 0.7043 +2023-12-29 03:36:26,752 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 17:29:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9719, loss_cls: 0.6793, loss: 0.6793 +2023-12-29 03:36:51,906 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 17:28:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9712, loss_cls: 0.6625, loss: 0.6625 +2023-12-29 03:37:17,299 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 17:28:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 0.6582, loss: 0.6582 +2023-12-29 03:37:43,126 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 17:27:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 0.6477, loss: 0.6477 +2023-12-29 03:38:08,560 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 17:27:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.6489, loss: 0.6489 +2023-12-29 03:38:34,084 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 17:26:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 0.7387, loss: 0.7387 +2023-12-29 03:38:59,861 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 17:26:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 0.6687, loss: 0.6687 +2023-12-29 03:39:26,334 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 17:26:00, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.6890, loss: 0.6890 +2023-12-29 03:39:52,262 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 17:25:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.6420, loss: 0.6420 +2023-12-29 03:40:17,577 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 17:25:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.7033, loss: 0.7033 +2023-12-29 03:40:43,024 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 17:24:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 0.6600, loss: 0.6600 +2023-12-29 03:41:08,579 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 17:24:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.6787, loss: 0.6787 +2023-12-29 03:41:34,172 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 17:23:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 0.6253, loss: 0.6253 +2023-12-29 03:41:59,365 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 17:23:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 0.6935, loss: 0.6935 +2023-12-29 03:42:24,333 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 17:22:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9762, loss_cls: 0.6401, loss: 0.6401 +2023-12-29 03:42:49,241 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 17:22:30, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 0.7046, loss: 0.7046 +2023-12-29 03:43:14,157 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 17:22:03, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9719, loss_cls: 0.6655, loss: 0.6655 +2023-12-29 03:43:39,073 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 17:21:36, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 0.6869, loss: 0.6869 +2023-12-29 03:44:04,009 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 17:21:10, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 0.6377, loss: 0.6377 +2023-12-29 03:44:28,922 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 17:20:43, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 0.6903, loss: 0.6903 +2023-12-29 03:44:54,505 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 17:20:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.6816, loss: 0.6816 +2023-12-29 03:45:19,862 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 17:19:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.6659, loss: 0.6659 +2023-12-29 03:45:45,546 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 17:19:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.7122, loss: 0.7122 +2023-12-29 03:45:56,496 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-29 03:49:45,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 03:49:46,246 - pyskl - INFO - +top1_acc 0.7979 +top5_acc 0.9603 +2023-12-29 03:49:46,268 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7979, top5_acc: 0.9603 +2023-12-29 03:50:41,347 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 17:19:01, time: 0.551, data_time: 0.298, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 0.6441, loss: 0.6441 +2023-12-29 03:51:06,655 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 17:18:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 0.5941, loss: 0.5941 +2023-12-29 03:51:32,319 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 17:18:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 0.6195, loss: 0.6195 +2023-12-29 03:51:57,721 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 17:17:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 0.6397, loss: 0.6397 +2023-12-29 03:52:23,050 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 17:17:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 0.6393, loss: 0.6393 +2023-12-29 03:52:48,377 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 17:16:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 0.6730, loss: 0.6730 +2023-12-29 03:53:13,842 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 17:16:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 0.6291, loss: 0.6291 +2023-12-29 03:53:39,291 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 17:15:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9694, loss_cls: 0.7233, loss: 0.7233 +2023-12-29 03:54:04,765 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 17:15:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.5946, loss: 0.5946 +2023-12-29 03:54:30,356 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 17:15:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.6322, loss: 0.6322 +2023-12-29 03:54:55,931 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 17:14:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 0.6466, loss: 0.6466 +2023-12-29 03:55:21,303 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 17:14:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9719, loss_cls: 0.6171, loss: 0.6171 +2023-12-29 03:55:46,929 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 17:13:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 0.7138, loss: 0.7138 +2023-12-29 03:56:12,508 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 17:13:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 0.6752, loss: 0.6752 +2023-12-29 03:56:37,818 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 17:12:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 0.6672, loss: 0.6672 +2023-12-29 03:57:03,019 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 17:12:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 0.6089, loss: 0.6089 +2023-12-29 03:57:28,591 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 17:12:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 0.6850, loss: 0.6850 +2023-12-29 03:57:53,690 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 17:11:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9706, loss_cls: 0.6834, loss: 0.6834 +2023-12-29 03:58:18,757 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 17:11:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.6419, loss: 0.6419 +2023-12-29 03:58:44,276 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 17:10:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9725, loss_cls: 0.6698, loss: 0.6698 +2023-12-29 03:59:09,585 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 17:10:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 0.7060, loss: 0.7060 +2023-12-29 03:59:34,691 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 17:09:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.7041, loss: 0.7041 +2023-12-29 03:59:59,902 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 17:09:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 0.6728, loss: 0.6728 +2023-12-29 04:00:25,154 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 17:08:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.6791, loss: 0.6791 +2023-12-29 04:00:50,317 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 17:08:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 0.6667, loss: 0.6667 +2023-12-29 04:01:15,598 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 17:08:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.6174, loss: 0.6174 +2023-12-29 04:01:40,891 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 17:07:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 0.7700, loss: 0.7700 +2023-12-29 04:02:05,839 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 17:07:09, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9681, loss_cls: 0.6911, loss: 0.6911 +2023-12-29 04:02:31,418 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 17:06:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.5904, loss: 0.5904 +2023-12-29 04:02:56,820 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 17:06:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9706, loss_cls: 0.6444, loss: 0.6444 +2023-12-29 04:03:21,968 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 17:05:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.6501, loss: 0.6501 +2023-12-29 04:03:47,138 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 17:05:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 0.6606, loss: 0.6606 +2023-12-29 04:04:12,132 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 17:04:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9700, loss_cls: 0.6647, loss: 0.6647 +2023-12-29 04:04:37,383 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 17:04:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 0.7097, loss: 0.7097 +2023-12-29 04:05:03,792 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 17:04:05, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 0.6727, loss: 0.6727 +2023-12-29 04:05:29,117 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 17:03:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9656, loss_cls: 0.6769, loss: 0.6769 +2023-12-29 04:05:54,577 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 17:03:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9688, loss_cls: 0.6912, loss: 0.6912 +2023-12-29 04:06:20,358 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 17:02:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 0.6513, loss: 0.6513 +2023-12-29 04:06:45,697 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 17:02:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.6568, loss: 0.6568 +2023-12-29 04:06:56,479 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-29 04:10:45,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 04:10:45,542 - pyskl - INFO - +top1_acc 0.7948 +top5_acc 0.9653 +2023-12-29 04:10:45,565 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7948, top5_acc: 0.9653 +2023-12-29 04:11:39,803 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 17:01:56, time: 0.542, data_time: 0.292, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.6030, loss: 0.6030 +2023-12-29 04:12:04,980 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 17:01:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.5447, loss: 0.5447 +2023-12-29 04:12:30,489 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 17:01:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 0.6711, loss: 0.6711 +2023-12-29 04:12:55,802 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 17:00:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.6174, loss: 0.6174 +2023-12-29 04:13:21,520 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 17:00:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.6525, loss: 0.6525 +2023-12-29 04:13:46,927 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 16:59:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 0.6872, loss: 0.6872 +2023-12-29 04:14:12,222 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 16:59:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 0.6421, loss: 0.6421 +2023-12-29 04:14:37,776 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 16:58:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.6243, loss: 0.6243 +2023-12-29 04:15:03,343 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 16:58:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9650, loss_cls: 0.7069, loss: 0.7069 +2023-12-29 04:15:28,684 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 16:57:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 0.6320, loss: 0.6320 +2023-12-29 04:15:54,011 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 16:57:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9731, loss_cls: 0.6656, loss: 0.6656 +2023-12-29 04:16:20,305 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 16:57:07, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.6469, loss: 0.6469 +2023-12-29 04:16:46,832 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 16:56:42, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 0.6841, loss: 0.6841 +2023-12-29 04:17:13,360 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 16:56:16, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9637, loss_cls: 0.7002, loss: 0.7002 +2023-12-29 04:17:39,922 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 16:55:51, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.6255, loss: 0.6255 +2023-12-29 04:18:06,528 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 16:55:25, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 0.6267, loss: 0.6267 +2023-12-29 04:18:31,981 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 16:54:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 0.6718, loss: 0.6718 +2023-12-29 04:18:58,305 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 16:54:33, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9781, loss_cls: 0.6222, loss: 0.6222 +2023-12-29 04:19:24,790 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 16:54:07, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 0.6889, loss: 0.6889 +2023-12-29 04:19:50,828 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 16:53:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 0.6798, loss: 0.6798 +2023-12-29 04:20:16,330 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 16:53:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 0.6539, loss: 0.6539 +2023-12-29 04:20:41,716 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 16:52:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.6423, loss: 0.6423 +2023-12-29 04:21:07,101 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 16:52:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 0.6287, loss: 0.6287 +2023-12-29 04:21:32,500 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 16:51:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9706, loss_cls: 0.6580, loss: 0.6580 +2023-12-29 04:21:57,684 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 16:51:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9719, loss_cls: 0.6620, loss: 0.6620 +2023-12-29 04:22:22,830 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 16:51:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 0.6978, loss: 0.6978 +2023-12-29 04:22:48,161 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 16:50:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.6012, loss: 0.6012 +2023-12-29 04:23:13,444 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 16:50:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 0.6304, loss: 0.6304 +2023-12-29 04:23:38,691 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 16:49:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.6936, loss: 0.6936 +2023-12-29 04:24:04,095 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 16:49:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9750, loss_cls: 0.6553, loss: 0.6553 +2023-12-29 04:24:29,343 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 16:48:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9650, loss_cls: 0.7151, loss: 0.7151 +2023-12-29 04:24:54,724 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 16:48:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 0.6826, loss: 0.6826 +2023-12-29 04:25:19,869 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 16:47:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.6205, loss: 0.6205 +2023-12-29 04:25:45,045 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 16:47:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.6115, loss: 0.6115 +2023-12-29 04:26:10,148 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 16:47:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 0.6430, loss: 0.6430 +2023-12-29 04:26:35,283 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 16:46:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 0.6897, loss: 0.6897 +2023-12-29 04:27:00,698 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 16:46:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 0.6480, loss: 0.6480 +2023-12-29 04:27:26,298 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 16:45:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9681, loss_cls: 0.6758, loss: 0.6758 +2023-12-29 04:27:51,367 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 16:45:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 0.6421, loss: 0.6421 +2023-12-29 04:28:02,241 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-29 04:31:51,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 04:31:51,738 - pyskl - INFO - +top1_acc 0.7769 +top5_acc 0.9539 +2023-12-29 04:31:51,761 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.7769, top5_acc: 0.9539 +2023-12-29 04:32:47,610 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 16:44:57, time: 0.558, data_time: 0.301, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 0.6120, loss: 0.6120 +2023-12-29 04:33:12,796 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 16:44:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 0.6904, loss: 0.6904 +2023-12-29 04:33:38,127 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 16:44:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 0.6167, loss: 0.6167 +2023-12-29 04:34:03,740 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 16:43:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.6653, loss: 0.6653 +2023-12-29 04:34:29,258 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 16:43:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 0.6393, loss: 0.6393 +2023-12-29 04:34:54,580 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 16:42:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 0.6904, loss: 0.6904 +2023-12-29 04:35:20,340 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 16:42:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.6336, loss: 0.6336 +2023-12-29 04:35:45,694 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 16:41:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 0.7181, loss: 0.7181 +2023-12-29 04:36:11,136 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 16:41:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 0.6723, loss: 0.6723 +2023-12-29 04:36:36,489 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 16:41:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 0.5826, loss: 0.5826 +2023-12-29 04:37:01,716 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 16:40:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9725, loss_cls: 0.6679, loss: 0.6679 +2023-12-29 04:37:26,944 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 16:40:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.6349, loss: 0.6349 +2023-12-29 04:37:52,359 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 16:39:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 0.6292, loss: 0.6292 +2023-12-29 04:38:17,640 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 16:39:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9712, loss_cls: 0.6159, loss: 0.6159 +2023-12-29 04:38:43,146 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 16:38:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 0.6025, loss: 0.6025 +2023-12-29 04:39:08,389 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 16:38:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 0.6181, loss: 0.6181 +2023-12-29 04:39:33,768 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 16:37:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 0.6534, loss: 0.6534 +2023-12-29 04:39:59,236 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 16:37:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 0.6836, loss: 0.6836 +2023-12-29 04:40:24,822 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 16:37:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.6277, loss: 0.6277 +2023-12-29 04:40:49,972 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 16:36:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9669, loss_cls: 0.7448, loss: 0.7448 +2023-12-29 04:41:15,406 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 16:36:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 0.5730, loss: 0.5730 +2023-12-29 04:41:40,605 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 16:35:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 0.6785, loss: 0.6785 +2023-12-29 04:42:05,819 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 16:35:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.7098, loss: 0.7098 +2023-12-29 04:42:31,054 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 16:34:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.6547, loss: 0.6547 +2023-12-29 04:42:56,935 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 16:34:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 0.7297, loss: 0.7297 +2023-12-29 04:43:22,675 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 16:33:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.6750, loss: 0.6750 +2023-12-29 04:43:47,882 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 16:33:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 0.6819, loss: 0.6819 +2023-12-29 04:44:13,356 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 16:33:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 0.6606, loss: 0.6606 +2023-12-29 04:44:39,013 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 16:32:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9712, loss_cls: 0.6401, loss: 0.6401 +2023-12-29 04:45:05,078 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 16:32:15, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 0.6374, loss: 0.6374 +2023-12-29 04:45:30,637 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 16:31:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 0.6773, loss: 0.6773 +2023-12-29 04:45:55,911 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 16:31:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 0.6847, loss: 0.6847 +2023-12-29 04:46:21,084 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 16:30:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 0.6169, loss: 0.6169 +2023-12-29 04:46:46,379 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 16:30:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9712, loss_cls: 0.6452, loss: 0.6452 +2023-12-29 04:47:11,608 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 16:30:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9731, loss_cls: 0.6265, loss: 0.6265 +2023-12-29 04:47:36,660 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 16:29:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 0.6353, loss: 0.6353 +2023-12-29 04:48:02,292 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 16:29:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9681, loss_cls: 0.6829, loss: 0.6829 +2023-12-29 04:48:28,154 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 16:28:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.6951, loss: 0.6951 +2023-12-29 04:48:53,898 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 16:28:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 0.6853, loss: 0.6853 +2023-12-29 04:49:04,839 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-29 04:52:53,932 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 04:52:54,479 - pyskl - INFO - +top1_acc 0.7800 +top5_acc 0.9544 +2023-12-29 04:52:54,502 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.7800, top5_acc: 0.9544 +2023-12-29 04:53:49,244 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 16:27:53, time: 0.547, data_time: 0.295, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 0.6115, loss: 0.6115 +2023-12-29 04:54:14,405 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 16:27:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.5863, loss: 0.5863 +2023-12-29 04:54:39,844 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 16:27:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 0.5801, loss: 0.5801 +2023-12-29 04:55:05,622 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 16:26:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.5879, loss: 0.5879 +2023-12-29 04:55:32,372 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 16:26:09, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9644, loss_cls: 0.6891, loss: 0.6891 +2023-12-29 04:55:58,203 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 16:25:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 0.5803, loss: 0.5803 +2023-12-29 04:56:23,909 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 16:25:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.5550, loss: 0.5550 +2023-12-29 04:56:49,226 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 16:24:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 0.6712, loss: 0.6712 +2023-12-29 04:57:14,504 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 16:24:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 0.6291, loss: 0.6291 +2023-12-29 04:57:39,881 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 16:23:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 0.6353, loss: 0.6353 +2023-12-29 04:58:04,893 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 16:23:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 0.6482, loss: 0.6482 +2023-12-29 04:58:29,899 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 16:23:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 0.5962, loss: 0.5962 +2023-12-29 04:58:55,492 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 16:22:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 0.6919, loss: 0.6919 +2023-12-29 04:59:21,432 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 16:22:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 0.5740, loss: 0.5740 +2023-12-29 04:59:47,252 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 16:21:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.6322, loss: 0.6322 +2023-12-29 05:00:12,687 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 16:21:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9725, loss_cls: 0.6328, loss: 0.6328 +2023-12-29 05:00:38,088 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 16:20:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9706, loss_cls: 0.6792, loss: 0.6792 +2023-12-29 05:01:03,766 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 16:20:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 0.6461, loss: 0.6461 +2023-12-29 05:01:29,547 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 16:20:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 0.7074, loss: 0.7074 +2023-12-29 05:01:54,909 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 16:19:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.6360, loss: 0.6360 +2023-12-29 05:02:20,658 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 16:19:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.6179, loss: 0.6179 +2023-12-29 05:02:46,192 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 16:18:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9675, loss_cls: 0.6676, loss: 0.6676 +2023-12-29 05:03:11,748 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 16:18:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 0.6037, loss: 0.6037 +2023-12-29 05:03:36,801 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 16:17:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 0.6417, loss: 0.6417 +2023-12-29 05:04:02,293 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 16:17:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9744, loss_cls: 0.5957, loss: 0.5957 +2023-12-29 05:04:27,430 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 16:16:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9719, loss_cls: 0.6649, loss: 0.6649 +2023-12-29 05:04:52,662 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 16:16:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9731, loss_cls: 0.6385, loss: 0.6385 +2023-12-29 05:05:17,906 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 16:16:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 0.6930, loss: 0.6930 +2023-12-29 05:05:43,100 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 16:15:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9756, loss_cls: 0.6000, loss: 0.6000 +2023-12-29 05:06:08,240 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 16:15:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 0.6465, loss: 0.6465 +2023-12-29 05:06:33,582 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 16:14:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.6666, loss: 0.6666 +2023-12-29 05:06:59,037 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 16:14:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9644, loss_cls: 0.7057, loss: 0.7057 +2023-12-29 05:07:24,095 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 16:13:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 0.6331, loss: 0.6331 +2023-12-29 05:07:49,097 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 16:13:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.6727, loss: 0.6727 +2023-12-29 05:08:14,066 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 16:13:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 0.6819, loss: 0.6819 +2023-12-29 05:08:39,031 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 16:12:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 0.6792, loss: 0.6792 +2023-12-29 05:09:04,295 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 16:12:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.6306, loss: 0.6306 +2023-12-29 05:09:30,298 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 16:11:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 0.6719, loss: 0.6719 +2023-12-29 05:09:56,623 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 16:11:16, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9744, loss_cls: 0.6479, loss: 0.6479 +2023-12-29 05:10:07,580 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-29 05:13:56,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 05:13:56,925 - pyskl - INFO - +top1_acc 0.7978 +top5_acc 0.9623 +2023-12-29 05:13:56,948 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.7978, top5_acc: 0.9623 +2023-12-29 05:14:52,011 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 16:10:51, time: 0.551, data_time: 0.296, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.5485, loss: 0.5485 +2023-12-29 05:15:17,058 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 16:10:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 0.5776, loss: 0.5776 +2023-12-29 05:15:42,240 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 16:09:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 0.5584, loss: 0.5584 +2023-12-29 05:16:08,543 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 16:09:32, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9750, loss_cls: 0.5890, loss: 0.5890 +2023-12-29 05:16:34,293 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 16:09:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 0.5917, loss: 0.5917 +2023-12-29 05:16:59,888 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 16:08:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9706, loss_cls: 0.6554, loss: 0.6554 +2023-12-29 05:17:25,287 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 16:08:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 0.6243, loss: 0.6243 +2023-12-29 05:17:50,469 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 16:07:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 0.6265, loss: 0.6265 +2023-12-29 05:18:15,640 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 16:07:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9681, loss_cls: 0.6605, loss: 0.6605 +2023-12-29 05:18:40,834 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 16:06:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 0.6229, loss: 0.6229 +2023-12-29 05:19:07,180 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 16:06:29, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.6419, loss: 0.6419 +2023-12-29 05:19:33,764 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 16:06:03, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 0.6421, loss: 0.6421 +2023-12-29 05:20:00,320 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 16:05:38, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9750, loss_cls: 0.6102, loss: 0.6102 +2023-12-29 05:20:26,909 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 16:05:12, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 0.6721, loss: 0.6721 +2023-12-29 05:20:53,479 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 16:04:47, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.6273, loss: 0.6273 +2023-12-29 05:21:18,979 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 16:04:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.6229, loss: 0.6229 +2023-12-29 05:21:44,335 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 16:03:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 0.6405, loss: 0.6405 +2023-12-29 05:22:09,646 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 16:03:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 0.6188, loss: 0.6188 +2023-12-29 05:22:35,041 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 16:03:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.6331, loss: 0.6331 +2023-12-29 05:23:00,554 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 16:02:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 0.5947, loss: 0.5947 +2023-12-29 05:23:25,826 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 16:02:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 0.5653, loss: 0.5653 +2023-12-29 05:23:51,356 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 16:01:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 0.5977, loss: 0.5977 +2023-12-29 05:24:16,474 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 16:01:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 0.6432, loss: 0.6432 +2023-12-29 05:24:41,444 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 16:00:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 0.6255, loss: 0.6255 +2023-12-29 05:25:06,396 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 16:00:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9712, loss_cls: 0.6685, loss: 0.6685 +2023-12-29 05:25:31,381 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 15:59:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.6466, loss: 0.6466 +2023-12-29 05:25:56,368 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 15:59:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 0.6519, loss: 0.6519 +2023-12-29 05:26:21,318 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 15:59:04, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 0.5981, loss: 0.5981 +2023-12-29 05:26:46,288 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 15:58:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 0.6134, loss: 0.6134 +2023-12-29 05:27:11,280 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 15:58:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 0.6456, loss: 0.6456 +2023-12-29 05:27:36,725 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 15:57:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 0.6389, loss: 0.6389 +2023-12-29 05:28:01,921 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 15:57:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 0.6225, loss: 0.6225 +2023-12-29 05:28:26,852 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 15:56:51, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9719, loss_cls: 0.6509, loss: 0.6509 +2023-12-29 05:28:51,813 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 15:56:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9738, loss_cls: 0.6061, loss: 0.6061 +2023-12-29 05:29:16,759 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 15:55:58, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.6696, loss: 0.6696 +2023-12-29 05:29:41,683 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 15:55:32, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9712, loss_cls: 0.6309, loss: 0.6309 +2023-12-29 05:30:06,751 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 15:55:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9775, loss_cls: 0.6052, loss: 0.6052 +2023-12-29 05:30:32,581 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 15:54:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9744, loss_cls: 0.6168, loss: 0.6168 +2023-12-29 05:30:58,472 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 15:54:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 0.6496, loss: 0.6496 +2023-12-29 05:31:09,368 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-29 05:34:57,913 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 05:34:58,463 - pyskl - INFO - +top1_acc 0.7949 +top5_acc 0.9654 +2023-12-29 05:34:58,486 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7949, top5_acc: 0.9654 +2023-12-29 05:35:52,820 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 15:53:48, time: 0.543, data_time: 0.293, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9756, loss_cls: 0.5984, loss: 0.5984 +2023-12-29 05:36:17,903 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 15:53:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 0.5659, loss: 0.5659 +2023-12-29 05:36:42,992 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 15:52:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9744, loss_cls: 0.5674, loss: 0.5674 +2023-12-29 05:37:08,512 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 15:52:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 0.5776, loss: 0.5776 +2023-12-29 05:37:34,345 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 15:52:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9756, loss_cls: 0.5859, loss: 0.5859 +2023-12-29 05:38:00,025 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 15:51:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9725, loss_cls: 0.6378, loss: 0.6378 +2023-12-29 05:38:25,232 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 15:51:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.5806, loss: 0.5806 +2023-12-29 05:38:50,513 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 15:50:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9794, loss_cls: 0.5525, loss: 0.5525 +2023-12-29 05:39:15,636 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 15:50:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.6461, loss: 0.6461 +2023-12-29 05:39:40,848 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 15:49:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9769, loss_cls: 0.5805, loss: 0.5805 +2023-12-29 05:40:06,092 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 15:49:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.5880, loss: 0.5880 +2023-12-29 05:40:31,693 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 15:48:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.5963, loss: 0.5963 +2023-12-29 05:40:56,999 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 15:48:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 0.6070, loss: 0.6070 +2023-12-29 05:41:22,407 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 15:48:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9775, loss_cls: 0.5793, loss: 0.5793 +2023-12-29 05:41:48,240 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 15:47:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 0.6166, loss: 0.6166 +2023-12-29 05:42:13,449 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 15:47:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9675, loss_cls: 0.6314, loss: 0.6314 +2023-12-29 05:42:39,161 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 15:46:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9744, loss_cls: 0.5874, loss: 0.5874 +2023-12-29 05:43:04,694 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 15:46:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9744, loss_cls: 0.6335, loss: 0.6335 +2023-12-29 05:43:30,872 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 15:45:55, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.6363, loss: 0.6363 +2023-12-29 05:43:56,193 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 15:45:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 0.5954, loss: 0.5954 +2023-12-29 05:44:21,987 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 15:45:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 0.6069, loss: 0.6069 +2023-12-29 05:44:47,501 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 15:44:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9744, loss_cls: 0.6203, loss: 0.6203 +2023-12-29 05:45:12,956 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 15:44:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 0.6157, loss: 0.6157 +2023-12-29 05:45:38,126 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 15:43:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.6307, loss: 0.6307 +2023-12-29 05:46:03,350 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 15:43:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 0.6080, loss: 0.6080 +2023-12-29 05:46:28,520 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 15:42:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9706, loss_cls: 0.6183, loss: 0.6183 +2023-12-29 05:46:53,830 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 15:42:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9706, loss_cls: 0.6520, loss: 0.6520 +2023-12-29 05:47:19,459 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 15:41:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 0.6194, loss: 0.6194 +2023-12-29 05:47:44,598 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 15:41:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9750, loss_cls: 0.6456, loss: 0.6456 +2023-12-29 05:48:09,750 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 15:41:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 0.6568, loss: 0.6568 +2023-12-29 05:48:35,560 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 15:40:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 0.6380, loss: 0.6380 +2023-12-29 05:49:00,837 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 15:40:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.5808, loss: 0.5808 +2023-12-29 05:49:25,879 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 15:39:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9744, loss_cls: 0.6108, loss: 0.6108 +2023-12-29 05:49:51,157 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 15:39:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 0.6233, loss: 0.6233 +2023-12-29 05:50:17,029 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 15:38:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 0.5905, loss: 0.5905 +2023-12-29 05:50:42,154 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 15:38:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.6012, loss: 0.6012 +2023-12-29 05:51:07,418 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 15:38:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 0.6541, loss: 0.6541 +2023-12-29 05:51:33,291 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 15:37:36, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9706, loss_cls: 0.6573, loss: 0.6573 +2023-12-29 05:51:58,959 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 15:37:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 0.6561, loss: 0.6561 +2023-12-29 05:52:09,896 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-29 05:55:58,649 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 05:55:59,207 - pyskl - INFO - +top1_acc 0.8150 +top5_acc 0.9691 +2023-12-29 05:55:59,212 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_88.pth was removed +2023-12-29 05:55:59,426 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2023-12-29 05:55:59,428 - pyskl - INFO - Best top1_acc is 0.8150 at 95 epoch. +2023-12-29 05:55:59,450 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.8150, top5_acc: 0.9691 +2023-12-29 05:56:54,677 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 15:36:45, time: 0.552, data_time: 0.296, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9706, loss_cls: 0.6310, loss: 0.6310 +2023-12-29 05:57:20,321 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 15:36:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 0.5627, loss: 0.5627 +2023-12-29 05:57:45,894 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 15:35:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.5510, loss: 0.5510 +2023-12-29 05:58:11,137 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 15:35:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.5367, loss: 0.5367 +2023-12-29 05:58:36,509 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 15:35:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9769, loss_cls: 0.5747, loss: 0.5747 +2023-12-29 05:59:02,007 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 15:34:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.5497, loss: 0.5497 +2023-12-29 05:59:27,344 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 15:34:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 0.5796, loss: 0.5796 +2023-12-29 05:59:52,647 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 15:33:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 0.6018, loss: 0.6018 +2023-12-29 06:00:17,936 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 15:33:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.6247, loss: 0.6247 +2023-12-29 06:00:43,105 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 15:32:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9750, loss_cls: 0.6197, loss: 0.6197 +2023-12-29 06:01:08,162 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 15:32:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9762, loss_cls: 0.5945, loss: 0.5945 +2023-12-29 06:01:33,646 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 15:31:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 0.6262, loss: 0.6262 +2023-12-29 06:01:58,975 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 15:31:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9725, loss_cls: 0.6497, loss: 0.6497 +2023-12-29 06:02:24,152 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 15:31:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 0.5740, loss: 0.5740 +2023-12-29 06:02:49,522 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 15:30:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9725, loss_cls: 0.6195, loss: 0.6195 +2023-12-29 06:03:15,385 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 15:30:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9719, loss_cls: 0.6300, loss: 0.6300 +2023-12-29 06:03:40,677 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 15:29:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.5965, loss: 0.5965 +2023-12-29 06:04:05,860 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 15:29:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.6010, loss: 0.6010 +2023-12-29 06:04:32,018 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 15:28:52, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9731, loss_cls: 0.6113, loss: 0.6113 +2023-12-29 06:04:58,563 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 15:28:26, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.5798, loss: 0.5798 +2023-12-29 06:05:25,122 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 15:28:01, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9712, loss_cls: 0.6252, loss: 0.6252 +2023-12-29 06:05:51,068 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 15:27:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 0.6338, loss: 0.6338 +2023-12-29 06:06:16,619 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 15:27:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.5721, loss: 0.5721 +2023-12-29 06:06:41,972 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 15:26:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9738, loss_cls: 0.6211, loss: 0.6211 +2023-12-29 06:07:07,269 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 15:26:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 0.5940, loss: 0.5940 +2023-12-29 06:07:32,653 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 15:25:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.6092, loss: 0.6092 +2023-12-29 06:07:57,986 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 15:25:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 0.6151, loss: 0.6151 +2023-12-29 06:08:23,105 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 15:24:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.6415, loss: 0.6415 +2023-12-29 06:08:48,473 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 15:24:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 0.5993, loss: 0.5993 +2023-12-29 06:09:13,529 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 15:24:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.6382, loss: 0.6382 +2023-12-29 06:09:39,223 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 15:23:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 0.6173, loss: 0.6173 +2023-12-29 06:10:04,760 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 15:23:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9706, loss_cls: 0.6838, loss: 0.6838 +2023-12-29 06:10:29,992 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 15:22:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 0.6302, loss: 0.6302 +2023-12-29 06:10:55,228 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 15:22:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9762, loss_cls: 0.5847, loss: 0.5847 +2023-12-29 06:11:20,269 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 15:21:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 0.5752, loss: 0.5752 +2023-12-29 06:11:45,269 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 15:21:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.5958, loss: 0.5958 +2023-12-29 06:12:10,630 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 15:21:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.6307, loss: 0.6307 +2023-12-29 06:12:36,269 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 15:20:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.5942, loss: 0.5942 +2023-12-29 06:13:01,793 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 15:20:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.5766, loss: 0.5766 +2023-12-29 06:13:12,714 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-29 06:17:01,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 06:17:02,055 - pyskl - INFO - +top1_acc 0.8049 +top5_acc 0.9633 +2023-12-29 06:17:02,077 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.8049, top5_acc: 0.9633 +2023-12-29 06:17:56,395 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 15:19:42, time: 0.543, data_time: 0.292, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9769, loss_cls: 0.5610, loss: 0.5610 +2023-12-29 06:18:21,461 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 15:19:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 0.5101, loss: 0.5101 +2023-12-29 06:18:46,800 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 15:18:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 0.5465, loss: 0.5465 +2023-12-29 06:19:12,383 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 15:18:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9744, loss_cls: 0.6042, loss: 0.6042 +2023-12-29 06:19:38,141 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 15:17:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.5440, loss: 0.5440 +2023-12-29 06:20:03,591 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 15:17:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 0.5992, loss: 0.5992 +2023-12-29 06:20:29,115 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 15:17:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9756, loss_cls: 0.5766, loss: 0.5766 +2023-12-29 06:20:54,306 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 15:16:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.5675, loss: 0.5675 +2023-12-29 06:21:19,392 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 15:16:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.5923, loss: 0.5923 +2023-12-29 06:21:44,432 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 15:15:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 0.6082, loss: 0.6082 +2023-12-29 06:22:09,456 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 15:15:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 0.6175, loss: 0.6175 +2023-12-29 06:22:35,259 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 15:14:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 0.5841, loss: 0.5841 +2023-12-29 06:23:00,973 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 15:14:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.5671, loss: 0.5671 +2023-12-29 06:23:26,680 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 15:14:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.5876, loss: 0.5876 +2023-12-29 06:23:52,018 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 15:13:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.5737, loss: 0.5737 +2023-12-29 06:24:17,862 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 15:13:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.5465, loss: 0.5465 +2023-12-29 06:24:43,693 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 15:12:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.6066, loss: 0.6066 +2023-12-29 06:25:09,018 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 15:12:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 0.6621, loss: 0.6621 +2023-12-29 06:25:34,518 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 15:11:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9738, loss_cls: 0.6394, loss: 0.6394 +2023-12-29 06:25:59,915 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 15:11:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.6741, loss: 0.6741 +2023-12-29 06:26:25,297 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 15:10:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 0.5766, loss: 0.5766 +2023-12-29 06:26:50,873 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 15:10:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.5572, loss: 0.5572 +2023-12-29 06:27:16,412 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 15:10:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 0.5877, loss: 0.5877 +2023-12-29 06:27:41,613 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 15:09:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 0.6298, loss: 0.6298 +2023-12-29 06:28:07,821 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 15:09:13, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9744, loss_cls: 0.6100, loss: 0.6100 +2023-12-29 06:28:33,962 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 15:08:47, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9719, loss_cls: 0.6210, loss: 0.6210 +2023-12-29 06:28:59,409 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 15:08:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.5917, loss: 0.5917 +2023-12-29 06:29:24,724 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 15:07:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.6171, loss: 0.6171 +2023-12-29 06:29:50,114 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 15:07:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.6290, loss: 0.6290 +2023-12-29 06:30:15,402 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 15:07:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 0.6038, loss: 0.6038 +2023-12-29 06:30:40,602 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 15:06:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 0.6160, loss: 0.6160 +2023-12-29 06:31:06,094 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 15:06:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 0.6272, loss: 0.6272 +2023-12-29 06:31:31,412 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 15:05:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 0.5980, loss: 0.5980 +2023-12-29 06:31:56,576 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 15:05:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9750, loss_cls: 0.6049, loss: 0.6049 +2023-12-29 06:32:21,886 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 15:04:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.5982, loss: 0.5982 +2023-12-29 06:32:47,298 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 15:04:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 0.5922, loss: 0.5922 +2023-12-29 06:33:13,785 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 15:03:58, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 0.5716, loss: 0.5716 +2023-12-29 06:33:39,382 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 15:03:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 0.6852, loss: 0.6852 +2023-12-29 06:34:05,277 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 15:03:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9744, loss_cls: 0.5857, loss: 0.5857 +2023-12-29 06:34:16,350 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-29 06:38:05,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 06:38:05,654 - pyskl - INFO - +top1_acc 0.8033 +top5_acc 0.9645 +2023-12-29 06:38:05,676 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.8033, top5_acc: 0.9645 +2023-12-29 06:39:00,233 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 15:02:40, time: 0.546, data_time: 0.292, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.5705, loss: 0.5705 +2023-12-29 06:39:25,267 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 15:02:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 0.5026, loss: 0.5026 +2023-12-29 06:39:50,634 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 15:01:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.5206, loss: 0.5206 +2023-12-29 06:40:16,244 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 15:01:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9756, loss_cls: 0.5983, loss: 0.5983 +2023-12-29 06:40:41,694 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 15:00:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.6050, loss: 0.6050 +2023-12-29 06:41:07,069 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 15:00:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 0.5519, loss: 0.5519 +2023-12-29 06:41:32,257 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 15:00:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9794, loss_cls: 0.5218, loss: 0.5218 +2023-12-29 06:41:58,107 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 14:59:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9788, loss_cls: 0.5405, loss: 0.5405 +2023-12-29 06:42:23,310 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 14:59:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.5446, loss: 0.5446 +2023-12-29 06:42:48,412 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 14:58:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 0.5498, loss: 0.5498 +2023-12-29 06:43:13,591 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 14:58:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 0.5913, loss: 0.5913 +2023-12-29 06:43:38,800 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 14:57:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9744, loss_cls: 0.6096, loss: 0.6096 +2023-12-29 06:44:03,840 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 14:57:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.5721, loss: 0.5721 +2023-12-29 06:44:29,461 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 14:56:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9775, loss_cls: 0.5664, loss: 0.5664 +2023-12-29 06:44:55,087 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 14:56:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.5470, loss: 0.5470 +2023-12-29 06:45:20,972 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 14:56:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.5328, loss: 0.5328 +2023-12-29 06:45:45,996 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 14:55:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 0.5524, loss: 0.5524 +2023-12-29 06:46:11,011 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 14:55:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 0.6244, loss: 0.6244 +2023-12-29 06:46:36,019 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 14:54:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9738, loss_cls: 0.5931, loss: 0.5931 +2023-12-29 06:47:01,012 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 14:54:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 0.5977, loss: 0.5977 +2023-12-29 06:47:26,003 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 14:53:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 0.5740, loss: 0.5740 +2023-12-29 06:47:50,992 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 14:53:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 0.5731, loss: 0.5731 +2023-12-29 06:48:16,208 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 14:53:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 0.5909, loss: 0.5909 +2023-12-29 06:48:41,885 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 14:52:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9750, loss_cls: 0.5757, loss: 0.5757 +2023-12-29 06:49:07,202 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 14:52:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 0.5575, loss: 0.5575 +2023-12-29 06:49:32,997 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 14:51:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9762, loss_cls: 0.5846, loss: 0.5846 +2023-12-29 06:49:58,524 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 14:51:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.5943, loss: 0.5943 +2023-12-29 06:50:23,698 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 14:50:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9731, loss_cls: 0.6273, loss: 0.6273 +2023-12-29 06:50:48,805 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 14:50:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.5467, loss: 0.5467 +2023-12-29 06:51:14,301 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 14:49:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 0.5325, loss: 0.5325 +2023-12-29 06:51:39,683 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 14:49:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 0.5973, loss: 0.5973 +2023-12-29 06:52:05,129 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 14:49:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 0.6602, loss: 0.6602 +2023-12-29 06:52:31,408 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 14:48:39, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9775, loss_cls: 0.5691, loss: 0.5691 +2023-12-29 06:52:56,718 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 14:48:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.6361, loss: 0.6361 +2023-12-29 06:53:22,020 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 14:47:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 0.5780, loss: 0.5780 +2023-12-29 06:53:47,604 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 14:47:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 0.6291, loss: 0.6291 +2023-12-29 06:54:13,277 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 14:46:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 0.5799, loss: 0.5799 +2023-12-29 06:54:38,634 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 14:46:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.6545, loss: 0.6545 +2023-12-29 06:55:04,289 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 14:46:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.6172, loss: 0.6172 +2023-12-29 06:55:15,337 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-29 06:59:04,769 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 06:59:05,333 - pyskl - INFO - +top1_acc 0.8113 +top5_acc 0.9658 +2023-12-29 06:59:05,355 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.8113, top5_acc: 0.9658 +2023-12-29 07:00:00,567 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 14:45:36, time: 0.552, data_time: 0.296, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 0.6041, loss: 0.6041 +2023-12-29 07:00:26,145 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 14:45:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9806, loss_cls: 0.5219, loss: 0.5219 +2023-12-29 07:00:51,169 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 14:44:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 0.5426, loss: 0.5426 +2023-12-29 07:01:16,719 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 14:44:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 0.5607, loss: 0.5607 +2023-12-29 07:01:42,302 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 14:43:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9806, loss_cls: 0.5367, loss: 0.5367 +2023-12-29 07:02:07,633 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 14:43:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 0.5779, loss: 0.5779 +2023-12-29 07:02:32,780 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 14:42:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9794, loss_cls: 0.5167, loss: 0.5167 +2023-12-29 07:02:57,766 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 14:42:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 0.5560, loss: 0.5560 +2023-12-29 07:03:22,735 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 14:42:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9769, loss_cls: 0.5728, loss: 0.5728 +2023-12-29 07:03:47,703 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 14:41:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9769, loss_cls: 0.5602, loss: 0.5602 +2023-12-29 07:04:12,684 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 14:41:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 0.5423, loss: 0.5423 +2023-12-29 07:04:37,663 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 14:40:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9781, loss_cls: 0.5328, loss: 0.5328 +2023-12-29 07:05:02,613 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 14:40:20, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 0.5779, loss: 0.5779 +2023-12-29 07:05:27,582 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 14:39:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.5266, loss: 0.5266 +2023-12-29 07:05:52,976 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 14:39:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 0.5792, loss: 0.5792 +2023-12-29 07:06:18,774 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 14:39:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9750, loss_cls: 0.5986, loss: 0.5986 +2023-12-29 07:06:44,161 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 14:38:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9731, loss_cls: 0.6279, loss: 0.6279 +2023-12-29 07:07:10,068 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 14:38:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.5571, loss: 0.5571 +2023-12-29 07:07:35,186 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 14:37:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.5520, loss: 0.5520 +2023-12-29 07:08:00,595 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 14:37:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9719, loss_cls: 0.5735, loss: 0.5735 +2023-12-29 07:08:26,342 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 14:36:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 0.6255, loss: 0.6255 +2023-12-29 07:08:52,182 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 14:36:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 0.5694, loss: 0.5694 +2023-12-29 07:09:17,566 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 14:35:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9712, loss_cls: 0.5420, loss: 0.5420 +2023-12-29 07:09:43,314 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 14:35:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.5741, loss: 0.5741 +2023-12-29 07:10:08,711 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 14:35:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.5436, loss: 0.5436 +2023-12-29 07:10:34,360 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 14:34:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.5981, loss: 0.5981 +2023-12-29 07:10:59,799 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 14:34:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 0.6886, loss: 0.6886 +2023-12-29 07:11:25,100 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 14:33:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 0.5854, loss: 0.5854 +2023-12-29 07:11:50,365 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 14:33:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 0.6076, loss: 0.6076 +2023-12-29 07:12:15,711 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 14:32:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 0.5573, loss: 0.5573 +2023-12-29 07:12:40,825 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 14:32:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 0.5969, loss: 0.5969 +2023-12-29 07:13:05,779 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 14:32:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 0.6162, loss: 0.6162 +2023-12-29 07:13:30,997 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 14:31:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 0.6178, loss: 0.6178 +2023-12-29 07:13:56,268 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 14:31:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.5676, loss: 0.5676 +2023-12-29 07:14:21,493 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 14:30:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9744, loss_cls: 0.5765, loss: 0.5765 +2023-12-29 07:14:46,643 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 14:30:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 0.5263, loss: 0.5263 +2023-12-29 07:15:11,795 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 14:29:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.5674, loss: 0.5674 +2023-12-29 07:15:37,256 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 14:29:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9788, loss_cls: 0.5316, loss: 0.5316 +2023-12-29 07:16:02,757 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 14:28:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9756, loss_cls: 0.5777, loss: 0.5777 +2023-12-29 07:16:13,739 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-29 07:20:02,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 07:20:03,411 - pyskl - INFO - +top1_acc 0.8083 +top5_acc 0.9684 +2023-12-29 07:20:03,433 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.8083, top5_acc: 0.9684 +2023-12-29 07:20:57,720 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 14:28:30, time: 0.543, data_time: 0.291, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 0.6085, loss: 0.6085 +2023-12-29 07:21:22,730 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 14:28:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.4930, loss: 0.4930 +2023-12-29 07:21:48,145 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 14:27:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.5101, loss: 0.5101 +2023-12-29 07:22:13,671 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 14:27:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.5662, loss: 0.5662 +2023-12-29 07:22:39,316 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 14:26:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 0.5674, loss: 0.5674 +2023-12-29 07:23:05,124 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 14:26:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.5705, loss: 0.5705 +2023-12-29 07:23:30,556 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 14:25:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9788, loss_cls: 0.5576, loss: 0.5576 +2023-12-29 07:23:55,638 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 14:25:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 0.5450, loss: 0.5450 +2023-12-29 07:24:20,640 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 14:25:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9750, loss_cls: 0.5795, loss: 0.5795 +2023-12-29 07:24:45,567 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 14:24:34, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 0.5483, loss: 0.5483 +2023-12-29 07:25:10,490 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 14:24:08, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.5701, loss: 0.5701 +2023-12-29 07:25:35,425 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 14:23:41, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 0.5485, loss: 0.5485 +2023-12-29 07:26:00,380 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 14:23:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 0.6007, loss: 0.6007 +2023-12-29 07:26:25,310 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 14:22:48, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9744, loss_cls: 0.5799, loss: 0.5799 +2023-12-29 07:26:50,212 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 14:22:22, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.6003, loss: 0.6003 +2023-12-29 07:27:15,580 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 14:21:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.5195, loss: 0.5195 +2023-12-29 07:27:41,099 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 14:21:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.5245, loss: 0.5245 +2023-12-29 07:28:06,494 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 14:21:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.5430, loss: 0.5430 +2023-12-29 07:28:31,862 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 14:20:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 0.5371, loss: 0.5371 +2023-12-29 07:28:57,447 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 14:20:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 0.5642, loss: 0.5642 +2023-12-29 07:29:22,857 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 14:19:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.5882, loss: 0.5882 +2023-12-29 07:29:48,020 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 14:19:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 0.6416, loss: 0.6416 +2023-12-29 07:30:13,402 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 14:18:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 0.5906, loss: 0.5906 +2023-12-29 07:30:38,790 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 14:18:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 0.5563, loss: 0.5563 +2023-12-29 07:31:04,752 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 14:18:00, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 0.5397, loss: 0.5397 +2023-12-29 07:31:30,315 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 14:17:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 0.5516, loss: 0.5516 +2023-12-29 07:31:55,556 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 14:17:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 0.5940, loss: 0.5940 +2023-12-29 07:32:21,990 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 14:16:42, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 0.5589, loss: 0.5589 +2023-12-29 07:32:48,478 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 14:16:16, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 0.5235, loss: 0.5235 +2023-12-29 07:33:14,126 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 14:15:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 0.5354, loss: 0.5354 +2023-12-29 07:33:39,318 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 14:15:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 0.5579, loss: 0.5579 +2023-12-29 07:34:04,504 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 14:14:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 0.5743, loss: 0.5743 +2023-12-29 07:34:29,719 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 14:14:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 0.6032, loss: 0.6032 +2023-12-29 07:34:55,088 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 14:14:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 0.5587, loss: 0.5587 +2023-12-29 07:35:20,247 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 14:13:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 0.5921, loss: 0.5921 +2023-12-29 07:35:45,529 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 14:13:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 0.5326, loss: 0.5326 +2023-12-29 07:36:10,817 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 14:12:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9788, loss_cls: 0.5324, loss: 0.5324 +2023-12-29 07:36:36,655 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 14:12:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.5577, loss: 0.5577 +2023-12-29 07:37:02,432 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 14:11:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 0.5379, loss: 0.5379 +2023-12-29 07:37:13,435 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-29 07:41:02,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 07:41:02,809 - pyskl - INFO - +top1_acc 0.8068 +top5_acc 0.9643 +2023-12-29 07:41:02,834 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.8068, top5_acc: 0.9643 +2023-12-29 07:41:57,766 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 14:11:27, time: 0.549, data_time: 0.292, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 0.5985, loss: 0.5985 +2023-12-29 07:42:23,583 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 14:11:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9825, loss_cls: 0.4858, loss: 0.4858 +2023-12-29 07:42:49,974 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 14:10:35, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 0.4858, loss: 0.4858 +2023-12-29 07:43:15,660 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 14:10:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 0.5056, loss: 0.5056 +2023-12-29 07:43:41,295 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 14:09:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9731, loss_cls: 0.5849, loss: 0.5849 +2023-12-29 07:44:07,453 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 14:09:17, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 0.5357, loss: 0.5357 +2023-12-29 07:44:33,237 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 14:08:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 0.5059, loss: 0.5059 +2023-12-29 07:44:58,494 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 14:08:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9769, loss_cls: 0.5454, loss: 0.5454 +2023-12-29 07:45:23,998 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 14:07:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9750, loss_cls: 0.6094, loss: 0.6094 +2023-12-29 07:45:50,116 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 14:07:33, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 0.5661, loss: 0.5661 +2023-12-29 07:46:15,193 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 14:07:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 0.5457, loss: 0.5457 +2023-12-29 07:46:40,421 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 14:06:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9806, loss_cls: 0.5243, loss: 0.5243 +2023-12-29 07:47:05,532 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 14:06:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9756, loss_cls: 0.5780, loss: 0.5780 +2023-12-29 07:47:30,546 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 14:05:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.5531, loss: 0.5531 +2023-12-29 07:47:55,779 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 14:05:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 0.5655, loss: 0.5655 +2023-12-29 07:48:21,287 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 14:04:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.5074, loss: 0.5074 +2023-12-29 07:48:46,947 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 14:04:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 0.4935, loss: 0.4935 +2023-12-29 07:49:12,388 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 14:04:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9775, loss_cls: 0.5526, loss: 0.5526 +2023-12-29 07:49:38,076 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 14:03:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9731, loss_cls: 0.5548, loss: 0.5548 +2023-12-29 07:50:03,421 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 14:03:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9756, loss_cls: 0.5858, loss: 0.5858 +2023-12-29 07:50:28,872 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 14:02:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 0.5082, loss: 0.5082 +2023-12-29 07:50:54,465 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 14:02:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.4925, loss: 0.4925 +2023-12-29 07:51:19,779 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 14:01:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 0.5424, loss: 0.5424 +2023-12-29 07:51:44,801 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 14:01:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 0.6170, loss: 0.6170 +2023-12-29 07:52:10,246 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 14:00:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 0.5405, loss: 0.5405 +2023-12-29 07:52:35,687 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 14:00:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.5625, loss: 0.5625 +2023-12-29 07:53:00,835 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 14:00:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9775, loss_cls: 0.5706, loss: 0.5706 +2023-12-29 07:53:26,179 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 13:59:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 0.5899, loss: 0.5899 +2023-12-29 07:53:51,403 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 13:59:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9731, loss_cls: 0.5556, loss: 0.5556 +2023-12-29 07:54:16,712 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 13:58:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 0.5524, loss: 0.5524 +2023-12-29 07:54:42,720 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 13:58:22, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 0.5692, loss: 0.5692 +2023-12-29 07:55:08,701 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 13:57:56, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 0.5318, loss: 0.5318 +2023-12-29 07:55:34,001 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 13:57:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 0.5749, loss: 0.5749 +2023-12-29 07:55:59,370 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 13:57:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9781, loss_cls: 0.5520, loss: 0.5520 +2023-12-29 07:56:24,468 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 13:56:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 0.4968, loss: 0.4968 +2023-12-29 07:56:49,563 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 13:56:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.5194, loss: 0.5194 +2023-12-29 07:57:14,840 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 13:55:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.5498, loss: 0.5498 +2023-12-29 07:57:40,311 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 13:55:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9794, loss_cls: 0.5486, loss: 0.5486 +2023-12-29 07:58:06,421 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 13:54:52, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.5571, loss: 0.5571 +2023-12-29 07:58:17,897 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-29 08:02:06,811 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 08:02:07,379 - pyskl - INFO - +top1_acc 0.8010 +top5_acc 0.9632 +2023-12-29 08:02:07,401 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.8010, top5_acc: 0.9632 +2023-12-29 08:03:01,765 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 13:54:25, time: 0.544, data_time: 0.291, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.5552, loss: 0.5552 +2023-12-29 08:03:26,879 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 13:53:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 0.5501, loss: 0.5501 +2023-12-29 08:03:52,239 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 13:53:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 0.4850, loss: 0.4850 +2023-12-29 08:04:17,747 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 13:53:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 0.4687, loss: 0.4687 +2023-12-29 08:04:43,587 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 13:52:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.4903, loss: 0.4903 +2023-12-29 08:05:09,071 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 13:52:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.4705, loss: 0.4705 +2023-12-29 08:05:34,379 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 13:51:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 0.4728, loss: 0.4728 +2023-12-29 08:05:59,602 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 13:51:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 0.5311, loss: 0.5311 +2023-12-29 08:06:24,834 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 13:50:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 0.5072, loss: 0.5072 +2023-12-29 08:06:50,079 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 13:50:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9838, loss_cls: 0.4721, loss: 0.4721 +2023-12-29 08:07:16,104 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 13:50:03, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 0.5310, loss: 0.5310 +2023-12-29 08:07:41,410 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 13:49:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.5072, loss: 0.5072 +2023-12-29 08:08:06,430 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 13:49:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 0.5739, loss: 0.5739 +2023-12-29 08:08:31,508 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 13:48:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9806, loss_cls: 0.5204, loss: 0.5204 +2023-12-29 08:08:56,642 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 13:48:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 0.4851, loss: 0.4851 +2023-12-29 08:09:21,736 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 13:47:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 0.5437, loss: 0.5437 +2023-12-29 08:09:46,993 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 13:47:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 0.5508, loss: 0.5508 +2023-12-29 08:10:12,515 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 13:46:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 0.5774, loss: 0.5774 +2023-12-29 08:10:38,047 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 13:46:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9812, loss_cls: 0.5118, loss: 0.5118 +2023-12-29 08:11:03,528 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 13:46:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 0.5297, loss: 0.5297 +2023-12-29 08:11:28,848 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 13:45:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.5326, loss: 0.5326 +2023-12-29 08:11:54,197 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 13:45:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9738, loss_cls: 0.5611, loss: 0.5611 +2023-12-29 08:12:19,721 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 13:44:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9806, loss_cls: 0.5098, loss: 0.5098 +2023-12-29 08:12:45,220 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 13:44:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9819, loss_cls: 0.5182, loss: 0.5182 +2023-12-29 08:13:10,570 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 13:43:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9762, loss_cls: 0.5160, loss: 0.5160 +2023-12-29 08:13:36,177 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 13:43:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 0.5660, loss: 0.5660 +2023-12-29 08:14:01,857 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 13:43:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 0.5396, loss: 0.5396 +2023-12-29 08:14:27,187 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 13:42:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 0.5826, loss: 0.5826 +2023-12-29 08:14:52,397 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 13:42:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.5057, loss: 0.5057 +2023-12-29 08:15:17,496 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 13:41:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9775, loss_cls: 0.5660, loss: 0.5660 +2023-12-29 08:15:42,795 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 13:41:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.5914, loss: 0.5914 +2023-12-29 08:16:08,133 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 13:40:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9756, loss_cls: 0.5597, loss: 0.5597 +2023-12-29 08:16:33,647 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 13:40:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.5234, loss: 0.5234 +2023-12-29 08:16:59,252 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 13:40:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9756, loss_cls: 0.5534, loss: 0.5534 +2023-12-29 08:17:24,487 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 13:39:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.5733, loss: 0.5733 +2023-12-29 08:17:49,732 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 13:39:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 0.6188, loss: 0.6188 +2023-12-29 08:18:15,116 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 13:38:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.5169, loss: 0.5169 +2023-12-29 08:18:40,577 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 13:38:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.5481, loss: 0.5481 +2023-12-29 08:19:06,107 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 13:37:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.5639, loss: 0.5639 +2023-12-29 08:19:17,063 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-29 08:23:06,287 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 08:23:06,812 - pyskl - INFO - +top1_acc 0.8020 +top5_acc 0.9643 +2023-12-29 08:23:06,835 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.8020, top5_acc: 0.9643 +2023-12-29 08:24:01,610 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 13:37:21, time: 0.548, data_time: 0.293, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9812, loss_cls: 0.5109, loss: 0.5109 +2023-12-29 08:24:26,708 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 13:36:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.5044, loss: 0.5044 +2023-12-29 08:24:51,977 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 13:36:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.4779, loss: 0.4779 +2023-12-29 08:25:17,325 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 13:36:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.5255, loss: 0.5255 +2023-12-29 08:25:43,066 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 13:35:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 0.5486, loss: 0.5486 +2023-12-29 08:26:08,396 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 13:35:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.5110, loss: 0.5110 +2023-12-29 08:26:33,610 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 13:34:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9744, loss_cls: 0.5603, loss: 0.5603 +2023-12-29 08:26:59,005 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 13:34:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5198, loss: 0.5198 +2023-12-29 08:27:24,265 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 13:33:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9819, loss_cls: 0.4971, loss: 0.4971 +2023-12-29 08:27:49,439 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 13:33:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 0.5276, loss: 0.5276 +2023-12-29 08:28:14,533 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 13:32:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.5344, loss: 0.5344 +2023-12-29 08:28:39,662 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 13:32:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9800, loss_cls: 0.4782, loss: 0.4782 +2023-12-29 08:29:04,894 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 13:32:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.5265, loss: 0.5265 +2023-12-29 08:29:30,967 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 13:31:40, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 0.5481, loss: 0.5481 +2023-12-29 08:29:56,754 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 13:31:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.5503, loss: 0.5503 +2023-12-29 08:30:22,234 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 13:30:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 0.5104, loss: 0.5104 +2023-12-29 08:30:47,531 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 13:30:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 0.5739, loss: 0.5739 +2023-12-29 08:31:12,641 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 13:29:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9744, loss_cls: 0.5771, loss: 0.5771 +2023-12-29 08:31:37,997 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 13:29:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 0.5175, loss: 0.5175 +2023-12-29 08:32:03,308 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 13:29:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9819, loss_cls: 0.5293, loss: 0.5293 +2023-12-29 08:32:28,591 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 13:28:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.5679, loss: 0.5679 +2023-12-29 08:32:54,133 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 13:28:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5205, loss: 0.5205 +2023-12-29 08:33:19,772 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 13:27:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 0.5673, loss: 0.5673 +2023-12-29 08:33:45,837 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 13:27:19, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9781, loss_cls: 0.5493, loss: 0.5493 +2023-12-29 08:34:11,149 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 13:26:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 0.5699, loss: 0.5699 +2023-12-29 08:34:36,602 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 13:26:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9806, loss_cls: 0.5296, loss: 0.5296 +2023-12-29 08:35:02,179 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 13:26:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 0.4908, loss: 0.4908 +2023-12-29 08:35:27,770 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 13:25:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 0.5910, loss: 0.5910 +2023-12-29 08:35:53,597 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 13:25:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9794, loss_cls: 0.5462, loss: 0.5462 +2023-12-29 08:36:18,905 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 13:24:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9794, loss_cls: 0.5494, loss: 0.5494 +2023-12-29 08:36:44,010 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 13:24:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9794, loss_cls: 0.4935, loss: 0.4935 +2023-12-29 08:37:09,847 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 13:23:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.5342, loss: 0.5342 +2023-12-29 08:37:35,074 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 13:23:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9831, loss_cls: 0.5058, loss: 0.5058 +2023-12-29 08:38:00,257 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 13:22:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 0.5312, loss: 0.5312 +2023-12-29 08:38:25,674 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 13:22:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9762, loss_cls: 0.5480, loss: 0.5480 +2023-12-29 08:38:52,075 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 13:22:05, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9794, loss_cls: 0.5245, loss: 0.5245 +2023-12-29 08:39:18,148 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 13:21:39, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.5146, loss: 0.5146 +2023-12-29 08:39:43,946 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 13:21:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 0.5416, loss: 0.5416 +2023-12-29 08:40:09,425 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 13:20:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9806, loss_cls: 0.4986, loss: 0.4986 +2023-12-29 08:40:20,413 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-29 08:44:09,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 08:44:10,370 - pyskl - INFO - +top1_acc 0.7964 +top5_acc 0.9617 +2023-12-29 08:44:10,392 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.7964, top5_acc: 0.9617 +2023-12-29 08:45:05,053 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 13:20:19, time: 0.547, data_time: 0.294, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 0.4800, loss: 0.4800 +2023-12-29 08:45:30,535 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 13:19:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.4847, loss: 0.4847 +2023-12-29 08:45:55,875 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 13:19:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.4938, loss: 0.4938 +2023-12-29 08:46:21,099 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 13:19:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9831, loss_cls: 0.4848, loss: 0.4848 +2023-12-29 08:46:46,577 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 13:18:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.4621, loss: 0.4621 +2023-12-29 08:47:11,780 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 13:18:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.4959, loss: 0.4959 +2023-12-29 08:47:36,988 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 13:17:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9788, loss_cls: 0.5458, loss: 0.5458 +2023-12-29 08:48:02,322 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 13:17:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.4895, loss: 0.4895 +2023-12-29 08:48:27,929 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 13:16:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 0.4853, loss: 0.4853 +2023-12-29 08:48:53,105 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 13:16:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.5399, loss: 0.5399 +2023-12-29 08:49:18,238 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 13:15:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9781, loss_cls: 0.5412, loss: 0.5412 +2023-12-29 08:49:43,189 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 13:15:30, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9800, loss_cls: 0.5136, loss: 0.5136 +2023-12-29 08:50:08,134 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 13:15:04, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.5221, loss: 0.5221 +2023-12-29 08:50:33,212 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 13:14:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9744, loss_cls: 0.5540, loss: 0.5540 +2023-12-29 08:50:59,147 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 13:14:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.5908, loss: 0.5908 +2023-12-29 08:51:24,898 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 13:13:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9775, loss_cls: 0.5598, loss: 0.5598 +2023-12-29 08:51:50,492 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 13:13:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.5336, loss: 0.5336 +2023-12-29 08:52:15,558 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 13:12:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 0.5012, loss: 0.5012 +2023-12-29 08:52:40,832 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 13:12:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9819, loss_cls: 0.4706, loss: 0.4706 +2023-12-29 08:53:06,508 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 13:12:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9812, loss_cls: 0.4828, loss: 0.4828 +2023-12-29 08:53:32,260 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 13:11:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.5364, loss: 0.5364 +2023-12-29 08:53:57,490 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 13:11:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.5367, loss: 0.5367 +2023-12-29 08:54:22,512 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 13:10:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.5767, loss: 0.5767 +2023-12-29 08:54:47,520 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 13:10:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9744, loss_cls: 0.5583, loss: 0.5583 +2023-12-29 08:55:12,494 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 13:09:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 0.5065, loss: 0.5065 +2023-12-29 08:55:38,245 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 13:09:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 0.5330, loss: 0.5330 +2023-12-29 08:56:03,856 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 13:08:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9806, loss_cls: 0.5377, loss: 0.5377 +2023-12-29 08:56:29,067 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 13:08:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 0.4879, loss: 0.4879 +2023-12-29 08:56:54,296 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 13:08:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 0.4778, loss: 0.4778 +2023-12-29 08:57:19,415 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 13:07:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.5136, loss: 0.5136 +2023-12-29 08:57:45,047 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 13:07:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 0.5324, loss: 0.5324 +2023-12-29 08:58:10,530 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 13:06:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.5651, loss: 0.5651 +2023-12-29 08:58:35,736 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 13:06:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.5587, loss: 0.5587 +2023-12-29 08:59:00,847 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 13:05:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 0.5378, loss: 0.5378 +2023-12-29 08:59:26,022 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 13:05:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.4884, loss: 0.4884 +2023-12-29 08:59:51,451 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 13:05:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.5117, loss: 0.5117 +2023-12-29 09:00:17,317 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 13:04:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 0.5646, loss: 0.5646 +2023-12-29 09:00:42,651 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 13:04:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 0.5283, loss: 0.5283 +2023-12-29 09:01:08,242 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 13:03:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9812, loss_cls: 0.5120, loss: 0.5120 +2023-12-29 09:01:19,319 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-29 09:05:08,179 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 09:05:08,783 - pyskl - INFO - +top1_acc 0.8178 +top5_acc 0.9671 +2023-12-29 09:05:08,788 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_95.pth was removed +2023-12-29 09:05:08,999 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2023-12-29 09:05:09,001 - pyskl - INFO - Best top1_acc is 0.8178 at 104 epoch. +2023-12-29 09:05:09,023 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.8178, top5_acc: 0.9671 +2023-12-29 09:06:04,016 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 13:03:15, time: 0.550, data_time: 0.299, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.4844, loss: 0.4844 +2023-12-29 09:06:29,562 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 13:02:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9856, loss_cls: 0.4461, loss: 0.4461 +2023-12-29 09:06:54,546 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 13:02:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 0.4088, loss: 0.4088 +2023-12-29 09:07:19,815 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 13:01:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 0.4776, loss: 0.4776 +2023-12-29 09:07:45,542 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 13:01:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.5184, loss: 0.5184 +2023-12-29 09:08:10,934 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 13:01:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.4791, loss: 0.4791 +2023-12-29 09:08:36,805 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 13:00:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.4916, loss: 0.4916 +2023-12-29 09:09:02,029 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 13:00:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.4425, loss: 0.4425 +2023-12-29 09:09:27,410 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 12:59:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.5624, loss: 0.5624 +2023-12-29 09:09:52,728 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 12:59:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.4520, loss: 0.4520 +2023-12-29 09:10:18,071 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 12:58:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.4702, loss: 0.4702 +2023-12-29 09:10:44,461 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 12:58:27, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.4951, loss: 0.4951 +2023-12-29 09:11:10,081 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 12:58:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 0.5267, loss: 0.5267 +2023-12-29 09:11:35,069 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 12:57:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9806, loss_cls: 0.5068, loss: 0.5068 +2023-12-29 09:12:00,210 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 12:57:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 0.4848, loss: 0.4848 +2023-12-29 09:12:25,209 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 12:56:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 0.5058, loss: 0.5058 +2023-12-29 09:12:50,217 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 12:56:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 0.5212, loss: 0.5212 +2023-12-29 09:13:15,173 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 12:55:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9825, loss_cls: 0.5081, loss: 0.5081 +2023-12-29 09:13:40,143 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 12:55:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.5422, loss: 0.5422 +2023-12-29 09:14:05,408 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 12:54:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.4961, loss: 0.4961 +2023-12-29 09:14:31,038 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 12:54:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 0.5400, loss: 0.5400 +2023-12-29 09:14:56,362 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 12:54:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.5321, loss: 0.5321 +2023-12-29 09:15:22,098 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 12:53:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.4983, loss: 0.4983 +2023-12-29 09:15:47,598 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 12:53:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.5320, loss: 0.5320 +2023-12-29 09:16:13,134 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 12:52:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 0.4861, loss: 0.4861 +2023-12-29 09:16:38,461 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 12:52:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9819, loss_cls: 0.4797, loss: 0.4797 +2023-12-29 09:17:03,774 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 12:51:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.5230, loss: 0.5230 +2023-12-29 09:17:29,150 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 12:51:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9762, loss_cls: 0.5542, loss: 0.5542 +2023-12-29 09:17:54,508 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 12:51:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.5223, loss: 0.5223 +2023-12-29 09:18:19,998 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 12:50:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 0.5575, loss: 0.5575 +2023-12-29 09:18:45,362 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 12:50:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9756, loss_cls: 0.5346, loss: 0.5346 +2023-12-29 09:19:10,694 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 12:49:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.5144, loss: 0.5144 +2023-12-29 09:19:36,021 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 12:49:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 0.5269, loss: 0.5269 +2023-12-29 09:20:01,344 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 12:48:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9775, loss_cls: 0.5310, loss: 0.5310 +2023-12-29 09:20:27,163 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 12:48:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9825, loss_cls: 0.4728, loss: 0.4728 +2023-12-29 09:20:52,699 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 12:47:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.4564, loss: 0.4564 +2023-12-29 09:21:18,069 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 12:47:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9794, loss_cls: 0.5108, loss: 0.5108 +2023-12-29 09:21:43,990 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 12:47:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9794, loss_cls: 0.5226, loss: 0.5226 +2023-12-29 09:22:10,003 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 12:46:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.5241, loss: 0.5241 +2023-12-29 09:22:20,925 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-29 09:26:09,795 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 09:26:10,455 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9657 +2023-12-29 09:26:10,478 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.8101, top5_acc: 0.9657 +2023-12-29 09:27:05,340 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 12:46:12, time: 0.549, data_time: 0.297, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 0.4594, loss: 0.4594 +2023-12-29 09:27:30,661 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 12:45:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.4755, loss: 0.4755 +2023-12-29 09:27:56,180 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 12:45:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 0.4153, loss: 0.4153 +2023-12-29 09:28:21,417 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 12:44:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9831, loss_cls: 0.4833, loss: 0.4833 +2023-12-29 09:28:47,106 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 12:44:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.4478, loss: 0.4478 +2023-12-29 09:29:12,713 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 12:44:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9812, loss_cls: 0.4941, loss: 0.4941 +2023-12-29 09:29:38,040 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 12:43:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 0.4701, loss: 0.4701 +2023-12-29 09:30:03,126 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 12:43:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9781, loss_cls: 0.5087, loss: 0.5087 +2023-12-29 09:30:28,125 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 12:42:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 0.5007, loss: 0.5007 +2023-12-29 09:30:53,059 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 12:42:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 0.4579, loss: 0.4579 +2023-12-29 09:31:17,997 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 12:41:50, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 0.5233, loss: 0.5233 +2023-12-29 09:31:42,915 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 12:41:23, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.4781, loss: 0.4781 +2023-12-29 09:32:07,834 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 12:40:57, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.4954, loss: 0.4954 +2023-12-29 09:32:32,815 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 12:40:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9806, loss_cls: 0.4669, loss: 0.4669 +2023-12-29 09:32:57,937 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 12:40:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 0.4899, loss: 0.4899 +2023-12-29 09:33:23,195 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 12:39:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.4475, loss: 0.4475 +2023-12-29 09:33:48,387 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 12:39:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9825, loss_cls: 0.4554, loss: 0.4554 +2023-12-29 09:34:13,479 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 12:38:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.4931, loss: 0.4931 +2023-12-29 09:34:38,635 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 12:38:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9812, loss_cls: 0.5136, loss: 0.5136 +2023-12-29 09:35:03,744 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 12:37:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.5220, loss: 0.5220 +2023-12-29 09:35:29,338 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 12:37:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.5108, loss: 0.5108 +2023-12-29 09:35:54,654 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 12:37:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.5143, loss: 0.5143 +2023-12-29 09:36:20,208 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 12:36:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9806, loss_cls: 0.5012, loss: 0.5012 +2023-12-29 09:36:45,526 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 12:36:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.5062, loss: 0.5062 +2023-12-29 09:37:11,825 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 12:35:43, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.5173, loss: 0.5173 +2023-12-29 09:37:38,333 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 12:35:17, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9794, loss_cls: 0.5100, loss: 0.5100 +2023-12-29 09:38:04,261 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 12:34:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9775, loss_cls: 0.5273, loss: 0.5273 +2023-12-29 09:38:29,974 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 12:34:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9812, loss_cls: 0.4976, loss: 0.4976 +2023-12-29 09:38:55,647 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 12:33:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 0.5115, loss: 0.5115 +2023-12-29 09:39:21,072 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 12:33:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 0.4679, loss: 0.4679 +2023-12-29 09:39:47,210 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 12:33:07, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 0.4879, loss: 0.4879 +2023-12-29 09:40:13,679 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 12:32:41, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 0.5027, loss: 0.5027 +2023-12-29 09:40:39,529 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 12:32:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.5191, loss: 0.5191 +2023-12-29 09:41:04,815 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 12:31:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9769, loss_cls: 0.5469, loss: 0.5469 +2023-12-29 09:41:30,212 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 12:31:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.5018, loss: 0.5018 +2023-12-29 09:41:55,824 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 12:30:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.5088, loss: 0.5088 +2023-12-29 09:42:21,124 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 12:30:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.5354, loss: 0.5354 +2023-12-29 09:42:46,796 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 12:30:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9800, loss_cls: 0.5322, loss: 0.5322 +2023-12-29 09:43:12,143 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 12:29:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 0.4881, loss: 0.4881 +2023-12-29 09:43:23,373 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-29 09:47:12,437 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 09:47:13,043 - pyskl - INFO - +top1_acc 0.8331 +top5_acc 0.9714 +2023-12-29 09:47:13,048 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_104.pth was removed +2023-12-29 09:47:13,268 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2023-12-29 09:47:13,270 - pyskl - INFO - Best top1_acc is 0.8331 at 106 epoch. +2023-12-29 09:47:13,292 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.8331, top5_acc: 0.9714 +2023-12-29 09:48:08,441 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 12:29:10, time: 0.551, data_time: 0.294, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 0.5046, loss: 0.5046 +2023-12-29 09:48:34,521 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 12:28:44, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 0.4772, loss: 0.4772 +2023-12-29 09:49:00,017 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 12:28:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 0.4638, loss: 0.4638 +2023-12-29 09:49:25,476 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 12:27:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9819, loss_cls: 0.4454, loss: 0.4454 +2023-12-29 09:49:51,179 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 12:27:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9819, loss_cls: 0.4741, loss: 0.4741 +2023-12-29 09:50:16,989 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 12:27:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 0.4110, loss: 0.4110 +2023-12-29 09:50:42,813 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 12:26:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.4101, loss: 0.4101 +2023-12-29 09:51:08,338 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 12:26:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.4849, loss: 0.4849 +2023-12-29 09:51:34,348 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 12:25:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.4943, loss: 0.4943 +2023-12-29 09:51:59,745 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 12:25:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.4705, loss: 0.4705 +2023-12-29 09:52:24,864 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 12:24:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 0.4465, loss: 0.4465 +2023-12-29 09:52:50,074 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 12:24:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 0.4818, loss: 0.4818 +2023-12-29 09:53:15,288 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 12:23:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9838, loss_cls: 0.4676, loss: 0.4676 +2023-12-29 09:53:40,509 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 12:23:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9788, loss_cls: 0.4961, loss: 0.4961 +2023-12-29 09:54:05,864 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 12:23:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.4978, loss: 0.4978 +2023-12-29 09:54:31,271 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 12:22:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.4889, loss: 0.4889 +2023-12-29 09:54:57,270 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 12:22:12, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 0.5120, loss: 0.5120 +2023-12-29 09:55:23,013 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 12:21:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.4694, loss: 0.4694 +2023-12-29 09:55:47,962 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 12:21:20, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.4961, loss: 0.4961 +2023-12-29 09:56:12,927 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 12:20:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.4973, loss: 0.4973 +2023-12-29 09:56:37,851 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 12:20:27, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9800, loss_cls: 0.4685, loss: 0.4685 +2023-12-29 09:57:03,056 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 12:20:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9825, loss_cls: 0.4962, loss: 0.4962 +2023-12-29 09:57:28,444 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 12:19:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 0.4858, loss: 0.4858 +2023-12-29 09:57:54,213 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 12:19:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 0.4689, loss: 0.4689 +2023-12-29 09:58:19,623 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 12:18:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.5038, loss: 0.5038 +2023-12-29 09:58:44,704 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 12:18:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 0.4478, loss: 0.4478 +2023-12-29 09:59:09,961 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 12:17:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9781, loss_cls: 0.5117, loss: 0.5117 +2023-12-29 09:59:35,611 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 12:17:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 0.5434, loss: 0.5434 +2023-12-29 10:00:00,898 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 12:16:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.4989, loss: 0.4989 +2023-12-29 10:00:26,434 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 12:16:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9794, loss_cls: 0.5163, loss: 0.5163 +2023-12-29 10:00:51,959 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 12:16:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9800, loss_cls: 0.4983, loss: 0.4983 +2023-12-29 10:01:17,295 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 12:15:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 0.5255, loss: 0.5255 +2023-12-29 10:01:42,541 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 12:15:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9819, loss_cls: 0.4905, loss: 0.4905 +2023-12-29 10:02:08,278 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 12:14:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.4665, loss: 0.4665 +2023-12-29 10:02:34,777 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 12:14:21, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9738, loss_cls: 0.5600, loss: 0.5600 +2023-12-29 10:03:00,295 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 12:13:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 0.4399, loss: 0.4399 +2023-12-29 10:03:25,736 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 12:13:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9800, loss_cls: 0.4741, loss: 0.4741 +2023-12-29 10:03:51,249 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 12:13:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 0.4821, loss: 0.4821 +2023-12-29 10:04:16,820 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 12:12:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 0.4685, loss: 0.4685 +2023-12-29 10:04:27,921 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-29 10:08:16,974 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 10:08:17,545 - pyskl - INFO - +top1_acc 0.7394 +top5_acc 0.9145 +2023-12-29 10:08:17,568 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.7394, top5_acc: 0.9145 +2023-12-29 10:09:12,304 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 12:12:08, time: 0.547, data_time: 0.295, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 0.4942, loss: 0.4942 +2023-12-29 10:09:37,462 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 12:11:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9838, loss_cls: 0.4313, loss: 0.4313 +2023-12-29 10:10:02,837 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 12:11:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.4031, loss: 0.4031 +2023-12-29 10:10:27,998 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 12:10:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 0.4596, loss: 0.4596 +2023-12-29 10:10:53,707 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 12:10:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 0.3980, loss: 0.3980 +2023-12-29 10:11:19,080 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 12:09:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9850, loss_cls: 0.4261, loss: 0.4261 +2023-12-29 10:11:44,479 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 12:09:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 0.4219, loss: 0.4219 +2023-12-29 10:12:10,684 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 12:09:05, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 0.4801, loss: 0.4801 +2023-12-29 10:12:37,368 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 12:08:39, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 0.4696, loss: 0.4696 +2023-12-29 10:13:03,017 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 12:08:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 0.5086, loss: 0.5086 +2023-12-29 10:13:28,417 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 12:07:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 0.4442, loss: 0.4442 +2023-12-29 10:13:53,722 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 12:07:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 0.4836, loss: 0.4836 +2023-12-29 10:14:19,265 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 12:06:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9819, loss_cls: 0.4588, loss: 0.4588 +2023-12-29 10:14:44,511 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 12:06:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 0.4695, loss: 0.4695 +2023-12-29 10:15:09,796 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 12:06:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.4985, loss: 0.4985 +2023-12-29 10:15:35,180 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 12:05:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9831, loss_cls: 0.4763, loss: 0.4763 +2023-12-29 10:16:00,301 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 12:05:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.4213, loss: 0.4213 +2023-12-29 10:16:25,489 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 12:04:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9794, loss_cls: 0.5363, loss: 0.5363 +2023-12-29 10:16:50,885 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 12:04:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 0.4339, loss: 0.4339 +2023-12-29 10:17:15,982 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 12:03:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9844, loss_cls: 0.4398, loss: 0.4398 +2023-12-29 10:17:41,188 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 12:03:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 0.4478, loss: 0.4478 +2023-12-29 10:18:06,360 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 12:02:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5324, loss: 0.5324 +2023-12-29 10:18:31,854 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 12:02:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 0.4592, loss: 0.4592 +2023-12-29 10:18:57,291 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 12:02:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 0.4670, loss: 0.4670 +2023-12-29 10:19:22,824 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 12:01:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.4955, loss: 0.4955 +2023-12-29 10:19:48,439 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 12:01:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 0.4965, loss: 0.4965 +2023-12-29 10:20:14,040 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 12:00:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 0.4731, loss: 0.4731 +2023-12-29 10:20:39,742 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 12:00:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.4376, loss: 0.4376 +2023-12-29 10:21:05,192 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 11:59:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9856, loss_cls: 0.4515, loss: 0.4515 +2023-12-29 10:21:30,752 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 11:59:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9812, loss_cls: 0.4941, loss: 0.4941 +2023-12-29 10:21:56,184 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 11:59:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 0.4709, loss: 0.4709 +2023-12-29 10:22:21,656 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 11:58:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9838, loss_cls: 0.4898, loss: 0.4898 +2023-12-29 10:22:47,032 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 11:58:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9819, loss_cls: 0.5162, loss: 0.5162 +2023-12-29 10:23:12,428 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 11:57:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9812, loss_cls: 0.4984, loss: 0.4984 +2023-12-29 10:23:38,340 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 11:57:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 0.4897, loss: 0.4897 +2023-12-29 10:24:04,079 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 11:56:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 0.4864, loss: 0.4864 +2023-12-29 10:24:29,837 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 11:56:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 0.4868, loss: 0.4868 +2023-12-29 10:24:55,689 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 11:56:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9838, loss_cls: 0.4766, loss: 0.4766 +2023-12-29 10:25:21,203 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 11:55:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.4554, loss: 0.4554 +2023-12-29 10:25:32,348 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-29 10:29:21,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 10:29:22,121 - pyskl - INFO - +top1_acc 0.8351 +top5_acc 0.9732 +2023-12-29 10:29:22,126 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_106.pth was removed +2023-12-29 10:29:22,338 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2023-12-29 10:29:22,340 - pyskl - INFO - Best top1_acc is 0.8351 at 108 epoch. +2023-12-29 10:29:22,362 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8351, top5_acc: 0.9732 +2023-12-29 10:30:17,041 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 11:55:06, time: 0.547, data_time: 0.296, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 0.4340, loss: 0.4340 +2023-12-29 10:30:42,441 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 11:54:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.4222, loss: 0.4222 +2023-12-29 10:31:07,760 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 11:54:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 0.4098, loss: 0.4098 +2023-12-29 10:31:33,163 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 11:53:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 0.4120, loss: 0.4120 +2023-12-29 10:31:58,872 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 11:53:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 0.4723, loss: 0.4723 +2023-12-29 10:32:24,718 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 11:52:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 0.4606, loss: 0.4606 +2023-12-29 10:32:50,258 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 11:52:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 0.4057, loss: 0.4057 +2023-12-29 10:33:15,626 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 11:52:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 0.4728, loss: 0.4728 +2023-12-29 10:33:41,186 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 11:51:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.5064, loss: 0.5064 +2023-12-29 10:34:06,987 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 11:51:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.4237, loss: 0.4237 +2023-12-29 10:34:32,899 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 11:50:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 0.3984, loss: 0.3984 +2023-12-29 10:34:58,065 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 11:50:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4303, loss: 0.4303 +2023-12-29 10:35:24,097 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 11:49:53, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.4713, loss: 0.4713 +2023-12-29 10:35:50,568 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 11:49:28, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.4494, loss: 0.4494 +2023-12-29 10:36:17,070 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 11:49:02, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9812, loss_cls: 0.4527, loss: 0.4527 +2023-12-29 10:36:42,611 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 11:48:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.4440, loss: 0.4440 +2023-12-29 10:37:07,903 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 11:48:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9819, loss_cls: 0.4813, loss: 0.4813 +2023-12-29 10:37:33,358 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 11:47:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 0.4876, loss: 0.4876 +2023-12-29 10:37:58,558 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 11:47:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9825, loss_cls: 0.4819, loss: 0.4819 +2023-12-29 10:38:23,721 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 11:46:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 0.4365, loss: 0.4365 +2023-12-29 10:38:48,941 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 11:46:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 0.4570, loss: 0.4570 +2023-12-29 10:39:14,369 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 11:45:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 0.4454, loss: 0.4454 +2023-12-29 10:39:39,653 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 11:45:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.4609, loss: 0.4609 +2023-12-29 10:40:05,324 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 11:45:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.4524, loss: 0.4524 +2023-12-29 10:40:30,600 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 11:44:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9819, loss_cls: 0.5056, loss: 0.5056 +2023-12-29 10:40:55,615 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 11:44:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 0.4709, loss: 0.4709 +2023-12-29 10:41:20,648 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 11:43:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 0.4817, loss: 0.4817 +2023-12-29 10:41:46,226 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 11:43:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 0.4584, loss: 0.4584 +2023-12-29 10:42:12,832 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 11:42:56, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.4143, loss: 0.4143 +2023-12-29 10:42:38,713 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 11:42:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 0.5089, loss: 0.5089 +2023-12-29 10:43:04,051 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 11:42:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4267, loss: 0.4267 +2023-12-29 10:43:29,632 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 11:41:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 0.4523, loss: 0.4523 +2023-12-29 10:43:55,158 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 11:41:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.4453, loss: 0.4453 +2023-12-29 10:44:20,253 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 11:40:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 0.4390, loss: 0.4390 +2023-12-29 10:44:45,484 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 11:40:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9819, loss_cls: 0.4633, loss: 0.4633 +2023-12-29 10:45:10,994 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 11:39:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 0.4729, loss: 0.4729 +2023-12-29 10:45:36,378 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 11:39:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9806, loss_cls: 0.5085, loss: 0.5085 +2023-12-29 10:46:01,964 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 11:39:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.4917, loss: 0.4917 +2023-12-29 10:46:28,135 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 11:38:35, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 0.4975, loss: 0.4975 +2023-12-29 10:46:39,136 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-29 10:50:28,257 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 10:50:28,854 - pyskl - INFO - +top1_acc 0.8261 +top5_acc 0.9693 +2023-12-29 10:50:28,877 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.8261, top5_acc: 0.9693 +2023-12-29 10:51:24,149 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 11:38:06, time: 0.553, data_time: 0.297, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9838, loss_cls: 0.4055, loss: 0.4055 +2023-12-29 10:51:49,235 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 11:37:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 0.4170, loss: 0.4170 +2023-12-29 10:52:14,448 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 11:37:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9838, loss_cls: 0.4303, loss: 0.4303 +2023-12-29 10:52:39,743 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 11:36:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 0.4608, loss: 0.4608 +2023-12-29 10:53:05,498 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 11:36:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9850, loss_cls: 0.4101, loss: 0.4101 +2023-12-29 10:53:31,158 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 11:35:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 0.4158, loss: 0.4158 +2023-12-29 10:53:56,669 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 11:35:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 0.4444, loss: 0.4444 +2023-12-29 10:54:22,171 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 11:35:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 0.4197, loss: 0.4197 +2023-12-29 10:54:47,323 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 11:34:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.4489, loss: 0.4489 +2023-12-29 10:55:12,682 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 11:34:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 0.4645, loss: 0.4645 +2023-12-29 10:55:37,820 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 11:33:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.4247, loss: 0.4247 +2023-12-29 10:56:02,975 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 11:33:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9862, loss_cls: 0.4235, loss: 0.4235 +2023-12-29 10:56:28,109 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 11:32:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 0.4639, loss: 0.4639 +2023-12-29 10:56:54,557 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 11:32:26, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 0.4543, loss: 0.4543 +2023-12-29 10:57:20,026 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 11:32:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 0.4494, loss: 0.4494 +2023-12-29 10:57:45,071 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 11:31:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 0.4373, loss: 0.4373 +2023-12-29 10:58:10,108 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 11:31:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.4127, loss: 0.4127 +2023-12-29 10:58:35,286 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 11:30:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 0.4999, loss: 0.4999 +2023-12-29 10:59:00,343 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 11:30:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.4711, loss: 0.4711 +2023-12-29 10:59:25,623 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 11:29:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 0.4460, loss: 0.4460 +2023-12-29 10:59:50,932 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 11:29:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4145, loss: 0.4145 +2023-12-29 11:00:16,161 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 11:28:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4359, loss: 0.4359 +2023-12-29 11:00:41,826 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 11:28:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.4802, loss: 0.4802 +2023-12-29 11:01:07,194 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 11:28:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 0.4172, loss: 0.4172 +2023-12-29 11:01:32,764 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 11:27:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9806, loss_cls: 0.4771, loss: 0.4771 +2023-12-29 11:01:58,285 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 11:27:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 0.4884, loss: 0.4884 +2023-12-29 11:02:23,744 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 11:26:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.4780, loss: 0.4780 +2023-12-29 11:02:49,534 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 11:26:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.4832, loss: 0.4832 +2023-12-29 11:03:15,353 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 11:25:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 0.4559, loss: 0.4559 +2023-12-29 11:03:40,872 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 11:25:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.4962, loss: 0.4962 +2023-12-29 11:04:07,220 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 11:25:02, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.4488, loss: 0.4488 +2023-12-29 11:04:32,950 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 11:24:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.4684, loss: 0.4684 +2023-12-29 11:04:58,670 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 11:24:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 0.4619, loss: 0.4619 +2023-12-29 11:05:24,148 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 11:23:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 0.4335, loss: 0.4335 +2023-12-29 11:05:49,507 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 11:23:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 0.4795, loss: 0.4795 +2023-12-29 11:06:14,711 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 11:22:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 0.4388, loss: 0.4388 +2023-12-29 11:06:40,123 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 11:22:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 0.4572, loss: 0.4572 +2023-12-29 11:07:05,747 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 11:21:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9825, loss_cls: 0.4735, loss: 0.4735 +2023-12-29 11:07:31,310 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 11:21:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.4286, loss: 0.4286 +2023-12-29 11:07:42,335 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-29 11:11:31,635 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 11:11:32,178 - pyskl - INFO - +top1_acc 0.8163 +top5_acc 0.9675 +2023-12-29 11:11:32,201 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8163, top5_acc: 0.9675 +2023-12-29 11:12:27,195 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 11:21:03, time: 0.550, data_time: 0.298, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9862, loss_cls: 0.4103, loss: 0.4103 +2023-12-29 11:12:52,362 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 11:20:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 0.4405, loss: 0.4405 +2023-12-29 11:13:17,685 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 11:20:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9831, loss_cls: 0.4024, loss: 0.4024 +2023-12-29 11:13:43,174 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 11:19:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 0.4352, loss: 0.4352 +2023-12-29 11:14:09,079 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 11:19:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 0.4715, loss: 0.4715 +2023-12-29 11:14:35,664 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 11:18:53, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9806, loss_cls: 0.4515, loss: 0.4515 +2023-12-29 11:15:02,139 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 11:18:27, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3561, loss: 0.3561 +2023-12-29 11:15:28,596 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 11:18:02, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.4118, loss: 0.4118 +2023-12-29 11:15:55,081 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 11:17:36, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 0.4352, loss: 0.4352 +2023-12-29 11:16:21,562 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 11:17:10, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9856, loss_cls: 0.4287, loss: 0.4287 +2023-12-29 11:16:48,057 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 11:16:44, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9831, loss_cls: 0.4312, loss: 0.4312 +2023-12-29 11:17:14,532 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 11:16:19, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9850, loss_cls: 0.4392, loss: 0.4392 +2023-12-29 11:17:40,994 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 11:15:53, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 0.4453, loss: 0.4453 +2023-12-29 11:18:07,473 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 11:15:27, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9838, loss_cls: 0.4364, loss: 0.4364 +2023-12-29 11:18:33,958 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 11:15:01, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9869, loss_cls: 0.4031, loss: 0.4031 +2023-12-29 11:19:00,443 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 11:14:36, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9881, loss_cls: 0.3989, loss: 0.3989 +2023-12-29 11:19:26,928 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 11:14:10, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 0.4498, loss: 0.4498 +2023-12-29 11:19:53,394 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 11:13:44, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 0.4241, loss: 0.4241 +2023-12-29 11:20:19,883 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 11:13:18, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 0.4492, loss: 0.4492 +2023-12-29 11:20:46,411 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 11:12:53, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9819, loss_cls: 0.4575, loss: 0.4575 +2023-12-29 11:21:11,761 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 11:12:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4058, loss: 0.4058 +2023-12-29 11:21:37,132 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 11:12:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 0.4395, loss: 0.4395 +2023-12-29 11:22:03,211 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 11:11:34, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9888, loss_cls: 0.3775, loss: 0.3775 +2023-12-29 11:22:29,028 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 11:11:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 0.4385, loss: 0.4385 +2023-12-29 11:22:55,037 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 11:10:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.4154, loss: 0.4154 +2023-12-29 11:23:20,657 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 11:10:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.3959, loss: 0.3959 +2023-12-29 11:23:46,212 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 11:09:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.4487, loss: 0.4487 +2023-12-29 11:24:11,814 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 11:09:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9856, loss_cls: 0.4317, loss: 0.4317 +2023-12-29 11:24:37,039 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 11:08:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.4178, loss: 0.4178 +2023-12-29 11:25:03,005 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 11:08:32, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.4515, loss: 0.4515 +2023-12-29 11:25:28,398 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 11:08:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.4362, loss: 0.4362 +2023-12-29 11:25:53,736 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 11:07:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 0.4024, loss: 0.4024 +2023-12-29 11:26:19,505 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 11:07:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 0.4822, loss: 0.4822 +2023-12-29 11:26:45,385 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 11:06:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 0.4471, loss: 0.4471 +2023-12-29 11:27:10,892 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 11:06:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 0.4208, loss: 0.4208 +2023-12-29 11:27:36,302 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 11:05:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.4275, loss: 0.4275 +2023-12-29 11:28:02,208 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 11:05:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.4751, loss: 0.4751 +2023-12-29 11:28:27,877 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 11:05:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.4470, loss: 0.4470 +2023-12-29 11:28:53,539 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 11:04:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 0.4130, loss: 0.4130 +2023-12-29 11:29:04,784 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-29 11:32:53,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 11:32:54,350 - pyskl - INFO - +top1_acc 0.8332 +top5_acc 0.9704 +2023-12-29 11:32:54,373 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8332, top5_acc: 0.9704 +2023-12-29 11:33:49,144 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 11:04:08, time: 0.548, data_time: 0.296, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.3760, loss: 0.3760 +2023-12-29 11:34:14,277 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 11:03:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9812, loss_cls: 0.4482, loss: 0.4482 +2023-12-29 11:34:39,479 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 11:03:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.3652, loss: 0.3652 +2023-12-29 11:35:05,048 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 11:02:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.3675, loss: 0.3675 +2023-12-29 11:35:30,676 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 11:02:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 0.4073, loss: 0.4073 +2023-12-29 11:35:56,201 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 11:01:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4011, loss: 0.4011 +2023-12-29 11:36:21,852 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 11:01:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 0.4201, loss: 0.4201 +2023-12-29 11:36:47,618 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 11:01:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 0.4081, loss: 0.4081 +2023-12-29 11:37:12,929 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 11:00:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.3504, loss: 0.3504 +2023-12-29 11:37:38,162 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 11:00:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.3927, loss: 0.3927 +2023-12-29 11:38:03,382 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 10:59:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.3957, loss: 0.3957 +2023-12-29 11:38:28,619 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 10:59:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.3893, loss: 0.3893 +2023-12-29 11:38:53,929 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 10:58:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.4451, loss: 0.4451 +2023-12-29 11:39:19,394 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 10:58:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 0.4360, loss: 0.4360 +2023-12-29 11:39:44,652 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 10:58:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 0.4462, loss: 0.4462 +2023-12-29 11:40:09,877 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 10:57:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.3933, loss: 0.3933 +2023-12-29 11:40:35,271 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 10:57:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 0.4266, loss: 0.4266 +2023-12-29 11:41:00,691 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 10:56:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 0.4235, loss: 0.4235 +2023-12-29 11:41:26,142 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 10:56:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.4618, loss: 0.4618 +2023-12-29 11:41:51,247 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 10:55:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.4368, loss: 0.4368 +2023-12-29 11:42:16,598 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 10:55:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.4392, loss: 0.4392 +2023-12-29 11:42:41,899 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 10:54:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.4359, loss: 0.4359 +2023-12-29 11:43:07,046 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 10:54:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.4330, loss: 0.4330 +2023-12-29 11:43:32,226 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 10:54:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 0.4079, loss: 0.4079 +2023-12-29 11:43:57,647 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 10:53:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.3959, loss: 0.3959 +2023-12-29 11:44:23,405 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 10:53:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9856, loss_cls: 0.4404, loss: 0.4404 +2023-12-29 11:44:49,037 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 10:52:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.4048, loss: 0.4048 +2023-12-29 11:45:14,642 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 10:52:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.4351, loss: 0.4351 +2023-12-29 11:45:40,383 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 10:51:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 0.4388, loss: 0.4388 +2023-12-29 11:46:06,381 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 10:51:30, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 0.4616, loss: 0.4616 +2023-12-29 11:46:32,965 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 10:51:04, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9862, loss_cls: 0.4001, loss: 0.4001 +2023-12-29 11:46:59,551 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 10:50:38, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.4531, loss: 0.4531 +2023-12-29 11:47:26,062 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 10:50:13, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 0.4417, loss: 0.4417 +2023-12-29 11:47:51,543 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 10:49:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.3841, loss: 0.3841 +2023-12-29 11:48:16,833 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 10:49:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 0.4603, loss: 0.4603 +2023-12-29 11:48:42,385 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 10:48:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 0.4079, loss: 0.4079 +2023-12-29 11:49:07,993 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 10:48:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.4473, loss: 0.4473 +2023-12-29 11:49:33,705 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 10:48:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.4286, loss: 0.4286 +2023-12-29 11:49:59,203 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 10:47:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.4310, loss: 0.4310 +2023-12-29 11:50:10,303 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-29 11:53:59,064 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 11:53:59,637 - pyskl - INFO - +top1_acc 0.8271 +top5_acc 0.9706 +2023-12-29 11:53:59,659 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.8271, top5_acc: 0.9706 +2023-12-29 11:54:55,499 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 10:47:06, time: 0.558, data_time: 0.295, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.4337, loss: 0.4337 +2023-12-29 11:55:21,318 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 10:46:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.4097, loss: 0.4097 +2023-12-29 11:55:46,602 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 10:46:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4093, loss: 0.4093 +2023-12-29 11:56:12,221 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 10:45:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 0.3515, loss: 0.3515 +2023-12-29 11:56:38,451 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 10:45:22, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.3667, loss: 0.3667 +2023-12-29 11:57:03,867 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 10:44:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 0.3938, loss: 0.3938 +2023-12-29 11:57:29,155 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 10:44:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.4153, loss: 0.4153 +2023-12-29 11:57:54,706 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 10:44:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.3797, loss: 0.3797 +2023-12-29 11:58:20,565 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 10:43:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.3515, loss: 0.3515 +2023-12-29 11:58:45,525 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 10:43:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 0.4461, loss: 0.4461 +2023-12-29 11:59:10,451 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 10:42:45, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 0.4649, loss: 0.4649 +2023-12-29 11:59:35,391 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 10:42:19, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9812, loss_cls: 0.4279, loss: 0.4279 +2023-12-29 12:00:01,059 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 10:41:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9862, loss_cls: 0.4091, loss: 0.4091 +2023-12-29 12:00:26,381 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 10:41:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.3908, loss: 0.3908 +2023-12-29 12:00:51,633 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 10:41:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4096, loss: 0.4096 +2023-12-29 12:01:16,801 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 10:40:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.3970, loss: 0.3970 +2023-12-29 12:01:42,080 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 10:40:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 0.3937, loss: 0.3937 +2023-12-29 12:02:07,425 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 10:39:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9856, loss_cls: 0.4393, loss: 0.4393 +2023-12-29 12:02:32,775 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 10:39:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 0.4102, loss: 0.4102 +2023-12-29 12:02:57,903 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 10:38:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.4263, loss: 0.4263 +2023-12-29 12:03:23,438 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 10:38:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9831, loss_cls: 0.4162, loss: 0.4162 +2023-12-29 12:03:48,620 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 10:37:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 0.3722, loss: 0.3722 +2023-12-29 12:04:14,022 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 10:37:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.3978, loss: 0.3978 +2023-12-29 12:04:40,421 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 10:37:06, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.4197, loss: 0.4197 +2023-12-29 12:05:06,370 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 10:36:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.4133, loss: 0.4133 +2023-12-29 12:05:32,030 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 10:36:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 0.4179, loss: 0.4179 +2023-12-29 12:05:57,103 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 10:35:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 0.3911, loss: 0.3911 +2023-12-29 12:06:23,252 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 10:35:22, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.4242, loss: 0.4242 +2023-12-29 12:06:48,362 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 10:34:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 0.4410, loss: 0.4410 +2023-12-29 12:07:13,770 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 10:34:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 0.4235, loss: 0.4235 +2023-12-29 12:07:39,099 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 10:34:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9844, loss_cls: 0.4385, loss: 0.4385 +2023-12-29 12:08:04,404 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 10:33:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 0.4023, loss: 0.4023 +2023-12-29 12:08:29,616 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 10:33:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9844, loss_cls: 0.4221, loss: 0.4221 +2023-12-29 12:08:54,878 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 10:32:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.3960, loss: 0.3960 +2023-12-29 12:09:20,163 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 10:32:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9862, loss_cls: 0.4103, loss: 0.4103 +2023-12-29 12:09:45,287 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 10:31:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.4008, loss: 0.4008 +2023-12-29 12:10:11,388 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 10:31:26, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 0.4243, loss: 0.4243 +2023-12-29 12:10:37,169 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 10:31:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.3744, loss: 0.3744 +2023-12-29 12:11:02,819 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 10:30:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9819, loss_cls: 0.3940, loss: 0.3940 +2023-12-29 12:11:13,907 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-29 12:15:03,706 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 12:15:04,292 - pyskl - INFO - +top1_acc 0.8323 +top5_acc 0.9691 +2023-12-29 12:15:04,314 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8323, top5_acc: 0.9691 +2023-12-29 12:15:59,202 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 10:30:04, time: 0.549, data_time: 0.298, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 0.4075, loss: 0.4075 +2023-12-29 12:16:24,621 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 10:29:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.3634, loss: 0.3634 +2023-12-29 12:16:49,997 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 10:29:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.3784, loss: 0.3784 +2023-12-29 12:17:15,477 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 10:28:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 0.3462, loss: 0.3462 +2023-12-29 12:17:40,900 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 10:28:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.3754, loss: 0.3754 +2023-12-29 12:18:06,493 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 10:27:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 0.3991, loss: 0.3991 +2023-12-29 12:18:32,288 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 10:27:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.4069, loss: 0.4069 +2023-12-29 12:18:58,129 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 10:27:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 0.3665, loss: 0.3665 +2023-12-29 12:19:23,953 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 10:26:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3199, loss: 0.3199 +2023-12-29 12:19:49,277 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 10:26:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.3927, loss: 0.3927 +2023-12-29 12:20:14,452 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 10:25:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3642, loss: 0.3642 +2023-12-29 12:20:39,529 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 10:25:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.3791, loss: 0.3791 +2023-12-29 12:21:04,574 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 10:24:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9856, loss_cls: 0.4023, loss: 0.4023 +2023-12-29 12:21:29,734 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 10:24:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 0.4227, loss: 0.4227 +2023-12-29 12:21:54,968 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 10:23:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9869, loss_cls: 0.3752, loss: 0.3752 +2023-12-29 12:22:20,210 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 10:23:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9869, loss_cls: 0.3862, loss: 0.3862 +2023-12-29 12:22:45,239 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 10:23:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 0.3924, loss: 0.3924 +2023-12-29 12:23:10,516 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 10:22:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3770, loss: 0.3770 +2023-12-29 12:23:35,746 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 10:22:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.3731, loss: 0.3731 +2023-12-29 12:24:00,907 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 10:21:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 0.4176, loss: 0.4176 +2023-12-29 12:24:26,472 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 10:21:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.4199, loss: 0.4199 +2023-12-29 12:24:51,950 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 10:20:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9881, loss_cls: 0.3812, loss: 0.3812 +2023-12-29 12:25:17,157 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 10:20:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3708, loss: 0.3708 +2023-12-29 12:25:43,052 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 10:20:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 0.4208, loss: 0.4208 +2023-12-29 12:26:09,433 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 10:19:37, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.4286, loss: 0.4286 +2023-12-29 12:26:35,134 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 10:19:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9812, loss_cls: 0.4537, loss: 0.4537 +2023-12-29 12:27:01,605 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 10:18:45, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.4038, loss: 0.4038 +2023-12-29 12:27:27,412 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 10:18:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.3885, loss: 0.3885 +2023-12-29 12:27:53,296 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 10:17:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 0.4304, loss: 0.4304 +2023-12-29 12:28:19,207 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 10:17:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9856, loss_cls: 0.3996, loss: 0.3996 +2023-12-29 12:28:44,675 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 10:17:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.3719, loss: 0.3719 +2023-12-29 12:29:10,487 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 10:16:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.3994, loss: 0.3994 +2023-12-29 12:29:35,830 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 10:16:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.4095, loss: 0.4095 +2023-12-29 12:30:01,232 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 10:15:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9831, loss_cls: 0.4306, loss: 0.4306 +2023-12-29 12:30:26,569 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 10:15:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.3950, loss: 0.3950 +2023-12-29 12:30:52,000 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 10:14:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.4386, loss: 0.4386 +2023-12-29 12:31:17,518 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 10:14:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9869, loss_cls: 0.3886, loss: 0.3886 +2023-12-29 12:31:43,396 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 10:13:59, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 0.4173, loss: 0.4173 +2023-12-29 12:32:08,986 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 10:13:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 0.4256, loss: 0.4256 +2023-12-29 12:32:19,928 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-29 12:36:09,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 12:36:09,817 - pyskl - INFO - +top1_acc 0.8339 +top5_acc 0.9703 +2023-12-29 12:36:09,839 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8339, top5_acc: 0.9703 +2023-12-29 12:37:04,920 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 10:13:02, time: 0.551, data_time: 0.299, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 0.3582, loss: 0.3582 +2023-12-29 12:37:30,488 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 10:12:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.3460, loss: 0.3460 +2023-12-29 12:37:56,415 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 10:12:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.3379, loss: 0.3379 +2023-12-29 12:38:22,025 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 10:11:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.3420, loss: 0.3420 +2023-12-29 12:38:47,873 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 10:11:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9856, loss_cls: 0.3709, loss: 0.3709 +2023-12-29 12:39:13,623 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 10:10:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.3544, loss: 0.3544 +2023-12-29 12:39:39,192 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 10:10:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 0.3779, loss: 0.3779 +2023-12-29 12:40:04,663 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 10:10:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.4168, loss: 0.4168 +2023-12-29 12:40:30,154 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 10:09:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 0.3556, loss: 0.3556 +2023-12-29 12:40:56,320 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 10:09:08, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 0.3604, loss: 0.3604 +2023-12-29 12:41:21,464 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 10:08:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 0.3806, loss: 0.3806 +2023-12-29 12:41:46,877 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 10:08:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 0.3471, loss: 0.3471 +2023-12-29 12:42:12,135 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 10:07:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 0.4260, loss: 0.4260 +2023-12-29 12:42:37,284 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 10:07:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 0.3647, loss: 0.3647 +2023-12-29 12:43:02,560 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 10:06:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9869, loss_cls: 0.3877, loss: 0.3877 +2023-12-29 12:43:27,771 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 10:06:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 0.3784, loss: 0.3784 +2023-12-29 12:43:52,892 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 10:06:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.3249, loss: 0.3249 +2023-12-29 12:44:18,144 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 10:05:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3327, loss: 0.3327 +2023-12-29 12:44:43,183 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 10:05:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.3516, loss: 0.3516 +2023-12-29 12:45:08,669 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 10:04:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 0.4067, loss: 0.4067 +2023-12-29 12:45:35,143 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 10:04:20, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 0.3705, loss: 0.3705 +2023-12-29 12:46:01,264 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 10:03:55, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9844, loss_cls: 0.3843, loss: 0.3843 +2023-12-29 12:46:26,576 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 10:03:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.3917, loss: 0.3917 +2023-12-29 12:46:52,327 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 10:03:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.3172, loss: 0.3172 +2023-12-29 12:47:17,772 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 10:02:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.3945, loss: 0.3945 +2023-12-29 12:47:43,046 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 10:02:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9856, loss_cls: 0.4084, loss: 0.4084 +2023-12-29 12:48:08,613 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 10:01:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 0.3943, loss: 0.3943 +2023-12-29 12:48:34,449 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 10:01:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 0.4210, loss: 0.4210 +2023-12-29 12:49:00,013 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 10:00:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 0.3962, loss: 0.3962 +2023-12-29 12:49:25,500 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 10:00:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.4212, loss: 0.4212 +2023-12-29 12:49:50,926 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 10:00:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.3760, loss: 0.3760 +2023-12-29 12:50:16,397 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 9:59:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 0.3811, loss: 0.3811 +2023-12-29 12:50:41,798 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 9:59:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.4018, loss: 0.4018 +2023-12-29 12:51:07,360 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 9:58:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.3876, loss: 0.3876 +2023-12-29 12:51:32,627 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 9:58:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.3911, loss: 0.3911 +2023-12-29 12:51:58,292 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 9:57:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9869, loss_cls: 0.3927, loss: 0.3927 +2023-12-29 12:52:24,112 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 9:57:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 0.3695, loss: 0.3695 +2023-12-29 12:52:49,754 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 9:56:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 0.4141, loss: 0.4141 +2023-12-29 12:53:15,617 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 9:56:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.3906, loss: 0.3906 +2023-12-29 12:53:26,687 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-29 12:57:16,947 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 12:57:17,569 - pyskl - INFO - +top1_acc 0.8367 +top5_acc 0.9713 +2023-12-29 12:57:17,574 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_108.pth was removed +2023-12-29 12:57:17,790 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2023-12-29 12:57:17,791 - pyskl - INFO - Best top1_acc is 0.8367 at 115 epoch. +2023-12-29 12:57:17,813 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8367, top5_acc: 0.9713 +2023-12-29 12:58:12,659 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 9:56:01, time: 0.548, data_time: 0.299, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.3667, loss: 0.3667 +2023-12-29 12:58:37,661 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 9:55:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.3857, loss: 0.3857 +2023-12-29 12:59:02,745 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 9:55:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 0.3357, loss: 0.3357 +2023-12-29 12:59:28,115 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 9:54:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.3289, loss: 0.3289 +2023-12-29 12:59:53,630 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 9:54:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9881, loss_cls: 0.3784, loss: 0.3784 +2023-12-29 13:00:19,048 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 9:53:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 0.3800, loss: 0.3800 +2023-12-29 13:00:44,422 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 9:53:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9881, loss_cls: 0.3429, loss: 0.3429 +2023-12-29 13:01:09,653 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 9:52:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9881, loss_cls: 0.3458, loss: 0.3458 +2023-12-29 13:01:34,773 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 9:52:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.3506, loss: 0.3506 +2023-12-29 13:01:59,795 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 9:52:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 0.3697, loss: 0.3697 +2023-12-29 13:02:24,710 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 9:51:39, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 0.3405, loss: 0.3405 +2023-12-29 13:02:49,633 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 9:51:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 0.3437, loss: 0.3437 +2023-12-29 13:03:14,552 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 9:50:46, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.3521, loss: 0.3521 +2023-12-29 13:03:39,478 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 9:50:20, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.3701, loss: 0.3701 +2023-12-29 13:04:04,405 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 9:49:54, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 0.3818, loss: 0.3818 +2023-12-29 13:04:29,339 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 9:49:28, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 0.4071, loss: 0.4071 +2023-12-29 13:04:54,265 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 9:49:01, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.4227, loss: 0.4227 +2023-12-29 13:05:19,211 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 9:48:35, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3377, loss: 0.3377 +2023-12-29 13:05:44,163 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 9:48:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.3655, loss: 0.3655 +2023-12-29 13:06:09,084 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 9:47:43, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4084, loss: 0.4084 +2023-12-29 13:06:34,013 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 9:47:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.3853, loss: 0.3853 +2023-12-29 13:06:58,940 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 9:46:50, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.3816, loss: 0.3816 +2023-12-29 13:07:23,866 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 9:46:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9906, loss_cls: 0.3324, loss: 0.3324 +2023-12-29 13:07:48,813 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 9:45:58, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9856, loss_cls: 0.3875, loss: 0.3875 +2023-12-29 13:08:13,737 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 9:45:31, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 0.3416, loss: 0.3416 +2023-12-29 13:08:38,653 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 9:45:05, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3640, loss: 0.3640 +2023-12-29 13:09:03,981 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 9:44:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.3655, loss: 0.3655 +2023-12-29 13:09:29,830 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 9:44:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9869, loss_cls: 0.3724, loss: 0.3724 +2023-12-29 13:09:55,604 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 9:43:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9869, loss_cls: 0.3890, loss: 0.3890 +2023-12-29 13:10:21,316 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 9:43:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.4541, loss: 0.4541 +2023-12-29 13:10:46,881 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 9:42:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9850, loss_cls: 0.3878, loss: 0.3878 +2023-12-29 13:11:12,596 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 9:42:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.3886, loss: 0.3886 +2023-12-29 13:11:38,177 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 9:42:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.3645, loss: 0.3645 +2023-12-29 13:12:03,784 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 9:41:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9875, loss_cls: 0.3909, loss: 0.3909 +2023-12-29 13:12:30,446 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 9:41:11, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.4205, loss: 0.4205 +2023-12-29 13:12:56,106 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 9:40:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9844, loss_cls: 0.3896, loss: 0.3896 +2023-12-29 13:13:22,105 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 9:40:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9856, loss_cls: 0.3955, loss: 0.3955 +2023-12-29 13:13:47,529 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 9:39:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.3948, loss: 0.3948 +2023-12-29 13:14:13,446 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 9:39:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9881, loss_cls: 0.3550, loss: 0.3550 +2023-12-29 13:14:24,439 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-29 13:18:13,828 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 13:18:14,416 - pyskl - INFO - +top1_acc 0.8457 +top5_acc 0.9717 +2023-12-29 13:18:14,421 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_115.pth was removed +2023-12-29 13:18:14,638 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2023-12-29 13:18:14,639 - pyskl - INFO - Best top1_acc is 0.8457 at 116 epoch. +2023-12-29 13:18:14,662 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8457, top5_acc: 0.9717 +2023-12-29 13:19:10,111 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 9:38:56, time: 0.554, data_time: 0.301, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9906, loss_cls: 0.3296, loss: 0.3296 +2023-12-29 13:19:35,306 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 9:38:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.2970, loss: 0.2970 +2023-12-29 13:20:00,495 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 9:38:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9869, loss_cls: 0.3595, loss: 0.3595 +2023-12-29 13:20:25,918 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 9:37:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.3337, loss: 0.3337 +2023-12-29 13:20:51,475 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 9:37:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 0.3272, loss: 0.3272 +2023-12-29 13:21:16,880 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 9:36:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9912, loss_cls: 0.3013, loss: 0.3013 +2023-12-29 13:21:42,313 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 9:36:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9912, loss_cls: 0.3229, loss: 0.3229 +2023-12-29 13:22:07,680 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 9:35:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 0.3612, loss: 0.3612 +2023-12-29 13:22:32,717 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 9:35:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 0.3036, loss: 0.3036 +2023-12-29 13:22:57,732 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 9:35:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.3007, loss: 0.3007 +2023-12-29 13:23:22,762 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 9:34:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 0.3481, loss: 0.3481 +2023-12-29 13:23:47,896 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 9:34:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.3398, loss: 0.3398 +2023-12-29 13:24:12,960 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 9:33:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9900, loss_cls: 0.3412, loss: 0.3412 +2023-12-29 13:24:38,135 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 9:33:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9888, loss_cls: 0.3404, loss: 0.3404 +2023-12-29 13:25:03,435 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 9:32:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.3475, loss: 0.3475 +2023-12-29 13:25:28,545 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 9:32:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.3177, loss: 0.3177 +2023-12-29 13:25:53,678 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 9:31:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9900, loss_cls: 0.3294, loss: 0.3294 +2023-12-29 13:26:18,766 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 9:31:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.3644, loss: 0.3644 +2023-12-29 13:26:44,035 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 9:31:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9888, loss_cls: 0.3709, loss: 0.3709 +2023-12-29 13:27:09,254 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 9:30:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9875, loss_cls: 0.3407, loss: 0.3407 +2023-12-29 13:27:34,640 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 9:30:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.3545, loss: 0.3545 +2023-12-29 13:27:59,862 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 9:29:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 0.3708, loss: 0.3708 +2023-12-29 13:28:25,129 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 9:29:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9912, loss_cls: 0.3135, loss: 0.3135 +2023-12-29 13:28:50,219 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 9:28:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.3413, loss: 0.3413 +2023-12-29 13:29:15,293 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 9:28:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.3530, loss: 0.3530 +2023-12-29 13:29:40,415 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 9:28:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9850, loss_cls: 0.3755, loss: 0.3755 +2023-12-29 13:30:05,725 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 9:27:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 0.4094, loss: 0.4094 +2023-12-29 13:30:31,296 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 9:27:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9881, loss_cls: 0.3653, loss: 0.3653 +2023-12-29 13:30:56,944 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 9:26:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 0.3357, loss: 0.3357 +2023-12-29 13:31:22,294 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 9:26:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9862, loss_cls: 0.3963, loss: 0.3963 +2023-12-29 13:31:47,912 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 9:25:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9875, loss_cls: 0.3730, loss: 0.3730 +2023-12-29 13:32:13,289 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 9:25:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.3422, loss: 0.3422 +2023-12-29 13:32:38,754 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 9:25:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 0.3273, loss: 0.3273 +2023-12-29 13:33:03,921 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 9:24:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.3755, loss: 0.3755 +2023-12-29 13:33:29,187 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 9:24:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9894, loss_cls: 0.3413, loss: 0.3413 +2023-12-29 13:33:54,541 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 9:23:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.3756, loss: 0.3756 +2023-12-29 13:34:20,443 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 9:23:15, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 0.3872, loss: 0.3872 +2023-12-29 13:34:46,431 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 9:22:49, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.3833, loss: 0.3833 +2023-12-29 13:35:11,993 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 9:22:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 0.3371, loss: 0.3371 +2023-12-29 13:35:22,777 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-29 13:39:12,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 13:39:12,798 - pyskl - INFO - +top1_acc 0.8410 +top5_acc 0.9718 +2023-12-29 13:39:12,821 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8410, top5_acc: 0.9718 +2023-12-29 13:40:07,668 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 9:21:52, time: 0.548, data_time: 0.297, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.3237, loss: 0.3237 +2023-12-29 13:40:32,579 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 9:21:26, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3131, loss: 0.3131 +2023-12-29 13:40:57,888 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 9:21:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 0.3386, loss: 0.3386 +2023-12-29 13:41:23,201 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 9:20:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.3126, loss: 0.3126 +2023-12-29 13:41:48,721 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 9:20:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9900, loss_cls: 0.3208, loss: 0.3208 +2023-12-29 13:42:14,192 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 9:19:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3108, loss: 0.3108 +2023-12-29 13:42:39,549 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 9:19:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9900, loss_cls: 0.3329, loss: 0.3329 +2023-12-29 13:43:04,823 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 9:18:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 0.3313, loss: 0.3313 +2023-12-29 13:43:30,213 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 9:18:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.3126, loss: 0.3126 +2023-12-29 13:43:55,458 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 9:17:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.3303, loss: 0.3303 +2023-12-29 13:44:20,970 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 9:17:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9881, loss_cls: 0.3569, loss: 0.3569 +2023-12-29 13:44:46,872 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 9:17:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3174, loss: 0.3174 +2023-12-29 13:45:12,115 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 9:16:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9906, loss_cls: 0.3365, loss: 0.3365 +2023-12-29 13:45:37,382 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 9:16:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3385, loss: 0.3385 +2023-12-29 13:46:02,495 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 9:15:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 0.3260, loss: 0.3260 +2023-12-29 13:46:28,134 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 9:15:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 0.3054, loss: 0.3054 +2023-12-29 13:46:53,205 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 9:14:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.2863, loss: 0.2863 +2023-12-29 13:47:18,237 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 9:14:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.3567, loss: 0.3567 +2023-12-29 13:47:43,215 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 9:14:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3181, loss: 0.3181 +2023-12-29 13:48:08,403 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 9:13:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 0.3441, loss: 0.3441 +2023-12-29 13:48:33,875 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 9:13:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 0.3793, loss: 0.3793 +2023-12-29 13:48:59,328 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 9:12:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 0.3637, loss: 0.3637 +2023-12-29 13:49:25,272 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 9:12:18, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9894, loss_cls: 0.3462, loss: 0.3462 +2023-12-29 13:49:50,649 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 9:11:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 0.3095, loss: 0.3095 +2023-12-29 13:50:15,847 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 9:11:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9894, loss_cls: 0.3451, loss: 0.3451 +2023-12-29 13:50:41,195 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 9:10:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.3539, loss: 0.3539 +2023-12-29 13:51:06,417 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 9:10:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 0.3378, loss: 0.3378 +2023-12-29 13:51:32,471 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 9:10:07, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9894, loss_cls: 0.3400, loss: 0.3400 +2023-12-29 13:51:58,069 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 9:09:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 0.3697, loss: 0.3697 +2023-12-29 13:52:23,532 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 9:09:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 0.3598, loss: 0.3598 +2023-12-29 13:52:48,837 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 9:08:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3436, loss: 0.3436 +2023-12-29 13:53:14,415 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 9:08:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.3413, loss: 0.3413 +2023-12-29 13:53:40,389 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 9:07:57, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.3799, loss: 0.3799 +2023-12-29 13:54:05,810 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 9:07:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.3614, loss: 0.3614 +2023-12-29 13:54:30,945 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 9:07:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.3462, loss: 0.3462 +2023-12-29 13:54:56,272 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 9:06:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9881, loss_cls: 0.3585, loss: 0.3585 +2023-12-29 13:55:21,816 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 9:06:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3312, loss: 0.3312 +2023-12-29 13:55:47,624 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 9:05:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9881, loss_cls: 0.3698, loss: 0.3698 +2023-12-29 13:56:13,475 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 9:05:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9881, loss_cls: 0.3718, loss: 0.3718 +2023-12-29 13:56:24,471 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-29 14:00:13,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 14:00:14,105 - pyskl - INFO - +top1_acc 0.8334 +top5_acc 0.9717 +2023-12-29 14:00:14,127 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8334, top5_acc: 0.9717 +2023-12-29 14:01:09,337 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 9:04:50, time: 0.552, data_time: 0.299, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.3523, loss: 0.3523 +2023-12-29 14:01:34,336 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 9:04:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 0.3215, loss: 0.3215 +2023-12-29 14:01:59,545 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 9:03:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 0.2916, loss: 0.2916 +2023-12-29 14:02:25,018 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 9:03:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.3066, loss: 0.3066 +2023-12-29 14:02:50,499 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 9:03:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 0.2976, loss: 0.2976 +2023-12-29 14:03:15,711 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 9:02:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 0.3144, loss: 0.3144 +2023-12-29 14:03:40,724 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 9:02:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9900, loss_cls: 0.3099, loss: 0.3099 +2023-12-29 14:04:05,690 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 9:01:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.2985, loss: 0.2985 +2023-12-29 14:04:30,641 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 9:01:20, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.3079, loss: 0.3079 +2023-12-29 14:04:55,588 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 9:00:54, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 0.3176, loss: 0.3176 +2023-12-29 14:05:20,574 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 9:00:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.3544, loss: 0.3544 +2023-12-29 14:05:45,569 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 9:00:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 0.3763, loss: 0.3763 +2023-12-29 14:06:10,536 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 8:59:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.3124, loss: 0.3124 +2023-12-29 14:06:35,484 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 8:59:09, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 0.3115, loss: 0.3115 +2023-12-29 14:07:00,437 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 8:58:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 0.3137, loss: 0.3137 +2023-12-29 14:07:25,396 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 8:58:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 0.3149, loss: 0.3149 +2023-12-29 14:07:50,347 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 8:57:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.3341, loss: 0.3341 +2023-12-29 14:08:15,609 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 8:57:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.3190, loss: 0.3190 +2023-12-29 14:08:40,660 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 8:56:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 0.3205, loss: 0.3205 +2023-12-29 14:09:05,694 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 8:56:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3013, loss: 0.3013 +2023-12-29 14:09:30,807 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 8:56:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3462, loss: 0.3462 +2023-12-29 14:09:55,906 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 8:55:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.3539, loss: 0.3539 +2023-12-29 14:10:21,083 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 8:55:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.3698, loss: 0.3698 +2023-12-29 14:10:46,822 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 8:54:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9875, loss_cls: 0.3303, loss: 0.3303 +2023-12-29 14:11:12,151 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 8:54:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.3356, loss: 0.3356 +2023-12-29 14:11:37,300 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 8:53:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 0.3558, loss: 0.3558 +2023-12-29 14:12:02,497 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 8:53:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3319, loss: 0.3319 +2023-12-29 14:12:28,605 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 8:53:03, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 0.3143, loss: 0.3143 +2023-12-29 14:12:55,042 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 8:52:37, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9888, loss_cls: 0.3081, loss: 0.3081 +2023-12-29 14:13:21,162 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 8:52:12, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.3231, loss: 0.3231 +2023-12-29 14:13:47,072 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 8:51:46, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 0.3099, loss: 0.3099 +2023-12-29 14:14:12,545 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 8:51:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 0.3380, loss: 0.3380 +2023-12-29 14:14:38,488 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 8:50:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 0.3252, loss: 0.3252 +2023-12-29 14:15:03,806 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 8:50:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.3500, loss: 0.3500 +2023-12-29 14:15:29,050 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 8:50:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.3674, loss: 0.3674 +2023-12-29 14:15:54,398 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 8:49:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.3534, loss: 0.3534 +2023-12-29 14:16:20,198 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 8:49:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9881, loss_cls: 0.3872, loss: 0.3872 +2023-12-29 14:16:45,406 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 8:48:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 0.3618, loss: 0.3618 +2023-12-29 14:17:10,881 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 8:48:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9894, loss_cls: 0.3439, loss: 0.3439 +2023-12-29 14:17:21,890 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-29 14:21:12,581 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 14:21:13,202 - pyskl - INFO - +top1_acc 0.8404 +top5_acc 0.9703 +2023-12-29 14:21:13,224 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8404, top5_acc: 0.9703 +2023-12-29 14:22:09,640 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 8:47:46, time: 0.564, data_time: 0.310, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.3029, loss: 0.3029 +2023-12-29 14:22:35,403 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 8:47:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9919, loss_cls: 0.2929, loss: 0.2929 +2023-12-29 14:23:00,932 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 8:46:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.2866, loss: 0.2866 +2023-12-29 14:23:26,479 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 8:46:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9881, loss_cls: 0.3279, loss: 0.3279 +2023-12-29 14:23:52,229 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 8:46:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9912, loss_cls: 0.3016, loss: 0.3016 +2023-12-29 14:24:17,675 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 8:45:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 0.3069, loss: 0.3069 +2023-12-29 14:24:42,942 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 8:45:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9925, loss_cls: 0.2893, loss: 0.2893 +2023-12-29 14:25:08,048 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 8:44:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 0.3231, loss: 0.3231 +2023-12-29 14:25:33,357 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 8:44:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9919, loss_cls: 0.3062, loss: 0.3062 +2023-12-29 14:25:58,515 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 8:43:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 0.2825, loss: 0.2825 +2023-12-29 14:26:23,878 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 8:43:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 0.2989, loss: 0.2989 +2023-12-29 14:26:49,092 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 8:42:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 0.3051, loss: 0.3051 +2023-12-29 14:27:15,181 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 8:42:33, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9894, loss_cls: 0.3211, loss: 0.3211 +2023-12-29 14:27:40,922 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 8:42:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3118, loss: 0.3118 +2023-12-29 14:28:06,280 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 8:41:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9906, loss_cls: 0.3523, loss: 0.3523 +2023-12-29 14:28:31,818 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 8:41:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.3078, loss: 0.3078 +2023-12-29 14:28:57,661 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 8:40:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 0.2766, loss: 0.2766 +2023-12-29 14:29:22,866 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 8:40:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.3026, loss: 0.3026 +2023-12-29 14:29:48,096 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 8:39:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.2980, loss: 0.2980 +2023-12-29 14:30:13,350 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 8:39:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9888, loss_cls: 0.3499, loss: 0.3499 +2023-12-29 14:30:38,570 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 8:39:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 0.3410, loss: 0.3410 +2023-12-29 14:31:03,763 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 8:38:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.3496, loss: 0.3496 +2023-12-29 14:31:28,991 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 8:38:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 0.3420, loss: 0.3420 +2023-12-29 14:31:54,387 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 8:37:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3212, loss: 0.3212 +2023-12-29 14:32:19,665 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 8:37:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.2991, loss: 0.2991 +2023-12-29 14:32:44,747 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 8:36:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9881, loss_cls: 0.3341, loss: 0.3341 +2023-12-29 14:33:10,455 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 8:36:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.3066, loss: 0.3066 +2023-12-29 14:33:36,475 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 8:36:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.3256, loss: 0.3256 +2023-12-29 14:34:02,975 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 8:35:36, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 0.3226, loss: 0.3226 +2023-12-29 14:34:28,490 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 8:35:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 0.3292, loss: 0.3292 +2023-12-29 14:34:54,393 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 8:34:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.3178, loss: 0.3178 +2023-12-29 14:35:20,071 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 8:34:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9894, loss_cls: 0.3331, loss: 0.3331 +2023-12-29 14:35:45,815 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 8:33:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.3262, loss: 0.3262 +2023-12-29 14:36:11,583 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 8:33:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3077, loss: 0.3077 +2023-12-29 14:36:37,105 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 8:33:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9906, loss_cls: 0.3051, loss: 0.3051 +2023-12-29 14:37:02,621 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 8:32:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3283, loss: 0.3283 +2023-12-29 14:37:28,532 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 8:32:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9906, loss_cls: 0.3026, loss: 0.3026 +2023-12-29 14:37:53,926 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 8:31:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.2875, loss: 0.2875 +2023-12-29 14:38:19,428 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 8:31:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.2963, loss: 0.2963 +2023-12-29 14:38:30,633 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-29 14:42:20,495 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 14:42:21,108 - pyskl - INFO - +top1_acc 0.8340 +top5_acc 0.9712 +2023-12-29 14:42:21,130 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8340, top5_acc: 0.9712 +2023-12-29 14:43:16,679 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 8:30:44, time: 0.555, data_time: 0.304, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.3039, loss: 0.3039 +2023-12-29 14:43:41,978 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 8:30:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.2807, loss: 0.2807 +2023-12-29 14:44:07,459 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 8:29:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.2483, loss: 0.2483 +2023-12-29 14:44:33,319 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 8:29:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9919, loss_cls: 0.2805, loss: 0.2805 +2023-12-29 14:44:58,951 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 8:29:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9912, loss_cls: 0.2943, loss: 0.2943 +2023-12-29 14:45:24,366 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 8:28:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9925, loss_cls: 0.2801, loss: 0.2801 +2023-12-29 14:45:50,898 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 8:28:08, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9919, loss_cls: 0.2750, loss: 0.2750 +2023-12-29 14:46:16,355 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 8:27:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9900, loss_cls: 0.3171, loss: 0.3171 +2023-12-29 14:46:41,450 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 8:27:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 0.2702, loss: 0.2702 +2023-12-29 14:47:06,446 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 8:26:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9906, loss_cls: 0.2837, loss: 0.2837 +2023-12-29 14:47:31,394 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 8:26:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9912, loss_cls: 0.2938, loss: 0.2938 +2023-12-29 14:47:56,319 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 8:25:58, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9906, loss_cls: 0.3007, loss: 0.3007 +2023-12-29 14:48:21,644 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 8:25:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.2864, loss: 0.2864 +2023-12-29 14:48:47,181 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 8:25:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2818, loss: 0.2818 +2023-12-29 14:49:12,571 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 8:24:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 0.2837, loss: 0.2837 +2023-12-29 14:49:37,949 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 8:24:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.2816, loss: 0.2816 +2023-12-29 14:50:03,097 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 8:23:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9900, loss_cls: 0.2943, loss: 0.2943 +2023-12-29 14:50:28,233 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 8:23:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2624, loss: 0.2624 +2023-12-29 14:50:53,170 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 8:22:55, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 0.2839, loss: 0.2839 +2023-12-29 14:51:18,103 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 8:22:29, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.2744, loss: 0.2744 +2023-12-29 14:51:43,044 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 8:22:02, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9900, loss_cls: 0.2876, loss: 0.2876 +2023-12-29 14:52:07,981 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 8:21:36, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3155, loss: 0.3155 +2023-12-29 14:52:32,912 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 8:21:10, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9912, loss_cls: 0.3056, loss: 0.3056 +2023-12-29 14:52:57,906 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 8:20:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3257, loss: 0.3257 +2023-12-29 14:53:23,322 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 8:20:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.2892, loss: 0.2892 +2023-12-29 14:53:48,769 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 8:19:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.3042, loss: 0.3042 +2023-12-29 14:54:13,856 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 8:19:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9881, loss_cls: 0.3093, loss: 0.3093 +2023-12-29 14:54:38,894 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 8:18:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.2898, loss: 0.2898 +2023-12-29 14:55:04,064 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 8:18:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9875, loss_cls: 0.3375, loss: 0.3375 +2023-12-29 14:55:29,079 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 8:18:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3598, loss: 0.3598 +2023-12-29 14:55:54,821 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 8:17:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.2898, loss: 0.2898 +2023-12-29 14:56:20,394 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 8:17:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 0.3325, loss: 0.3325 +2023-12-29 14:56:45,858 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 8:16:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 0.3078, loss: 0.3078 +2023-12-29 14:57:10,941 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 8:16:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.3192, loss: 0.3192 +2023-12-29 14:57:36,313 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 8:15:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.2760, loss: 0.2760 +2023-12-29 14:58:01,570 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 8:15:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 0.3111, loss: 0.3111 +2023-12-29 14:58:27,458 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 8:15:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 0.3170, loss: 0.3170 +2023-12-29 14:58:53,259 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 8:14:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.3240, loss: 0.3240 +2023-12-29 14:59:18,820 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 8:14:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3397, loss: 0.3397 +2023-12-29 14:59:30,035 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-29 15:03:20,043 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 15:03:20,608 - pyskl - INFO - +top1_acc 0.8491 +top5_acc 0.9742 +2023-12-29 15:03:20,612 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_116.pth was removed +2023-12-29 15:03:20,828 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2023-12-29 15:03:20,830 - pyskl - INFO - Best top1_acc is 0.8491 at 121 epoch. +2023-12-29 15:03:20,852 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8491, top5_acc: 0.9742 +2023-12-29 15:04:16,439 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 8:13:41, time: 0.556, data_time: 0.298, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9906, loss_cls: 0.2883, loss: 0.2883 +2023-12-29 15:04:41,586 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 8:13:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9919, loss_cls: 0.2534, loss: 0.2534 +2023-12-29 15:05:07,147 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 8:12:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 0.2674, loss: 0.2674 +2023-12-29 15:05:32,853 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 8:12:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2515, loss: 0.2515 +2023-12-29 15:05:58,745 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 8:11:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.2918, loss: 0.2918 +2023-12-29 15:06:24,012 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 8:11:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9912, loss_cls: 0.3194, loss: 0.3194 +2023-12-29 15:06:49,251 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 8:11:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9950, loss_cls: 0.2582, loss: 0.2582 +2023-12-29 15:07:14,413 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 8:10:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.2723, loss: 0.2723 +2023-12-29 15:07:39,460 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 8:10:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.3012, loss: 0.3012 +2023-12-29 15:08:05,213 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 8:09:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.2908, loss: 0.2908 +2023-12-29 15:08:30,337 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 8:09:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 0.2853, loss: 0.2853 +2023-12-29 15:08:55,460 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 8:08:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 0.2821, loss: 0.2821 +2023-12-29 15:09:20,787 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 8:08:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 0.2963, loss: 0.2963 +2023-12-29 15:09:46,343 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 8:08:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.2737, loss: 0.2737 +2023-12-29 15:10:11,625 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 8:07:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.2935, loss: 0.2935 +2023-12-29 15:10:36,811 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 8:07:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9931, loss_cls: 0.2615, loss: 0.2615 +2023-12-29 15:11:01,921 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 8:06:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.2776, loss: 0.2776 +2023-12-29 15:11:26,844 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 8:06:17, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.2783, loss: 0.2783 +2023-12-29 15:11:51,760 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 8:05:51, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.2786, loss: 0.2786 +2023-12-29 15:12:16,893 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 8:05:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 0.2969, loss: 0.2969 +2023-12-29 15:12:42,862 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 8:04:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.2787, loss: 0.2787 +2023-12-29 15:13:08,412 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 8:04:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9906, loss_cls: 0.3048, loss: 0.3048 +2023-12-29 15:13:33,747 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 8:04:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 0.2577, loss: 0.2577 +2023-12-29 15:13:58,926 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 8:03:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 0.3230, loss: 0.3230 +2023-12-29 15:14:24,919 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 8:03:15, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.2887, loss: 0.2887 +2023-12-29 15:14:50,241 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 8:02:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 0.2989, loss: 0.2989 +2023-12-29 15:15:16,727 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 8:02:23, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 0.3248, loss: 0.3248 +2023-12-29 15:15:43,023 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 8:01:57, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.2985, loss: 0.2985 +2023-12-29 15:16:08,170 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 8:01:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.2793, loss: 0.2793 +2023-12-29 15:16:34,462 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 8:01:05, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 0.3307, loss: 0.3307 +2023-12-29 15:17:00,873 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 8:00:39, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 0.3006, loss: 0.3006 +2023-12-29 15:17:26,569 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 8:00:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.2718, loss: 0.2718 +2023-12-29 15:17:52,511 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 7:59:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 0.3073, loss: 0.3073 +2023-12-29 15:18:18,469 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 7:59:21, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9925, loss_cls: 0.3018, loss: 0.3018 +2023-12-29 15:18:44,645 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 7:58:55, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.2859, loss: 0.2859 +2023-12-29 15:19:09,791 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 7:58:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 0.2708, loss: 0.2708 +2023-12-29 15:19:35,372 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 7:58:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 0.3204, loss: 0.3204 +2023-12-29 15:20:01,005 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 7:57:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.2865, loss: 0.2865 +2023-12-29 15:20:26,724 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 7:57:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9919, loss_cls: 0.2814, loss: 0.2814 +2023-12-29 15:20:37,858 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-29 15:24:27,275 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 15:24:27,848 - pyskl - INFO - +top1_acc 0.8331 +top5_acc 0.9678 +2023-12-29 15:24:27,870 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8331, top5_acc: 0.9678 +2023-12-29 15:25:23,348 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 7:56:39, time: 0.555, data_time: 0.299, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2586, loss: 0.2586 +2023-12-29 15:25:48,429 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 7:56:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2388, loss: 0.2388 +2023-12-29 15:26:13,776 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 7:55:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 0.2419, loss: 0.2419 +2023-12-29 15:26:39,536 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 7:55:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.2927, loss: 0.2927 +2023-12-29 15:27:05,237 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 7:54:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2473, loss: 0.2473 +2023-12-29 15:27:30,435 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 7:54:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2313, loss: 0.2313 +2023-12-29 15:27:55,868 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 7:54:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 0.2682, loss: 0.2682 +2023-12-29 15:28:20,991 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 7:53:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 0.2440, loss: 0.2440 +2023-12-29 15:28:46,168 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 7:53:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.2716, loss: 0.2716 +2023-12-29 15:29:11,444 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 7:52:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.2746, loss: 0.2746 +2023-12-29 15:29:36,775 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 7:52:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2798, loss: 0.2798 +2023-12-29 15:30:01,939 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 7:51:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 0.2515, loss: 0.2515 +2023-12-29 15:30:26,957 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 7:51:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9919, loss_cls: 0.2685, loss: 0.2685 +2023-12-29 15:30:51,881 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 7:51:00, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 0.2905, loss: 0.2905 +2023-12-29 15:31:17,109 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 7:50:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 0.2978, loss: 0.2978 +2023-12-29 15:31:42,080 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 7:50:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 0.3001, loss: 0.3001 +2023-12-29 15:32:07,283 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 7:49:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9919, loss_cls: 0.2794, loss: 0.2794 +2023-12-29 15:32:32,443 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 7:49:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.2513, loss: 0.2513 +2023-12-29 15:32:57,893 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 7:48:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2747, loss: 0.2747 +2023-12-29 15:33:23,115 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 7:48:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9906, loss_cls: 0.2500, loss: 0.2500 +2023-12-29 15:33:48,272 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 7:47:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9925, loss_cls: 0.2726, loss: 0.2726 +2023-12-29 15:34:13,463 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 7:47:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9900, loss_cls: 0.2884, loss: 0.2884 +2023-12-29 15:34:38,868 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 7:47:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 0.2471, loss: 0.2471 +2023-12-29 15:35:04,133 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 7:46:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9881, loss_cls: 0.3067, loss: 0.3067 +2023-12-29 15:35:29,586 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 7:46:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9894, loss_cls: 0.3134, loss: 0.3134 +2023-12-29 15:35:55,366 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 7:45:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 0.2757, loss: 0.2757 +2023-12-29 15:36:21,729 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 7:45:21, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9919, loss_cls: 0.2981, loss: 0.2981 +2023-12-29 15:36:46,764 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 7:44:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.2932, loss: 0.2932 +2023-12-29 15:37:11,857 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 7:44:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9931, loss_cls: 0.2679, loss: 0.2679 +2023-12-29 15:37:36,947 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 7:44:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.2778, loss: 0.2778 +2023-12-29 15:38:02,111 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 7:43:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2507, loss: 0.2507 +2023-12-29 15:38:27,246 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 7:43:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 0.2575, loss: 0.2575 +2023-12-29 15:38:52,537 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 7:42:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 0.2934, loss: 0.2934 +2023-12-29 15:39:18,337 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 7:42:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.2865, loss: 0.2865 +2023-12-29 15:39:44,960 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 7:41:53, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3052, loss: 0.3052 +2023-12-29 15:40:10,589 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 7:41:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2525, loss: 0.2525 +2023-12-29 15:40:36,575 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 7:41:01, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9931, loss_cls: 0.2726, loss: 0.2726 +2023-12-29 15:41:02,553 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 7:40:35, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.2594, loss: 0.2594 +2023-12-29 15:41:28,312 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 7:40:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 0.2895, loss: 0.2895 +2023-12-29 15:41:39,472 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-29 15:45:30,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 15:45:31,212 - pyskl - INFO - +top1_acc 0.8453 +top5_acc 0.9715 +2023-12-29 15:45:31,234 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8453, top5_acc: 0.9715 +2023-12-29 15:46:26,084 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 7:39:36, time: 0.548, data_time: 0.297, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 0.2604, loss: 0.2604 +2023-12-29 15:46:51,467 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 7:39:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.2040, loss: 0.2040 +2023-12-29 15:47:16,790 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 7:38:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9950, loss_cls: 0.2229, loss: 0.2229 +2023-12-29 15:47:42,852 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 7:38:18, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2252, loss: 0.2252 +2023-12-29 15:48:08,467 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 7:37:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 0.2380, loss: 0.2380 +2023-12-29 15:48:33,733 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 7:37:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2378, loss: 0.2378 +2023-12-29 15:48:59,025 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 7:37:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 0.2369, loss: 0.2369 +2023-12-29 15:49:24,298 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 7:36:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9894, loss_cls: 0.2842, loss: 0.2842 +2023-12-29 15:49:49,255 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 7:36:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2465, loss: 0.2465 +2023-12-29 15:50:14,229 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 7:35:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9931, loss_cls: 0.2566, loss: 0.2566 +2023-12-29 15:50:39,149 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 7:35:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 0.2609, loss: 0.2609 +2023-12-29 15:51:04,063 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 7:34:49, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2599, loss: 0.2599 +2023-12-29 15:51:28,998 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 7:34:23, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 0.2887, loss: 0.2887 +2023-12-29 15:51:53,921 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 7:33:57, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2466, loss: 0.2466 +2023-12-29 15:52:18,848 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 7:33:31, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.2484, loss: 0.2484 +2023-12-29 15:52:43,764 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 7:33:05, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9931, loss_cls: 0.2525, loss: 0.2525 +2023-12-29 15:53:08,675 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 7:32:39, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 0.2526, loss: 0.2526 +2023-12-29 15:53:33,597 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 7:32:12, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 0.2788, loss: 0.2788 +2023-12-29 15:53:58,533 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 7:31:46, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2163, loss: 0.2163 +2023-12-29 15:54:23,456 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 7:31:20, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2319, loss: 0.2319 +2023-12-29 15:54:48,379 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 7:30:54, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2493, loss: 0.2493 +2023-12-29 15:55:13,315 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 7:30:28, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9906, loss_cls: 0.2914, loss: 0.2914 +2023-12-29 15:55:38,238 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 7:30:02, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2492, loss: 0.2492 +2023-12-29 15:56:03,154 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 7:29:35, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 0.2762, loss: 0.2762 +2023-12-29 15:56:28,077 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 7:29:09, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9944, loss_cls: 0.2551, loss: 0.2551 +2023-12-29 15:56:53,103 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 7:28:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9925, loss_cls: 0.2710, loss: 0.2710 +2023-12-29 15:57:18,248 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 7:28:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.2718, loss: 0.2718 +2023-12-29 15:57:43,424 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 7:27:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 0.2385, loss: 0.2385 +2023-12-29 15:58:08,770 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 7:27:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 0.2662, loss: 0.2662 +2023-12-29 15:58:33,806 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 7:26:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 0.2559, loss: 0.2559 +2023-12-29 15:58:59,384 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 7:26:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 0.2642, loss: 0.2642 +2023-12-29 15:59:25,347 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 7:26:07, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.2628, loss: 0.2628 +2023-12-29 15:59:51,031 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 7:25:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 0.2836, loss: 0.2836 +2023-12-29 16:00:16,854 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 7:25:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 0.2900, loss: 0.2900 +2023-12-29 16:00:42,146 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 7:24:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.2800, loss: 0.2800 +2023-12-29 16:01:08,101 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 7:24:23, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9888, loss_cls: 0.2895, loss: 0.2895 +2023-12-29 16:01:33,891 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 7:23:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 0.2545, loss: 0.2545 +2023-12-29 16:01:59,686 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 7:23:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.2350, loss: 0.2350 +2023-12-29 16:02:25,365 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 7:23:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.2618, loss: 0.2618 +2023-12-29 16:02:36,692 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-29 16:06:26,504 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 16:06:27,096 - pyskl - INFO - +top1_acc 0.8510 +top5_acc 0.9740 +2023-12-29 16:06:27,100 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_121.pth was removed +2023-12-29 16:06:27,315 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2023-12-29 16:06:27,316 - pyskl - INFO - Best top1_acc is 0.8510 at 124 epoch. +2023-12-29 16:06:27,338 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8510, top5_acc: 0.9740 +2023-12-29 16:07:23,292 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 7:22:33, time: 0.559, data_time: 0.298, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9938, loss_cls: 0.2465, loss: 0.2465 +2023-12-29 16:07:48,737 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 7:22:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9944, loss_cls: 0.2403, loss: 0.2403 +2023-12-29 16:08:14,048 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 7:21:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.2111, loss: 0.2111 +2023-12-29 16:08:39,582 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 7:21:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 0.2563, loss: 0.2563 +2023-12-29 16:09:05,326 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 7:20:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.2020, loss: 0.2020 +2023-12-29 16:09:30,619 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 7:20:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9925, loss_cls: 0.2455, loss: 0.2455 +2023-12-29 16:09:55,670 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 7:19:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9931, loss_cls: 0.2372, loss: 0.2372 +2023-12-29 16:10:20,952 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 7:19:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 0.2365, loss: 0.2365 +2023-12-29 16:10:46,592 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 7:19:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 0.2263, loss: 0.2263 +2023-12-29 16:11:11,784 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 7:18:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.2141, loss: 0.2141 +2023-12-29 16:11:37,161 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 7:18:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9906, loss_cls: 0.2728, loss: 0.2728 +2023-12-29 16:12:03,522 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 7:17:46, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2228, loss: 0.2228 +2023-12-29 16:12:30,059 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 7:17:20, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2668, loss: 0.2668 +2023-12-29 16:12:56,734 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 7:16:55, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2454, loss: 0.2454 +2023-12-29 16:13:23,295 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 7:16:29, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2212, loss: 0.2212 +2023-12-29 16:13:49,830 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 7:16:03, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9931, loss_cls: 0.2614, loss: 0.2614 +2023-12-29 16:14:15,112 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 7:15:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2203, loss: 0.2203 +2023-12-29 16:14:40,386 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 7:15:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9938, loss_cls: 0.2526, loss: 0.2526 +2023-12-29 16:15:05,471 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 7:14:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2096, loss: 0.2096 +2023-12-29 16:15:30,637 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 7:14:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 0.2556, loss: 0.2556 +2023-12-29 16:15:55,742 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 7:13:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.2519, loss: 0.2519 +2023-12-29 16:16:20,826 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 7:13:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9944, loss_cls: 0.2202, loss: 0.2202 +2023-12-29 16:16:46,333 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 7:13:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 0.2196, loss: 0.2196 +2023-12-29 16:17:11,529 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 7:12:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.2574, loss: 0.2574 +2023-12-29 16:17:37,588 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 7:12:08, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.2588, loss: 0.2588 +2023-12-29 16:18:03,616 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 7:11:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 0.2415, loss: 0.2415 +2023-12-29 16:18:29,210 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 7:11:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 0.2401, loss: 0.2401 +2023-12-29 16:18:54,792 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 7:10:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2308, loss: 0.2308 +2023-12-29 16:19:19,960 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 7:10:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2542, loss: 0.2542 +2023-12-29 16:19:45,130 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 7:09:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 0.2606, loss: 0.2606 +2023-12-29 16:20:10,832 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 7:09:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.2281, loss: 0.2281 +2023-12-29 16:20:36,426 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 7:09:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.2914, loss: 0.2914 +2023-12-29 16:21:02,192 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 7:08:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.2571, loss: 0.2571 +2023-12-29 16:21:27,915 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 7:08:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9931, loss_cls: 0.2593, loss: 0.2593 +2023-12-29 16:21:53,718 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 7:07:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.2743, loss: 0.2743 +2023-12-29 16:22:19,217 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 7:07:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.2603, loss: 0.2603 +2023-12-29 16:22:44,942 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 7:06:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9931, loss_cls: 0.2513, loss: 0.2513 +2023-12-29 16:23:10,857 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 7:06:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9925, loss_cls: 0.2444, loss: 0.2444 +2023-12-29 16:23:36,542 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 7:06:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2214, loss: 0.2214 +2023-12-29 16:23:47,686 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-29 16:27:37,500 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 16:27:38,076 - pyskl - INFO - +top1_acc 0.8491 +top5_acc 0.9732 +2023-12-29 16:27:38,099 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8491, top5_acc: 0.9732 +2023-12-29 16:28:32,988 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 7:05:32, time: 0.549, data_time: 0.296, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2214, loss: 0.2214 +2023-12-29 16:28:58,621 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 7:05:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2342, loss: 0.2342 +2023-12-29 16:29:23,777 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 7:04:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2346, loss: 0.2346 +2023-12-29 16:29:49,334 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 7:04:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2278, loss: 0.2278 +2023-12-29 16:30:15,124 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 7:03:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9956, loss_cls: 0.2206, loss: 0.2206 +2023-12-29 16:30:40,674 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 7:03:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.2142, loss: 0.2142 +2023-12-29 16:31:06,829 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 7:02:55, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.2199, loss: 0.2199 +2023-12-29 16:31:32,160 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 7:02:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9944, loss_cls: 0.2325, loss: 0.2325 +2023-12-29 16:31:57,328 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 7:02:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 0.2293, loss: 0.2293 +2023-12-29 16:32:22,764 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 7:01:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.2404, loss: 0.2404 +2023-12-29 16:32:47,887 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 7:01:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9938, loss_cls: 0.2295, loss: 0.2295 +2023-12-29 16:33:13,106 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 7:00:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2233, loss: 0.2233 +2023-12-29 16:33:38,196 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 7:00:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2414, loss: 0.2414 +2023-12-29 16:34:04,280 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 6:59:53, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2258, loss: 0.2258 +2023-12-29 16:34:29,574 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 6:59:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 0.2365, loss: 0.2365 +2023-12-29 16:34:54,778 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 6:59:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9944, loss_cls: 0.2278, loss: 0.2278 +2023-12-29 16:35:19,755 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 6:58:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9931, loss_cls: 0.2293, loss: 0.2293 +2023-12-29 16:35:44,779 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 6:58:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9925, loss_cls: 0.2497, loss: 0.2497 +2023-12-29 16:36:10,033 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 6:57:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.2014, loss: 0.2014 +2023-12-29 16:36:35,382 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 6:57:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2436, loss: 0.2436 +2023-12-29 16:37:00,638 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 6:56:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2315, loss: 0.2315 +2023-12-29 16:37:26,602 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 6:56:24, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9938, loss_cls: 0.2267, loss: 0.2267 +2023-12-29 16:37:52,464 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 6:55:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.1932, loss: 0.1932 +2023-12-29 16:38:17,477 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 6:55:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2457, loss: 0.2457 +2023-12-29 16:38:42,409 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 6:55:06, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2376, loss: 0.2376 +2023-12-29 16:39:07,327 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 6:54:40, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9931, loss_cls: 0.2341, loss: 0.2341 +2023-12-29 16:39:32,251 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 6:54:14, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9900, loss_cls: 0.2411, loss: 0.2411 +2023-12-29 16:39:57,182 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 6:53:48, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2341, loss: 0.2341 +2023-12-29 16:40:22,092 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 6:53:22, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9956, loss_cls: 0.2016, loss: 0.2016 +2023-12-29 16:40:47,049 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 6:52:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9931, loss_cls: 0.2588, loss: 0.2588 +2023-12-29 16:41:11,962 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 6:52:29, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2130, loss: 0.2130 +2023-12-29 16:41:37,071 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 6:52:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9925, loss_cls: 0.2521, loss: 0.2521 +2023-12-29 16:42:02,522 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 6:51:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2529, loss: 0.2529 +2023-12-29 16:42:28,292 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 6:51:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.2503, loss: 0.2503 +2023-12-29 16:42:54,085 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 6:50:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9931, loss_cls: 0.2497, loss: 0.2497 +2023-12-29 16:43:19,370 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 6:50:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2185, loss: 0.2185 +2023-12-29 16:43:45,293 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 6:49:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9938, loss_cls: 0.2287, loss: 0.2287 +2023-12-29 16:44:10,914 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 6:49:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.2490, loss: 0.2490 +2023-12-29 16:44:36,555 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 6:49:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2007, loss: 0.2007 +2023-12-29 16:44:47,705 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-29 16:48:37,154 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 16:48:37,723 - pyskl - INFO - +top1_acc 0.8564 +top5_acc 0.9752 +2023-12-29 16:48:37,728 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_124.pth was removed +2023-12-29 16:48:38,061 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2023-12-29 16:48:38,063 - pyskl - INFO - Best top1_acc is 0.8564 at 126 epoch. +2023-12-29 16:48:38,085 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8564, top5_acc: 0.9752 +2023-12-29 16:49:33,031 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 6:48:28, time: 0.549, data_time: 0.292, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9944, loss_cls: 0.2174, loss: 0.2174 +2023-12-29 16:49:59,010 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 6:48:03, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 0.2196, loss: 0.2196 +2023-12-29 16:50:24,250 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 6:47:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 0.1864, loss: 0.1864 +2023-12-29 16:50:49,744 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 6:47:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2188, loss: 0.2188 +2023-12-29 16:51:15,495 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 6:46:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 0.1869, loss: 0.1869 +2023-12-29 16:51:41,154 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 6:46:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9950, loss_cls: 0.1927, loss: 0.1927 +2023-12-29 16:52:06,614 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 6:45:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.1963, loss: 0.1963 +2023-12-29 16:52:32,139 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 6:45:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 0.2178, loss: 0.2178 +2023-12-29 16:52:57,611 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 6:45:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 0.2345, loss: 0.2345 +2023-12-29 16:53:23,114 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 6:44:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9938, loss_cls: 0.2197, loss: 0.2197 +2023-12-29 16:53:48,538 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 6:44:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 0.2195, loss: 0.2195 +2023-12-29 16:54:13,848 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 6:43:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1829, loss: 0.1829 +2023-12-29 16:54:39,403 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 6:43:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9950, loss_cls: 0.2123, loss: 0.2123 +2023-12-29 16:55:05,195 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 6:42:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9906, loss_cls: 0.2617, loss: 0.2617 +2023-12-29 16:55:30,507 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 6:42:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2195, loss: 0.2195 +2023-12-29 16:55:56,298 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 6:41:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2186, loss: 0.2186 +2023-12-29 16:56:21,727 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 6:41:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1886, loss: 0.1886 +2023-12-29 16:56:47,080 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 6:41:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9925, loss_cls: 0.2354, loss: 0.2354 +2023-12-29 16:57:13,272 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 6:40:40, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 0.2121, loss: 0.2121 +2023-12-29 16:57:38,415 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 6:40:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2296, loss: 0.2296 +2023-12-29 16:58:03,554 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 6:39:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9931, loss_cls: 0.2193, loss: 0.2193 +2023-12-29 16:58:28,826 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 6:39:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 0.1842, loss: 0.1842 +2023-12-29 16:58:54,112 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 6:38:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9950, loss_cls: 0.2009, loss: 0.2009 +2023-12-29 16:59:19,225 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 6:38:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 0.2264, loss: 0.2264 +2023-12-29 16:59:44,634 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 6:38:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1905, loss: 0.1905 +2023-12-29 17:00:10,046 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 6:37:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 0.2243, loss: 0.2243 +2023-12-29 17:00:35,500 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 6:37:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9944, loss_cls: 0.2221, loss: 0.2221 +2023-12-29 17:01:00,751 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 6:36:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 0.2429, loss: 0.2429 +2023-12-29 17:01:25,888 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 6:36:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2121, loss: 0.2121 +2023-12-29 17:01:50,971 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 6:35:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 0.1990, loss: 0.1990 +2023-12-29 17:02:16,288 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 6:35:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 0.2056, loss: 0.2056 +2023-12-29 17:02:41,736 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 6:35:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 0.2121, loss: 0.2121 +2023-12-29 17:03:07,113 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 6:34:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.2069, loss: 0.2069 +2023-12-29 17:03:32,393 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 6:34:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9950, loss_cls: 0.2321, loss: 0.2321 +2023-12-29 17:03:57,852 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 6:33:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9944, loss_cls: 0.2234, loss: 0.2234 +2023-12-29 17:04:23,525 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 6:33:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 0.2432, loss: 0.2432 +2023-12-29 17:04:49,331 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 6:32:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2442, loss: 0.2442 +2023-12-29 17:05:14,845 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 6:32:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.1959, loss: 0.1959 +2023-12-29 17:05:40,687 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 6:31:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 0.2200, loss: 0.2200 +2023-12-29 17:05:51,878 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-29 17:09:41,176 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 17:09:41,758 - pyskl - INFO - +top1_acc 0.8529 +top5_acc 0.9747 +2023-12-29 17:09:41,784 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8529, top5_acc: 0.9747 +2023-12-29 17:10:37,202 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 6:31:26, time: 0.554, data_time: 0.300, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 0.1824, loss: 0.1824 +2023-12-29 17:11:02,899 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 6:31:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9962, loss_cls: 0.1880, loss: 0.1880 +2023-12-29 17:11:28,302 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 6:30:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1719, loss: 0.1719 +2023-12-29 17:11:54,501 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 6:30:08, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 0.1688, loss: 0.1688 +2023-12-29 17:12:20,206 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 6:29:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1889, loss: 0.1889 +2023-12-29 17:12:45,578 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 6:29:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9944, loss_cls: 0.2096, loss: 0.2096 +2023-12-29 17:13:10,688 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 6:28:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.2059, loss: 0.2059 +2023-12-29 17:13:35,974 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 6:28:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9931, loss_cls: 0.2387, loss: 0.2387 +2023-12-29 17:14:01,334 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 6:27:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.1920, loss: 0.1920 +2023-12-29 17:14:26,421 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 6:27:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 0.1819, loss: 0.1819 +2023-12-29 17:14:51,552 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 6:27:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9938, loss_cls: 0.2127, loss: 0.2127 +2023-12-29 17:15:17,170 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 6:26:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1886, loss: 0.1886 +2023-12-29 17:15:42,208 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 6:26:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9944, loss_cls: 0.2195, loss: 0.2195 +2023-12-29 17:16:07,574 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 6:25:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2246, loss: 0.2246 +2023-12-29 17:16:32,861 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 6:25:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9956, loss_cls: 0.1860, loss: 0.1860 +2023-12-29 17:16:58,444 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 6:24:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 0.1865, loss: 0.1865 +2023-12-29 17:17:24,050 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 6:24:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.1929, loss: 0.1929 +2023-12-29 17:17:49,639 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 6:24:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9950, loss_cls: 0.2114, loss: 0.2114 +2023-12-29 17:18:15,202 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 6:23:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2357, loss: 0.2357 +2023-12-29 17:18:40,287 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 6:23:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1983, loss: 0.1983 +2023-12-29 17:19:05,466 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 6:22:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 0.1859, loss: 0.1859 +2023-12-29 17:19:31,019 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 6:22:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1981, loss: 0.1981 +2023-12-29 17:19:56,381 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 6:21:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.1949, loss: 0.1949 +2023-12-29 17:20:21,699 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 6:21:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 0.1823, loss: 0.1823 +2023-12-29 17:20:47,127 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 6:21:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9944, loss_cls: 0.2030, loss: 0.2030 +2023-12-29 17:21:12,440 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 6:20:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 0.2200, loss: 0.2200 +2023-12-29 17:21:37,696 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 6:20:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9944, loss_cls: 0.2148, loss: 0.2148 +2023-12-29 17:22:03,172 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 6:19:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9938, loss_cls: 0.2165, loss: 0.2165 +2023-12-29 17:22:28,617 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 6:19:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 0.2083, loss: 0.2083 +2023-12-29 17:22:54,201 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 6:18:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.1928, loss: 0.1928 +2023-12-29 17:23:19,430 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 6:18:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1990, loss: 0.1990 +2023-12-29 17:23:44,665 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 6:17:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2173, loss: 0.2173 +2023-12-29 17:24:10,147 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 6:17:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.2174, loss: 0.2174 +2023-12-29 17:24:35,831 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 6:17:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9950, loss_cls: 0.2105, loss: 0.2105 +2023-12-29 17:25:01,234 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 6:16:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9912, loss_cls: 0.2680, loss: 0.2680 +2023-12-29 17:25:26,742 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 6:16:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9950, loss_cls: 0.2016, loss: 0.2016 +2023-12-29 17:25:53,173 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 6:15:49, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 0.2240, loss: 0.2240 +2023-12-29 17:26:18,529 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 6:15:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 0.1750, loss: 0.1750 +2023-12-29 17:26:44,476 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 6:14:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2233, loss: 0.2233 +2023-12-29 17:26:55,682 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-29 17:30:45,276 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 17:30:45,833 - pyskl - INFO - +top1_acc 0.8546 +top5_acc 0.9736 +2023-12-29 17:30:45,856 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8546, top5_acc: 0.9736 +2023-12-29 17:31:40,364 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 6:14:24, time: 0.545, data_time: 0.296, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 0.1962, loss: 0.1962 +2023-12-29 17:32:05,246 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 6:13:58, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 0.1869, loss: 0.1869 +2023-12-29 17:32:30,273 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 6:13:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9950, loss_cls: 0.1736, loss: 0.1736 +2023-12-29 17:32:55,600 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 6:13:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9956, loss_cls: 0.1994, loss: 0.1994 +2023-12-29 17:33:21,259 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 6:12:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.1984, loss: 0.1984 +2023-12-29 17:33:46,537 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 6:12:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2053, loss: 0.2053 +2023-12-29 17:34:11,664 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 6:11:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1827, loss: 0.1827 +2023-12-29 17:34:36,957 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 6:11:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9950, loss_cls: 0.2015, loss: 0.2015 +2023-12-29 17:35:01,938 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 6:10:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9944, loss_cls: 0.1987, loss: 0.1987 +2023-12-29 17:35:26,975 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 6:10:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1878, loss: 0.1878 +2023-12-29 17:35:52,143 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 6:10:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 0.1769, loss: 0.1769 +2023-12-29 17:36:17,456 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 6:09:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1786, loss: 0.1786 +2023-12-29 17:36:42,610 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 6:09:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9912, loss_cls: 0.2101, loss: 0.2101 +2023-12-29 17:37:07,881 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 6:08:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2177, loss: 0.2177 +2023-12-29 17:37:33,920 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 6:08:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 0.2035, loss: 0.2035 +2023-12-29 17:37:59,243 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 6:07:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9950, loss_cls: 0.1807, loss: 0.1807 +2023-12-29 17:38:24,409 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 6:07:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2074, loss: 0.2074 +2023-12-29 17:38:49,555 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 6:07:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 0.1953, loss: 0.1953 +2023-12-29 17:39:14,960 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 6:06:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 0.2003, loss: 0.2003 +2023-12-29 17:39:40,548 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 6:06:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 0.2224, loss: 0.2224 +2023-12-29 17:40:05,656 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 6:05:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 0.1953, loss: 0.1953 +2023-12-29 17:40:30,959 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 6:05:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2091, loss: 0.2091 +2023-12-29 17:40:56,837 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 6:04:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 0.1941, loss: 0.1941 +2023-12-29 17:41:21,959 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 6:04:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 0.1810, loss: 0.1810 +2023-12-29 17:41:47,106 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 6:03:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2260, loss: 0.2260 +2023-12-29 17:42:12,625 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 6:03:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 0.2015, loss: 0.2015 +2023-12-29 17:42:37,746 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 6:03:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.1811, loss: 0.1811 +2023-12-29 17:43:02,813 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 6:02:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 0.2087, loss: 0.2087 +2023-12-29 17:43:28,228 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 6:02:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9938, loss_cls: 0.2228, loss: 0.2228 +2023-12-29 17:43:53,439 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 6:01:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 0.2141, loss: 0.2141 +2023-12-29 17:44:19,174 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 6:01:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 0.2123, loss: 0.2123 +2023-12-29 17:44:44,775 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 6:00:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 0.1938, loss: 0.1938 +2023-12-29 17:45:09,946 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 6:00:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9956, loss_cls: 0.1986, loss: 0.1986 +2023-12-29 17:45:35,673 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 6:00:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 0.1854, loss: 0.1854 +2023-12-29 17:46:00,994 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 5:59:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 0.1873, loss: 0.1873 +2023-12-29 17:46:26,179 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 5:59:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2016, loss: 0.2016 +2023-12-29 17:46:51,764 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 5:58:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 0.2032, loss: 0.2032 +2023-12-29 17:47:17,349 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 5:58:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.1925, loss: 0.1925 +2023-12-29 17:47:42,756 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 5:57:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1735, loss: 0.1735 +2023-12-29 17:47:53,651 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-29 17:51:43,396 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 17:51:43,925 - pyskl - INFO - +top1_acc 0.8548 +top5_acc 0.9740 +2023-12-29 17:51:43,947 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8548, top5_acc: 0.9740 +2023-12-29 17:52:38,824 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 5:57:21, time: 0.549, data_time: 0.300, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 0.1887, loss: 0.1887 +2023-12-29 17:53:03,960 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 5:56:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1584, loss: 0.1584 +2023-12-29 17:53:29,218 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 5:56:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.1914, loss: 0.1914 +2023-12-29 17:53:54,791 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 5:56:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9944, loss_cls: 0.1787, loss: 0.1787 +2023-12-29 17:54:20,550 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 5:55:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 0.1934, loss: 0.1934 +2023-12-29 17:54:46,125 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 5:55:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 0.1993, loss: 0.1993 +2023-12-29 17:55:11,265 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 5:54:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 0.1677, loss: 0.1677 +2023-12-29 17:55:36,477 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 5:54:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9938, loss_cls: 0.1991, loss: 0.1991 +2023-12-29 17:56:01,911 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 5:53:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.1766, loss: 0.1766 +2023-12-29 17:56:27,052 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 5:53:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 0.1668, loss: 0.1668 +2023-12-29 17:56:52,408 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 5:53:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 0.1927, loss: 0.1927 +2023-12-29 17:57:17,487 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 5:52:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2048, loss: 0.2048 +2023-12-29 17:57:42,630 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 5:52:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9956, loss_cls: 0.1758, loss: 0.1758 +2023-12-29 17:58:07,888 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 5:51:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9950, loss_cls: 0.1777, loss: 0.1777 +2023-12-29 17:58:33,070 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 5:51:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.1854, loss: 0.1854 +2023-12-29 17:58:58,439 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 5:50:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1718, loss: 0.1718 +2023-12-29 17:59:23,517 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 5:50:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1633, loss: 0.1633 +2023-12-29 17:59:48,632 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 5:49:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 0.1823, loss: 0.1823 +2023-12-29 18:00:14,104 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 5:49:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 0.1989, loss: 0.1989 +2023-12-29 18:00:39,759 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 5:49:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9944, loss_cls: 0.1953, loss: 0.1953 +2023-12-29 18:01:04,923 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 5:48:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 0.1736, loss: 0.1736 +2023-12-29 18:01:30,572 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 5:48:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1750, loss: 0.1750 +2023-12-29 18:01:56,106 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 5:47:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9950, loss_cls: 0.1721, loss: 0.1721 +2023-12-29 18:02:21,292 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 5:47:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1752, loss: 0.1752 +2023-12-29 18:02:46,367 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 5:46:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9938, loss_cls: 0.1833, loss: 0.1833 +2023-12-29 18:03:11,430 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 5:46:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9938, loss_cls: 0.2167, loss: 0.2167 +2023-12-29 18:03:36,411 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 5:46:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.1981, loss: 0.1981 +2023-12-29 18:04:01,636 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 5:45:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1746, loss: 0.1746 +2023-12-29 18:04:26,758 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 5:45:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1716, loss: 0.1716 +2023-12-29 18:04:51,957 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 5:44:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1806, loss: 0.1806 +2023-12-29 18:05:17,166 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 5:44:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9944, loss_cls: 0.1861, loss: 0.1861 +2023-12-29 18:05:43,569 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 5:43:53, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.1659, loss: 0.1659 +2023-12-29 18:06:09,939 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 5:43:28, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1563, loss: 0.1563 +2023-12-29 18:06:35,758 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 5:43:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9950, loss_cls: 0.2064, loss: 0.2064 +2023-12-29 18:07:01,302 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 5:42:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9950, loss_cls: 0.1846, loss: 0.1846 +2023-12-29 18:07:26,625 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 5:42:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9962, loss_cls: 0.1708, loss: 0.1708 +2023-12-29 18:07:52,195 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 5:41:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1556, loss: 0.1556 +2023-12-29 18:08:17,886 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 5:41:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.1768, loss: 0.1768 +2023-12-29 18:08:43,536 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 5:40:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 0.1696, loss: 0.1696 +2023-12-29 18:08:54,831 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-29 18:12:44,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 18:12:45,431 - pyskl - INFO - +top1_acc 0.8554 +top5_acc 0.9739 +2023-12-29 18:12:45,454 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8554, top5_acc: 0.9739 +2023-12-29 18:13:40,183 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 5:40:18, time: 0.547, data_time: 0.294, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1573, loss: 0.1573 +2023-12-29 18:14:05,269 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 5:39:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 0.1737, loss: 0.1737 +2023-12-29 18:14:30,586 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 5:39:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.1599, loss: 0.1599 +2023-12-29 18:14:56,866 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 5:39:00, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9938, loss_cls: 0.1869, loss: 0.1869 +2023-12-29 18:15:22,995 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 5:38:34, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 0.1562, loss: 0.1562 +2023-12-29 18:15:48,274 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 5:38:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9962, loss_cls: 0.1670, loss: 0.1670 +2023-12-29 18:16:13,951 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 5:37:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 0.1450, loss: 0.1450 +2023-12-29 18:16:39,671 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 5:37:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9956, loss_cls: 0.1731, loss: 0.1731 +2023-12-29 18:17:04,790 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 5:36:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9950, loss_cls: 0.1853, loss: 0.1853 +2023-12-29 18:17:29,943 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 5:36:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.1677, loss: 0.1677 +2023-12-29 18:17:55,239 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 5:35:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9956, loss_cls: 0.1770, loss: 0.1770 +2023-12-29 18:18:20,412 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 5:35:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 0.1658, loss: 0.1658 +2023-12-29 18:18:45,571 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 5:35:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 0.1864, loss: 0.1864 +2023-12-29 18:19:10,522 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 5:34:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 0.1918, loss: 0.1918 +2023-12-29 18:19:35,697 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 5:34:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9950, loss_cls: 0.1795, loss: 0.1795 +2023-12-29 18:20:00,626 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 5:33:48, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1462, loss: 0.1462 +2023-12-29 18:20:25,536 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 5:33:22, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.1413, loss: 0.1413 +2023-12-29 18:20:50,461 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 5:32:55, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9956, loss_cls: 0.1764, loss: 0.1764 +2023-12-29 18:21:15,398 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 5:32:29, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1536, loss: 0.1536 +2023-12-29 18:21:40,350 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 5:32:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1531, loss: 0.1531 +2023-12-29 18:22:05,297 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 5:31:37, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 0.1872, loss: 0.1872 +2023-12-29 18:22:30,219 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 5:31:11, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.1681, loss: 0.1681 +2023-12-29 18:22:55,151 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 5:30:45, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1784, loss: 0.1784 +2023-12-29 18:23:20,110 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 5:30:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1523, loss: 0.1523 +2023-12-29 18:23:45,039 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 5:29:53, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1716, loss: 0.1716 +2023-12-29 18:24:09,970 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 5:29:27, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 0.1798, loss: 0.1798 +2023-12-29 18:24:34,890 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 5:29:01, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 0.1591, loss: 0.1591 +2023-12-29 18:24:59,818 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 5:28:35, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 0.1704, loss: 0.1704 +2023-12-29 18:25:24,750 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 5:28:08, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1443, loss: 0.1443 +2023-12-29 18:25:49,687 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 5:27:42, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.1516, loss: 0.1516 +2023-12-29 18:26:14,634 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 5:27:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1546, loss: 0.1546 +2023-12-29 18:26:39,556 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 5:26:50, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9962, loss_cls: 0.1714, loss: 0.1714 +2023-12-29 18:27:04,486 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 5:26:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1703, loss: 0.1703 +2023-12-29 18:27:29,440 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 5:25:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9962, loss_cls: 0.1603, loss: 0.1603 +2023-12-29 18:27:54,759 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 5:25:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1685, loss: 0.1685 +2023-12-29 18:28:20,146 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 5:25:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 0.1690, loss: 0.1690 +2023-12-29 18:28:45,734 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 5:24:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 0.2031, loss: 0.2031 +2023-12-29 18:29:11,554 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 5:24:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9950, loss_cls: 0.1733, loss: 0.1733 +2023-12-29 18:29:37,416 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 5:23:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1458, loss: 0.1458 +2023-12-29 18:29:48,694 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-29 18:33:39,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 18:33:39,743 - pyskl - INFO - +top1_acc 0.8633 +top5_acc 0.9743 +2023-12-29 18:33:39,748 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_126.pth was removed +2023-12-29 18:33:40,008 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2023-12-29 18:33:40,010 - pyskl - INFO - Best top1_acc is 0.8633 at 131 epoch. +2023-12-29 18:33:40,032 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8633, top5_acc: 0.9743 +2023-12-29 18:34:35,289 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 5:23:14, time: 0.553, data_time: 0.302, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1608, loss: 0.1608 +2023-12-29 18:35:00,464 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 5:22:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1571, loss: 0.1571 +2023-12-29 18:35:25,793 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 5:22:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9956, loss_cls: 0.1653, loss: 0.1653 +2023-12-29 18:35:51,126 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 5:21:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 0.1536, loss: 0.1536 +2023-12-29 18:36:16,843 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 5:21:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.1591, loss: 0.1591 +2023-12-29 18:36:42,348 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 5:21:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9938, loss_cls: 0.1883, loss: 0.1883 +2023-12-29 18:37:07,673 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 5:20:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 0.1547, loss: 0.1547 +2023-12-29 18:37:33,925 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 5:20:12, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.1721, loss: 0.1721 +2023-12-29 18:37:59,022 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 5:19:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1513, loss: 0.1513 +2023-12-29 18:38:24,271 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 5:19:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1332, loss: 0.1332 +2023-12-29 18:38:49,407 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 5:18:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9950, loss_cls: 0.1790, loss: 0.1790 +2023-12-29 18:39:14,613 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 5:18:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1573, loss: 0.1573 +2023-12-29 18:39:39,790 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 5:18:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 0.1651, loss: 0.1651 +2023-12-29 18:40:04,832 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 5:17:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 0.1564, loss: 0.1564 +2023-12-29 18:40:30,029 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 5:17:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 0.1625, loss: 0.1625 +2023-12-29 18:40:55,308 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 5:16:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 0.1852, loss: 0.1852 +2023-12-29 18:41:20,430 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 5:16:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9956, loss_cls: 0.1577, loss: 0.1577 +2023-12-29 18:41:45,519 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 5:15:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9962, loss_cls: 0.1587, loss: 0.1587 +2023-12-29 18:42:10,545 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 5:15:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.1546, loss: 0.1546 +2023-12-29 18:42:35,659 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 5:15:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9950, loss_cls: 0.1626, loss: 0.1626 +2023-12-29 18:43:00,826 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 5:14:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9944, loss_cls: 0.1824, loss: 0.1824 +2023-12-29 18:43:26,027 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 5:14:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1478, loss: 0.1478 +2023-12-29 18:43:51,074 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 5:13:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9950, loss_cls: 0.1782, loss: 0.1782 +2023-12-29 18:44:16,384 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 5:13:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1519, loss: 0.1519 +2023-12-29 18:44:41,457 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 5:12:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1320, loss: 0.1320 +2023-12-29 18:45:06,579 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 5:12:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1509, loss: 0.1509 +2023-12-29 18:45:31,671 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 5:11:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 0.1496, loss: 0.1496 +2023-12-29 18:45:57,073 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 5:11:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 0.1708, loss: 0.1708 +2023-12-29 18:46:22,312 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 5:11:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1599, loss: 0.1599 +2023-12-29 18:46:47,440 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 5:10:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.1540, loss: 0.1540 +2023-12-29 18:47:12,538 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 5:10:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9969, loss_cls: 0.1472, loss: 0.1472 +2023-12-29 18:47:37,702 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 5:09:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9956, loss_cls: 0.1734, loss: 0.1734 +2023-12-29 18:48:02,840 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 5:09:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9938, loss_cls: 0.1811, loss: 0.1811 +2023-12-29 18:48:27,969 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 5:08:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9944, loss_cls: 0.1789, loss: 0.1789 +2023-12-29 18:48:53,619 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 5:08:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 0.1535, loss: 0.1535 +2023-12-29 18:49:19,148 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 5:08:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9956, loss_cls: 0.1776, loss: 0.1776 +2023-12-29 18:49:44,367 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 5:07:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 0.1554, loss: 0.1554 +2023-12-29 18:50:09,957 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 5:07:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9950, loss_cls: 0.1670, loss: 0.1670 +2023-12-29 18:50:35,581 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 5:06:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1405, loss: 0.1405 +2023-12-29 18:50:46,814 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-29 18:54:36,529 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 18:54:37,124 - pyskl - INFO - +top1_acc 0.8590 +top5_acc 0.9748 +2023-12-29 18:54:37,146 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8590, top5_acc: 0.9748 +2023-12-29 18:55:32,139 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 5:06:11, time: 0.550, data_time: 0.298, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9962, loss_cls: 0.1344, loss: 0.1344 +2023-12-29 18:55:57,577 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 5:05:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9962, loss_cls: 0.1384, loss: 0.1384 +2023-12-29 18:56:22,724 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 5:05:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1196, loss: 0.1196 +2023-12-29 18:56:48,247 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 5:04:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9962, loss_cls: 0.1609, loss: 0.1609 +2023-12-29 18:57:13,646 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 5:04:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1522, loss: 0.1522 +2023-12-29 18:57:39,426 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 5:04:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 0.1566, loss: 0.1566 +2023-12-29 18:58:04,813 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 5:03:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.1245, loss: 0.1245 +2023-12-29 18:58:30,050 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 5:03:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1338, loss: 0.1338 +2023-12-29 18:58:55,597 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 5:02:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1511, loss: 0.1511 +2023-12-29 18:59:20,961 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 5:02:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9956, loss_cls: 0.1437, loss: 0.1437 +2023-12-29 18:59:46,347 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 5:01:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1497, loss: 0.1497 +2023-12-29 19:00:11,694 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 5:01:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9950, loss_cls: 0.1517, loss: 0.1517 +2023-12-29 19:00:37,155 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 5:00:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 0.1484, loss: 0.1484 +2023-12-29 19:01:02,385 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 5:00:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9950, loss_cls: 0.1495, loss: 0.1495 +2023-12-29 19:01:27,761 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 5:00:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1465, loss: 0.1465 +2023-12-29 19:01:52,994 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 4:59:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9962, loss_cls: 0.1356, loss: 0.1356 +2023-12-29 19:02:18,396 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 4:59:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.1426, loss: 0.1426 +2023-12-29 19:02:43,803 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 4:58:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1408, loss: 0.1408 +2023-12-29 19:03:08,851 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 4:58:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 0.1448, loss: 0.1448 +2023-12-29 19:03:33,811 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 4:57:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9962, loss_cls: 0.1522, loss: 0.1522 +2023-12-29 19:03:59,230 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 4:57:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 0.1335, loss: 0.1335 +2023-12-29 19:04:24,422 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 4:57:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1350, loss: 0.1350 +2023-12-29 19:04:49,521 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 4:56:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9956, loss_cls: 0.1695, loss: 0.1695 +2023-12-29 19:05:14,469 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 4:56:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 0.1568, loss: 0.1568 +2023-12-29 19:05:39,412 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 4:55:47, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 0.1430, loss: 0.1430 +2023-12-29 19:06:04,361 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 4:55:21, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1433, loss: 0.1433 +2023-12-29 19:06:29,322 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 4:54:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1386, loss: 0.1386 +2023-12-29 19:06:54,286 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 4:54:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1564, loss: 0.1564 +2023-12-29 19:07:19,233 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 4:54:03, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 0.1479, loss: 0.1479 +2023-12-29 19:07:44,179 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 4:53:36, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.1325, loss: 0.1325 +2023-12-29 19:08:09,129 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 4:53:10, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 0.1355, loss: 0.1355 +2023-12-29 19:08:34,547 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 4:52:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9956, loss_cls: 0.1498, loss: 0.1498 +2023-12-29 19:08:59,740 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 4:52:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1447, loss: 0.1447 +2023-12-29 19:09:25,012 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 4:51:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.1288, loss: 0.1288 +2023-12-29 19:09:50,098 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 4:51:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1378, loss: 0.1378 +2023-12-29 19:10:15,687 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 4:51:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1223, loss: 0.1223 +2023-12-29 19:10:41,128 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 4:50:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9969, loss_cls: 0.1348, loss: 0.1348 +2023-12-29 19:11:07,260 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 4:50:08, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9931, loss_cls: 0.1564, loss: 0.1564 +2023-12-29 19:11:32,860 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 4:49:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9944, loss_cls: 0.1569, loss: 0.1569 +2023-12-29 19:11:44,025 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-29 19:15:32,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 19:15:33,377 - pyskl - INFO - +top1_acc 0.8636 +top5_acc 0.9750 +2023-12-29 19:15:33,382 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_131.pth was removed +2023-12-29 19:15:33,744 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2023-12-29 19:15:33,746 - pyskl - INFO - Best top1_acc is 0.8636 at 133 epoch. +2023-12-29 19:15:33,768 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8636, top5_acc: 0.9750 +2023-12-29 19:16:28,899 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 4:49:08, time: 0.551, data_time: 0.295, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.1312, loss: 0.1312 +2023-12-29 19:16:54,072 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 4:48:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9962, loss_cls: 0.1334, loss: 0.1334 +2023-12-29 19:17:19,563 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 4:48:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1244, loss: 0.1244 +2023-12-29 19:17:45,079 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 4:47:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1352, loss: 0.1352 +2023-12-29 19:18:10,446 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 4:47:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9969, loss_cls: 0.1326, loss: 0.1326 +2023-12-29 19:18:36,215 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 4:46:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9962, loss_cls: 0.1574, loss: 0.1574 +2023-12-29 19:19:01,617 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 4:46:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9969, loss_cls: 0.1305, loss: 0.1305 +2023-12-29 19:19:26,839 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 4:46:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 0.1554, loss: 0.1554 +2023-12-29 19:19:52,073 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 4:45:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 0.1499, loss: 0.1499 +2023-12-29 19:20:17,487 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 4:45:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 0.1284, loss: 0.1284 +2023-12-29 19:20:42,558 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 4:44:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.1304, loss: 0.1304 +2023-12-29 19:21:07,654 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 4:44:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.1441, loss: 0.1441 +2023-12-29 19:21:33,521 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 4:43:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1392, loss: 0.1392 +2023-12-29 19:21:58,986 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 4:43:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1292, loss: 0.1292 +2023-12-29 19:22:24,396 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 4:43:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.1269, loss: 0.1269 +2023-12-29 19:22:49,693 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 4:42:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 0.1254, loss: 0.1254 +2023-12-29 19:23:15,012 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 4:42:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9962, loss_cls: 0.1380, loss: 0.1380 +2023-12-29 19:23:40,159 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 4:41:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1279, loss: 0.1279 +2023-12-29 19:24:05,403 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 4:41:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1471, loss: 0.1471 +2023-12-29 19:24:30,709 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 4:40:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1308, loss: 0.1308 +2023-12-29 19:24:55,913 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 4:40:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1198, loss: 0.1198 +2023-12-29 19:25:21,220 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 4:40:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.1165, loss: 0.1165 +2023-12-29 19:25:46,459 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 4:39:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.1319, loss: 0.1319 +2023-12-29 19:26:11,608 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 4:39:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1233, loss: 0.1233 +2023-12-29 19:26:37,012 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 4:38:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1224, loss: 0.1224 +2023-12-29 19:27:02,331 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 4:38:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1539, loss: 0.1539 +2023-12-29 19:27:27,998 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 4:37:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1509, loss: 0.1509 +2023-12-29 19:27:53,249 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 4:37:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 0.1313, loss: 0.1313 +2023-12-29 19:28:18,520 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 4:37:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.1330, loss: 0.1330 +2023-12-29 19:28:44,353 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 4:36:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1267, loss: 0.1267 +2023-12-29 19:29:09,647 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 4:36:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1203, loss: 0.1203 +2023-12-29 19:29:34,757 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 4:35:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9962, loss_cls: 0.1291, loss: 0.1291 +2023-12-29 19:29:59,877 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 4:35:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 0.1365, loss: 0.1365 +2023-12-29 19:30:25,055 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 4:34:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9962, loss_cls: 0.1553, loss: 0.1553 +2023-12-29 19:30:50,511 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 4:34:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1497, loss: 0.1497 +2023-12-29 19:31:15,862 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 4:33:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1477, loss: 0.1477 +2023-12-29 19:31:41,390 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 4:33:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.1514, loss: 0.1514 +2023-12-29 19:32:07,085 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 4:33:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.1285, loss: 0.1285 +2023-12-29 19:32:33,331 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 4:32:40, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9962, loss_cls: 0.1341, loss: 0.1341 +2023-12-29 19:32:44,528 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-29 19:36:33,154 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 19:36:33,844 - pyskl - INFO - +top1_acc 0.8673 +top5_acc 0.9767 +2023-12-29 19:36:33,853 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_133.pth was removed +2023-12-29 19:36:34,063 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2023-12-29 19:36:34,064 - pyskl - INFO - Best top1_acc is 0.8673 at 134 epoch. +2023-12-29 19:36:34,087 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8673, top5_acc: 0.9767 +2023-12-29 19:37:29,793 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 4:32:06, time: 0.557, data_time: 0.304, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.1334, loss: 0.1334 +2023-12-29 19:37:55,307 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 4:31:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.1243, loss: 0.1243 +2023-12-29 19:38:21,004 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 4:31:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1239, loss: 0.1239 +2023-12-29 19:38:46,556 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 4:30:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 0.1257, loss: 0.1257 +2023-12-29 19:39:11,792 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 4:30:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 0.1343, loss: 0.1343 +2023-12-29 19:39:37,162 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 4:29:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 0.1422, loss: 0.1422 +2023-12-29 19:40:02,628 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 4:29:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9962, loss_cls: 0.1220, loss: 0.1220 +2023-12-29 19:40:27,894 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 4:29:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 0.1280, loss: 0.1280 +2023-12-29 19:40:53,370 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 4:28:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 0.1336, loss: 0.1336 +2023-12-29 19:41:18,770 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 4:28:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1185, loss: 0.1185 +2023-12-29 19:41:43,945 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 4:27:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9969, loss_cls: 0.1253, loss: 0.1253 +2023-12-29 19:42:09,180 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 4:27:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1539, loss: 0.1539 +2023-12-29 19:42:34,436 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 4:26:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9956, loss_cls: 0.1267, loss: 0.1267 +2023-12-29 19:42:59,549 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 4:26:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9956, loss_cls: 0.1534, loss: 0.1534 +2023-12-29 19:43:24,483 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 4:26:02, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 0.1356, loss: 0.1356 +2023-12-29 19:43:49,421 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 4:25:36, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1121, loss: 0.1121 +2023-12-29 19:44:14,367 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 4:25:10, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 0.1205, loss: 0.1205 +2023-12-29 19:44:39,307 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 4:24:44, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1228, loss: 0.1228 +2023-12-29 19:45:04,253 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 4:24:18, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1054, loss: 0.1054 +2023-12-29 19:45:29,905 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 4:23:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 0.1414, loss: 0.1414 +2023-12-29 19:45:54,931 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 4:23:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 0.1301, loss: 0.1301 +2023-12-29 19:46:20,207 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 4:23:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1143, loss: 0.1143 +2023-12-29 19:46:45,454 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 4:22:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1308, loss: 0.1308 +2023-12-29 19:47:10,992 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 4:22:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.1155, loss: 0.1155 +2023-12-29 19:47:36,678 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 4:21:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.1261, loss: 0.1261 +2023-12-29 19:48:01,880 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 4:21:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.1253, loss: 0.1253 +2023-12-29 19:48:27,321 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 4:20:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 0.1246, loss: 0.1246 +2023-12-29 19:48:52,983 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 4:20:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.1220, loss: 0.1220 +2023-12-29 19:49:18,515 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 4:19:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.1146, loss: 0.1146 +2023-12-29 19:49:43,583 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 4:19:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 0.1263, loss: 0.1263 +2023-12-29 19:50:08,666 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 4:19:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1416, loss: 0.1416 +2023-12-29 19:50:34,250 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 4:18:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1164, loss: 0.1164 +2023-12-29 19:51:00,770 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 4:18:14, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 0.1315, loss: 0.1315 +2023-12-29 19:51:26,938 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 4:17:48, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.1173, loss: 0.1173 +2023-12-29 19:51:52,684 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 4:17:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9962, loss_cls: 0.1502, loss: 0.1502 +2023-12-29 19:52:17,963 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 4:16:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.1163, loss: 0.1163 +2023-12-29 19:52:44,032 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 4:16:30, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9969, loss_cls: 0.1441, loss: 0.1441 +2023-12-29 19:53:10,043 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 4:16:04, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.1298, loss: 0.1298 +2023-12-29 19:53:35,425 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 4:15:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.1216, loss: 0.1216 +2023-12-29 19:53:46,680 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-29 19:57:35,937 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 19:57:36,522 - pyskl - INFO - +top1_acc 0.8715 +top5_acc 0.9760 +2023-12-29 19:57:36,527 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_134.pth was removed +2023-12-29 19:57:36,738 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-29 19:57:36,739 - pyskl - INFO - Best top1_acc is 0.8715 at 135 epoch. +2023-12-29 19:57:36,762 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8715, top5_acc: 0.9760 +2023-12-29 19:58:32,461 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 4:15:04, time: 0.557, data_time: 0.301, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 0.1272, loss: 0.1272 +2023-12-29 19:58:57,863 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 4:14:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 0.1331, loss: 0.1331 +2023-12-29 19:59:24,356 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 4:14:12, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.1059, loss: 0.1059 +2023-12-29 19:59:49,920 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 4:13:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.1219, loss: 0.1219 +2023-12-29 20:00:15,232 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 4:13:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.1095, loss: 0.1095 +2023-12-29 20:00:41,046 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 4:12:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 0.1496, loss: 0.1496 +2023-12-29 20:01:07,587 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 4:12:28, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9969, loss_cls: 0.1287, loss: 0.1287 +2023-12-29 20:01:32,924 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 4:12:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 0.1206, loss: 0.1206 +2023-12-29 20:01:58,362 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 4:11:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.1075, loss: 0.1075 +2023-12-29 20:02:23,558 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 4:11:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1126, loss: 0.1126 +2023-12-29 20:02:48,724 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 4:10:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.1204, loss: 0.1204 +2023-12-29 20:03:13,800 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 4:10:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9956, loss_cls: 0.1360, loss: 0.1360 +2023-12-29 20:03:39,030 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 4:09:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1276, loss: 0.1276 +2023-12-29 20:04:04,295 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 4:09:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1119, loss: 0.1119 +2023-12-29 20:04:29,332 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 4:09:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1287, loss: 0.1287 +2023-12-29 20:04:54,770 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 4:08:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 0.1203, loss: 0.1203 +2023-12-29 20:05:20,109 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 4:08:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0984, loss: 0.0984 +2023-12-29 20:05:45,227 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 4:07:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1328, loss: 0.1328 +2023-12-29 20:06:10,492 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 4:07:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1130, loss: 0.1130 +2023-12-29 20:06:35,713 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 4:06:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1270, loss: 0.1270 +2023-12-29 20:07:00,724 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 4:06:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1226, loss: 0.1226 +2023-12-29 20:07:25,850 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 4:05:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1043, loss: 0.1043 +2023-12-29 20:07:50,934 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 4:05:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1168, loss: 0.1168 +2023-12-29 20:08:16,057 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 4:05:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1150, loss: 0.1150 +2023-12-29 20:08:41,066 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 4:04:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.1094, loss: 0.1094 +2023-12-29 20:09:06,155 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 4:04:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9962, loss_cls: 0.1278, loss: 0.1278 +2023-12-29 20:09:31,374 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 4:03:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.1160, loss: 0.1160 +2023-12-29 20:09:56,459 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 4:03:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.1231, loss: 0.1231 +2023-12-29 20:10:21,509 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 4:02:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.1105, loss: 0.1105 +2023-12-29 20:10:46,584 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 4:02:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9944, loss_cls: 0.1316, loss: 0.1316 +2023-12-29 20:11:11,620 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 4:02:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1107, loss: 0.1107 +2023-12-29 20:11:37,072 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 4:01:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 0.1270, loss: 0.1270 +2023-12-29 20:12:02,288 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 4:01:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.1051, loss: 0.1051 +2023-12-29 20:12:27,339 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 4:00:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9962, loss_cls: 0.1454, loss: 0.1454 +2023-12-29 20:12:52,820 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 4:00:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9956, loss_cls: 0.1373, loss: 0.1373 +2023-12-29 20:13:19,109 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 3:59:54, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.1217, loss: 0.1217 +2023-12-29 20:13:44,630 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 3:59:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 0.1202, loss: 0.1202 +2023-12-29 20:14:10,111 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 3:59:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0988, loss: 0.0988 +2023-12-29 20:14:35,634 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 3:58:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.1050, loss: 0.1050 +2023-12-29 20:14:46,648 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-29 20:18:35,876 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 20:18:36,405 - pyskl - INFO - +top1_acc 0.8658 +top5_acc 0.9755 +2023-12-29 20:18:36,427 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8658, top5_acc: 0.9755 +2023-12-29 20:19:32,242 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 3:58:02, time: 0.558, data_time: 0.305, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.1174, loss: 0.1174 +2023-12-29 20:19:57,848 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 3:57:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0974, loss: 0.0974 +2023-12-29 20:20:23,342 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 3:57:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.1029, loss: 0.1029 +2023-12-29 20:20:49,601 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 3:56:44, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 0.1256, loss: 0.1256 +2023-12-29 20:21:15,080 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 3:56:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1053, loss: 0.1053 +2023-12-29 20:21:40,621 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 3:55:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1055, loss: 0.1055 +2023-12-29 20:22:05,856 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 3:55:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 0.1259, loss: 0.1259 +2023-12-29 20:22:31,014 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 3:55:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.1155, loss: 0.1155 +2023-12-29 20:22:56,457 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 3:54:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 0.1311, loss: 0.1311 +2023-12-29 20:23:21,830 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 3:54:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 0.1115, loss: 0.1115 +2023-12-29 20:23:47,203 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 3:53:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.1012, loss: 0.1012 +2023-12-29 20:24:12,421 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 3:53:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 0.1173, loss: 0.1173 +2023-12-29 20:24:37,849 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 3:52:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.1180, loss: 0.1180 +2023-12-29 20:25:03,240 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 3:52:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 0.1241, loss: 0.1241 +2023-12-29 20:25:28,366 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 3:51:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1083, loss: 0.1083 +2023-12-29 20:25:53,516 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 3:51:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9956, loss_cls: 0.1172, loss: 0.1172 +2023-12-29 20:26:18,642 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 3:51:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0999, loss: 0.0999 +2023-12-29 20:26:43,815 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 3:50:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.1109, loss: 0.1109 +2023-12-29 20:27:09,037 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 3:50:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9956, loss_cls: 0.1165, loss: 0.1165 +2023-12-29 20:27:34,306 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 3:49:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.1089, loss: 0.1089 +2023-12-29 20:27:59,849 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 3:49:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1092, loss: 0.1092 +2023-12-29 20:28:25,212 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 3:48:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1126, loss: 0.1126 +2023-12-29 20:28:50,255 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 3:48:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.1217, loss: 0.1217 +2023-12-29 20:29:15,277 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 3:48:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.1235, loss: 0.1235 +2023-12-29 20:29:40,524 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 3:47:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.1328, loss: 0.1328 +2023-12-29 20:30:05,644 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 3:47:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1102, loss: 0.1102 +2023-12-29 20:30:30,713 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 3:46:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1195, loss: 0.1195 +2023-12-29 20:30:55,782 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 3:46:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.1191, loss: 0.1191 +2023-12-29 20:31:22,173 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 3:45:54, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.1120, loss: 0.1120 +2023-12-29 20:31:47,851 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 3:45:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 0.1183, loss: 0.1183 +2023-12-29 20:32:13,046 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 3:45:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.1148, loss: 0.1148 +2023-12-29 20:32:39,123 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 3:44:36, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9950, loss_cls: 0.1349, loss: 0.1349 +2023-12-29 20:33:04,512 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 3:44:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1184, loss: 0.1184 +2023-12-29 20:33:29,833 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 3:43:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.1078, loss: 0.1078 +2023-12-29 20:33:55,130 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 3:43:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 0.1200, loss: 0.1200 +2023-12-29 20:34:20,431 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 3:42:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.1131, loss: 0.1131 +2023-12-29 20:34:45,904 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 3:42:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1159, loss: 0.1159 +2023-12-29 20:35:11,433 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 3:42:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1089, loss: 0.1089 +2023-12-29 20:35:36,995 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 3:41:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.1096, loss: 0.1096 +2023-12-29 20:35:48,263 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-29 20:39:37,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 20:39:38,449 - pyskl - INFO - +top1_acc 0.8687 +top5_acc 0.9771 +2023-12-29 20:39:38,471 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8687, top5_acc: 0.9771 +2023-12-29 20:40:34,079 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 3:41:00, time: 0.556, data_time: 0.303, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.1106, loss: 0.1106 +2023-12-29 20:40:59,359 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 3:40:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0946, loss: 0.0946 +2023-12-29 20:41:24,932 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 3:40:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9969, loss_cls: 0.1099, loss: 0.1099 +2023-12-29 20:41:50,617 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 3:39:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.1152, loss: 0.1152 +2023-12-29 20:42:16,527 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 3:39:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0973, loss: 0.0973 +2023-12-29 20:42:42,444 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 3:38:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 0.1030, loss: 0.1030 +2023-12-29 20:43:07,711 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 3:38:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9962, loss_cls: 0.1147, loss: 0.1147 +2023-12-29 20:43:33,234 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 3:37:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.1091, loss: 0.1091 +2023-12-29 20:43:58,371 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 3:37:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.1026, loss: 0.1026 +2023-12-29 20:44:24,478 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 3:37:06, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.1091, loss: 0.1091 +2023-12-29 20:44:49,509 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 3:36:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1155, loss: 0.1155 +2023-12-29 20:45:14,936 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 3:36:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9956, loss_cls: 0.1225, loss: 0.1225 +2023-12-29 20:45:40,106 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 3:35:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9956, loss_cls: 0.1188, loss: 0.1188 +2023-12-29 20:46:05,174 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 3:35:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0949, loss: 0.0949 +2023-12-29 20:46:30,283 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 3:34:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 0.1192, loss: 0.1192 +2023-12-29 20:46:55,416 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 3:34:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.1002, loss: 0.1002 +2023-12-29 20:47:20,448 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 3:34:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 0.1028, loss: 0.1028 +2023-12-29 20:47:45,640 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 3:33:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9969, loss_cls: 0.1077, loss: 0.1077 +2023-12-29 20:48:11,999 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 3:33:12, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.1075, loss: 0.1075 +2023-12-29 20:48:38,322 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 3:32:46, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1003, loss: 0.1003 +2023-12-29 20:49:04,826 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 3:32:20, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 0.0996, loss: 0.0996 +2023-12-29 20:49:31,200 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 3:31:54, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9969, loss_cls: 0.1018, loss: 0.1018 +2023-12-29 20:49:57,063 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 3:31:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1105, loss: 0.1105 +2023-12-29 20:50:23,435 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 3:31:02, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0951, loss: 0.0951 +2023-12-29 20:50:49,881 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 3:30:36, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.1022, loss: 0.1022 +2023-12-29 20:51:16,014 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 3:30:10, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.1025, loss: 0.1025 +2023-12-29 20:51:42,052 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 3:29:45, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9969, loss_cls: 0.1131, loss: 0.1131 +2023-12-29 20:52:07,385 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 3:29:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1148, loss: 0.1148 +2023-12-29 20:52:32,688 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 3:28:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.1149, loss: 0.1149 +2023-12-29 20:52:58,108 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 3:28:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.1042, loss: 0.1042 +2023-12-29 20:53:23,562 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 3:28:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.1005, loss: 0.1005 +2023-12-29 20:53:48,479 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 3:27:35, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9962, loss_cls: 0.1057, loss: 0.1057 +2023-12-29 20:54:13,735 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 3:27:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.1070, loss: 0.1070 +2023-12-29 20:54:39,035 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 3:26:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.1096, loss: 0.1096 +2023-12-29 20:55:04,445 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 3:26:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.1072, loss: 0.1072 +2023-12-29 20:55:29,825 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 3:25:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.1004, loss: 0.1004 +2023-12-29 20:55:55,336 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 3:25:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0977, loss: 0.0977 +2023-12-29 20:56:21,055 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 3:24:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 0.0997, loss: 0.0997 +2023-12-29 20:56:47,027 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 3:24:33, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.1029, loss: 0.1029 +2023-12-29 20:56:57,958 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-29 21:00:47,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 21:00:48,147 - pyskl - INFO - +top1_acc 0.8693 +top5_acc 0.9762 +2023-12-29 21:00:48,169 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8693, top5_acc: 0.9762 +2023-12-29 21:01:43,140 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 3:23:58, time: 0.550, data_time: 0.297, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.1212, loss: 0.1212 +2023-12-29 21:02:08,161 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 3:23:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0985, loss: 0.0985 +2023-12-29 21:02:33,576 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 3:23:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.1067, loss: 0.1067 +2023-12-29 21:02:59,249 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 3:22:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 0.1114, loss: 0.1114 +2023-12-29 21:03:24,876 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 3:22:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9962, loss_cls: 0.1080, loss: 0.1080 +2023-12-29 21:03:50,692 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 3:21:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.1087, loss: 0.1087 +2023-12-29 21:04:16,067 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 3:21:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1010, loss: 0.1010 +2023-12-29 21:04:41,507 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 3:20:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 0.0981, loss: 0.0981 +2023-12-29 21:05:06,501 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 3:20:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0941, loss: 0.0941 +2023-12-29 21:05:31,466 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 3:20:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1052, loss: 0.1052 +2023-12-29 21:05:56,600 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 3:19:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.1042, loss: 0.1042 +2023-12-29 21:06:21,816 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 3:19:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.1178, loss: 0.1178 +2023-12-29 21:06:47,062 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 3:18:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1227, loss: 0.1227 +2023-12-29 21:07:12,072 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 3:18:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1064, loss: 0.1064 +2023-12-29 21:07:37,033 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 3:17:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0930, loss: 0.0930 +2023-12-29 21:08:01,963 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 3:17:28, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.1017, loss: 0.1017 +2023-12-29 21:08:26,909 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 3:17:02, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 0.1017, loss: 0.1017 +2023-12-29 21:08:51,852 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 3:16:36, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.1024, loss: 0.1024 +2023-12-29 21:09:16,807 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 3:16:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 0.0961, loss: 0.0961 +2023-12-29 21:09:41,753 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 3:15:44, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0982, loss: 0.0982 +2023-12-29 21:10:06,694 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 3:15:18, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0963, loss: 0.0963 +2023-12-29 21:10:31,616 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 3:14:52, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0942, loss: 0.0942 +2023-12-29 21:10:56,589 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 3:14:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.1023, loss: 0.1023 +2023-12-29 21:11:21,559 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 3:14:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0960, loss: 0.0960 +2023-12-29 21:11:46,494 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 3:13:34, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0953, loss: 0.0953 +2023-12-29 21:12:11,409 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 3:13:08, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9969, loss_cls: 0.1063, loss: 0.1063 +2023-12-29 21:12:36,347 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 3:12:42, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0973, loss: 0.0973 +2023-12-29 21:13:01,256 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 3:12:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0994, loss: 0.0994 +2023-12-29 21:13:26,159 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 3:11:50, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0966, loss: 0.0966 +2023-12-29 21:13:51,097 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 3:11:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1014, loss: 0.1014 +2023-12-29 21:14:16,011 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 3:10:58, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0943, loss: 0.0943 +2023-12-29 21:14:40,948 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 3:10:32, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0941, loss: 0.0941 +2023-12-29 21:15:05,889 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 3:10:06, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0997, loss: 0.0997 +2023-12-29 21:15:30,814 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 3:09:40, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.1048, loss: 0.1048 +2023-12-29 21:15:56,024 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 3:09:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.1015, loss: 0.1015 +2023-12-29 21:16:21,466 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 3:08:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0970, loss: 0.0970 +2023-12-29 21:16:46,713 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 3:08:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0896, loss: 0.0896 +2023-12-29 21:17:12,337 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 3:07:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0952, loss: 0.0952 +2023-12-29 21:17:37,901 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 3:07:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0930, loss: 0.0930 +2023-12-29 21:17:49,229 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-29 21:21:38,777 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 21:21:39,332 - pyskl - INFO - +top1_acc 0.8711 +top5_acc 0.9769 +2023-12-29 21:21:39,354 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8711, top5_acc: 0.9769 +2023-12-29 21:22:34,614 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 3:06:55, time: 0.553, data_time: 0.301, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0991, loss: 0.0991 +2023-12-29 21:22:59,522 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 3:06:29, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0841, loss: 0.0841 +2023-12-29 21:23:24,611 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 3:06:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 0.0895, loss: 0.0895 +2023-12-29 21:23:50,001 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 3:05:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 0.1177, loss: 0.1177 +2023-12-29 21:24:15,245 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 3:05:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0882, loss: 0.0882 +2023-12-29 21:24:40,835 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 3:04:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0936, loss: 0.0936 +2023-12-29 21:25:06,313 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 3:04:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0897, loss: 0.0897 +2023-12-29 21:25:31,507 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 3:03:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.1139, loss: 0.1139 +2023-12-29 21:25:56,664 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 3:03:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0999, loss: 0.0999 +2023-12-29 21:26:22,530 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 3:03:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0985, loss: 0.0985 +2023-12-29 21:26:47,930 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 3:02:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 0.1032, loss: 0.1032 +2023-12-29 21:27:13,295 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 3:02:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0935, loss: 0.0935 +2023-12-29 21:27:38,855 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 3:01:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0978, loss: 0.0978 +2023-12-29 21:28:04,845 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 3:01:17, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 0.1051, loss: 0.1051 +2023-12-29 21:28:30,088 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 3:00:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0960, loss: 0.0960 +2023-12-29 21:28:55,376 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 3:00:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0968, loss: 0.0968 +2023-12-29 21:29:20,668 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 2:59:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1181, loss: 0.1181 +2023-12-29 21:29:46,085 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 2:59:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0908, loss: 0.0908 +2023-12-29 21:30:11,236 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 2:59:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0975, loss: 0.0975 +2023-12-29 21:30:36,438 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 2:58:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0874, loss: 0.0874 +2023-12-29 21:31:01,675 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 2:58:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0998, loss: 0.0998 +2023-12-29 21:31:26,752 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 2:57:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0820, loss: 0.0820 +2023-12-29 21:31:51,915 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 2:57:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0833, loss: 0.0833 +2023-12-29 21:32:17,060 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 2:56:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0876, loss: 0.0876 +2023-12-29 21:32:42,267 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 2:56:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1081, loss: 0.1081 +2023-12-29 21:33:07,369 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 2:56:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1066, loss: 0.1066 +2023-12-29 21:33:32,939 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 2:55:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.1136, loss: 0.1136 +2023-12-29 21:33:58,313 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 2:55:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0942, loss: 0.0942 +2023-12-29 21:34:23,499 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 2:54:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0995, loss: 0.0995 +2023-12-29 21:34:48,735 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 2:54:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0768, loss: 0.0768 +2023-12-29 21:35:14,180 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 2:53:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0931, loss: 0.0931 +2023-12-29 21:35:39,458 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 2:53:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0986, loss: 0.0986 +2023-12-29 21:36:04,760 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 2:53:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0893, loss: 0.0893 +2023-12-29 21:36:30,138 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 2:52:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9962, loss_cls: 0.0994, loss: 0.0994 +2023-12-29 21:36:55,548 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 2:52:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.1110, loss: 0.1110 +2023-12-29 21:37:20,654 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 2:51:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0941, loss: 0.0941 +2023-12-29 21:37:45,815 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 2:51:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1099, loss: 0.1099 +2023-12-29 21:38:11,343 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 2:50:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.1023, loss: 0.1023 +2023-12-29 21:38:37,160 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 2:50:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0915, loss: 0.0915 +2023-12-29 21:38:48,290 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-29 21:42:38,305 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 21:42:38,885 - pyskl - INFO - +top1_acc 0.8739 +top5_acc 0.9773 +2023-12-29 21:42:38,890 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_135.pth was removed +2023-12-29 21:42:39,109 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2023-12-29 21:42:39,111 - pyskl - INFO - Best top1_acc is 0.8739 at 140 epoch. +2023-12-29 21:42:39,133 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8739, top5_acc: 0.9773 +2023-12-29 21:43:34,550 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 2:49:53, time: 0.554, data_time: 0.300, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.1061, loss: 0.1061 +2023-12-29 21:44:00,133 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 2:49:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0873, loss: 0.0873 +2023-12-29 21:44:25,947 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 2:49:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0992, loss: 0.0992 +2023-12-29 21:44:51,631 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 2:48:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0962, loss: 0.0962 +2023-12-29 21:45:17,525 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 2:48:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.1048, loss: 0.1048 +2023-12-29 21:45:43,169 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 2:47:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0933, loss: 0.0933 +2023-12-29 21:46:08,866 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 2:47:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 0.1110, loss: 0.1110 +2023-12-29 21:46:34,356 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 2:46:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0830, loss: 0.0830 +2023-12-29 21:46:59,744 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 2:46:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0963, loss: 0.0963 +2023-12-29 21:47:25,324 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 2:45:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0751, loss: 0.0751 +2023-12-29 21:47:50,675 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 2:45:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0930, loss: 0.0930 +2023-12-29 21:48:15,795 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 2:45:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0903, loss: 0.0903 +2023-12-29 21:48:41,102 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 2:44:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0968, loss: 0.0968 +2023-12-29 21:49:06,993 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 2:44:15, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9962, loss_cls: 0.1038, loss: 0.1038 +2023-12-29 21:49:32,400 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 2:43:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0937, loss: 0.0937 +2023-12-29 21:49:57,511 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 2:43:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0864, loss: 0.0864 +2023-12-29 21:50:22,952 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 2:42:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0843, loss: 0.0843 +2023-12-29 21:50:48,116 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 2:42:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0883, loss: 0.0883 +2023-12-29 21:51:13,302 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 2:42:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 0.0894, loss: 0.0894 +2023-12-29 21:51:38,449 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 2:41:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0892, loss: 0.0892 +2023-12-29 21:52:03,599 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 2:41:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 0.1094, loss: 0.1094 +2023-12-29 21:52:28,745 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 2:40:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0963, loss: 0.0963 +2023-12-29 21:52:54,165 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 2:40:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.1013, loss: 0.1013 +2023-12-29 21:53:19,397 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 2:39:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0879, loss: 0.0879 +2023-12-29 21:53:44,716 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 2:39:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0977, loss: 0.0977 +2023-12-29 21:54:09,913 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 2:39:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0971, loss: 0.0971 +2023-12-29 21:54:35,184 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 2:38:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0858, loss: 0.0858 +2023-12-29 21:55:00,811 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 2:38:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 0.0890, loss: 0.0890 +2023-12-29 21:55:26,636 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 2:37:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0865, loss: 0.0865 +2023-12-29 21:55:51,993 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 2:37:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0937, loss: 0.0937 +2023-12-29 21:56:17,613 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 2:36:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0929, loss: 0.0929 +2023-12-29 21:56:42,815 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 2:36:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0899, loss: 0.0899 +2023-12-29 21:57:07,818 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 2:36:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0834, loss: 0.0834 +2023-12-29 21:57:33,442 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 2:35:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9962, loss_cls: 0.0970, loss: 0.0970 +2023-12-29 21:57:59,168 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 2:35:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0942, loss: 0.0942 +2023-12-29 21:58:24,428 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 2:34:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0762, loss: 0.0762 +2023-12-29 21:58:50,161 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 2:34:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0799, loss: 0.0799 +2023-12-29 21:59:15,635 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 2:33:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0826, loss: 0.0826 +2023-12-29 21:59:41,280 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 2:33:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0945, loss: 0.0945 +2023-12-29 21:59:52,714 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-29 22:03:42,749 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 22:03:43,434 - pyskl - INFO - +top1_acc 0.8702 +top5_acc 0.9765 +2023-12-29 22:03:43,459 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8702, top5_acc: 0.9765 +2023-12-29 22:04:40,414 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 2:32:51, time: 0.569, data_time: 0.314, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0876, loss: 0.0876 +2023-12-29 22:05:05,727 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 2:32:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0862, loss: 0.0862 +2023-12-29 22:05:30,766 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 2:31:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0820, loss: 0.0820 +2023-12-29 22:05:56,094 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 2:31:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0822, loss: 0.0822 +2023-12-29 22:06:21,367 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 2:31:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0780, loss: 0.0780 +2023-12-29 22:06:46,639 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 2:30:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.1020, loss: 0.1020 +2023-12-29 22:07:12,095 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 2:30:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0853, loss: 0.0853 +2023-12-29 22:07:37,594 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 2:29:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.1003, loss: 0.1003 +2023-12-29 22:08:02,820 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 2:29:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0776, loss: 0.0776 +2023-12-29 22:08:27,972 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 2:28:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0896, loss: 0.0896 +2023-12-29 22:08:52,992 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 2:28:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0987, loss: 0.0987 +2023-12-29 22:09:18,605 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 2:28:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0868, loss: 0.0868 +2023-12-29 22:09:43,916 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 2:27:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0979, loss: 0.0979 +2023-12-29 22:10:09,229 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 2:27:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0931, loss: 0.0931 +2023-12-29 22:10:34,342 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 2:26:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1030, loss: 0.1030 +2023-12-29 22:10:59,498 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 2:26:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 0.0881, loss: 0.0881 +2023-12-29 22:11:24,569 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 2:25:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0908, loss: 0.0908 +2023-12-29 22:11:50,054 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 2:25:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0788, loss: 0.0788 +2023-12-29 22:12:15,262 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 2:25:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.1036, loss: 0.1036 +2023-12-29 22:12:40,380 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 2:24:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0870, loss: 0.0870 +2023-12-29 22:13:05,694 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 2:24:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9969, loss_cls: 0.1085, loss: 0.1085 +2023-12-29 22:13:30,741 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 2:23:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0713, loss: 0.0713 +2023-12-29 22:13:55,729 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 2:23:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 0.0938, loss: 0.0938 +2023-12-29 22:14:21,250 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 2:22:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0789, loss: 0.0789 +2023-12-29 22:14:46,539 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 2:22:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0892, loss: 0.0892 +2023-12-29 22:15:11,693 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 2:22:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0882, loss: 0.0882 +2023-12-29 22:15:36,890 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 2:21:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9969, loss_cls: 0.1081, loss: 0.1081 +2023-12-29 22:16:02,092 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 2:21:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.1078, loss: 0.1078 +2023-12-29 22:16:27,251 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 2:20:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0804, loss: 0.0804 +2023-12-29 22:16:52,336 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 2:20:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0836, loss: 0.0836 +2023-12-29 22:17:17,508 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 2:19:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0781, loss: 0.0781 +2023-12-29 22:17:42,597 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 2:19:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0805, loss: 0.0805 +2023-12-29 22:18:07,909 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 2:19:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 +2023-12-29 22:18:32,918 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 2:18:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.1057, loss: 0.1057 +2023-12-29 22:18:58,019 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 2:18:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0869, loss: 0.0869 +2023-12-29 22:19:23,021 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 2:17:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0743, loss: 0.0743 +2023-12-29 22:19:48,133 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 2:17:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.0953, loss: 0.0953 +2023-12-29 22:20:13,383 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 2:16:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0911, loss: 0.0911 +2023-12-29 22:20:38,937 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 2:16:24, time: 0.256, data_time: 0.001, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0911, loss: 0.0911 +2023-12-29 22:20:50,106 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-29 22:24:40,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 22:24:41,124 - pyskl - INFO - +top1_acc 0.8751 +top5_acc 0.9778 +2023-12-29 22:24:41,129 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_140.pth was removed +2023-12-29 22:24:41,346 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2023-12-29 22:24:41,348 - pyskl - INFO - Best top1_acc is 0.8751 at 142 epoch. +2023-12-29 22:24:41,370 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8751, top5_acc: 0.9778 +2023-12-29 22:25:37,087 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 2:15:49, time: 0.557, data_time: 0.305, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0964, loss: 0.0964 +2023-12-29 22:26:03,319 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 2:15:23, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0894, loss: 0.0894 +2023-12-29 22:26:29,924 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 2:14:57, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0914, loss: 0.0914 +2023-12-29 22:26:56,771 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 2:14:31, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0787, loss: 0.0787 +2023-12-29 22:27:23,585 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 2:14:05, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0889, loss: 0.0889 +2023-12-29 22:27:49,488 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 2:13:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0841, loss: 0.0841 +2023-12-29 22:28:15,274 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 2:13:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0906, loss: 0.0906 +2023-12-29 22:28:40,523 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 2:12:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0891, loss: 0.0891 +2023-12-29 22:29:05,850 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 2:12:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0862, loss: 0.0862 +2023-12-29 22:29:31,105 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 2:11:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0694, loss: 0.0694 +2023-12-29 22:29:56,209 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 2:11:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0977, loss: 0.0977 +2023-12-29 22:30:21,309 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 2:11:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0909, loss: 0.0909 +2023-12-29 22:30:46,341 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 2:10:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9950, loss_cls: 0.0983, loss: 0.0983 +2023-12-29 22:31:11,622 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 2:10:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9969, loss_cls: 0.1076, loss: 0.1076 +2023-12-29 22:31:36,742 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 2:09:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0897, loss: 0.0897 +2023-12-29 22:32:02,011 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 2:09:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0773, loss: 0.0773 +2023-12-29 22:32:27,347 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 2:08:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0824, loss: 0.0824 +2023-12-29 22:32:52,613 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 2:08:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0747, loss: 0.0747 +2023-12-29 22:33:17,900 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 2:08:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0885, loss: 0.0885 +2023-12-29 22:33:43,109 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 2:07:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.1076, loss: 0.1076 +2023-12-29 22:34:08,334 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 2:07:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0994, loss: 0.0994 +2023-12-29 22:34:33,765 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 2:06:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0752, loss: 0.0752 +2023-12-29 22:34:58,816 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 2:06:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0934, loss: 0.0934 +2023-12-29 22:35:23,942 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 2:05:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0867, loss: 0.0867 +2023-12-29 22:35:49,425 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 2:05:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 0.0969, loss: 0.0969 +2023-12-29 22:36:14,655 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 2:05:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0844, loss: 0.0844 +2023-12-29 22:36:39,812 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 2:04:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0999, loss: 0.0999 +2023-12-29 22:37:04,856 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 2:04:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0857, loss: 0.0857 +2023-12-29 22:37:29,780 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 2:03:42, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0923, loss: 0.0923 +2023-12-29 22:37:54,716 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 2:03:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 0.0829, loss: 0.0829 +2023-12-29 22:38:19,674 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 2:02:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9969, loss_cls: 0.0837, loss: 0.0837 +2023-12-29 22:38:44,603 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 2:02:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9956, loss_cls: 0.0910, loss: 0.0910 +2023-12-29 22:39:09,532 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 2:01:58, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0786, loss: 0.0786 +2023-12-29 22:39:34,457 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 2:01:32, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0970, loss: 0.0970 +2023-12-29 22:39:59,379 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 2:01:06, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9962, loss_cls: 0.1011, loss: 0.1011 +2023-12-29 22:40:24,286 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 2:00:40, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0912, loss: 0.0912 +2023-12-29 22:40:49,216 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 2:00:14, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0902, loss: 0.0902 +2023-12-29 22:41:14,161 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 1:59:48, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 0.0935, loss: 0.0935 +2023-12-29 22:41:39,440 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 1:59:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0799, loss: 0.0799 +2023-12-29 22:41:50,635 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-29 22:45:41,097 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 22:45:41,683 - pyskl - INFO - +top1_acc 0.8732 +top5_acc 0.9777 +2023-12-29 22:45:41,705 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8732, top5_acc: 0.9777 +2023-12-29 22:46:37,052 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 1:58:47, time: 0.553, data_time: 0.299, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0769, loss: 0.0769 +2023-12-29 22:47:02,813 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 1:58:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0870, loss: 0.0870 +2023-12-29 22:47:29,018 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 1:57:55, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 0.0871, loss: 0.0871 +2023-12-29 22:47:54,678 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 1:57:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0914, loss: 0.0914 +2023-12-29 22:48:19,748 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 1:57:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0806, loss: 0.0806 +2023-12-29 22:48:44,951 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 1:56:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0888, loss: 0.0888 +2023-12-29 22:49:10,638 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 1:56:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0802, loss: 0.0802 +2023-12-29 22:49:35,815 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 1:55:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0817, loss: 0.0817 +2023-12-29 22:50:00,861 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 1:55:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0840, loss: 0.0840 +2023-12-29 22:50:26,955 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 1:54:53, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0909, loss: 0.0909 +2023-12-29 22:50:52,390 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 1:54:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0968, loss: 0.0968 +2023-12-29 22:51:17,934 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 1:54:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9962, loss_cls: 0.1022, loss: 0.1022 +2023-12-29 22:51:43,206 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 1:53:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0963, loss: 0.0963 +2023-12-29 22:52:08,525 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 1:53:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0779, loss: 0.0779 +2023-12-29 22:52:33,675 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 1:52:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 0.0950, loss: 0.0950 +2023-12-29 22:52:58,737 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 1:52:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0696, loss: 0.0696 +2023-12-29 22:53:23,906 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 1:51:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 0.0779, loss: 0.0779 +2023-12-29 22:53:49,062 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 1:51:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0816, loss: 0.0816 +2023-12-29 22:54:14,227 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 1:50:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.0918, loss: 0.0918 +2023-12-29 22:54:39,364 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 1:50:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0890, loss: 0.0890 +2023-12-29 22:55:04,737 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 1:50:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0851, loss: 0.0851 +2023-12-29 22:55:30,200 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 1:49:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0834, loss: 0.0834 +2023-12-29 22:55:55,317 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 1:49:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.0830, loss: 0.0830 +2023-12-29 22:56:20,640 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 1:48:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0828, loss: 0.0828 +2023-12-29 22:56:46,276 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 1:48:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0649, loss: 0.0649 +2023-12-29 22:57:11,950 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 1:47:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0825, loss: 0.0825 +2023-12-29 22:57:37,353 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 1:47:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0905, loss: 0.0905 +2023-12-29 22:58:02,477 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 1:47:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9969, loss_cls: 0.1024, loss: 0.1024 +2023-12-29 22:58:27,532 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 1:46:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0812, loss: 0.0812 +2023-12-29 22:58:52,612 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 1:46:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0843, loss: 0.0843 +2023-12-29 22:59:17,724 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 1:45:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0870, loss: 0.0870 +2023-12-29 22:59:42,839 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 1:45:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0793, loss: 0.0793 +2023-12-29 23:00:07,934 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 1:44:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0990, loss: 0.0990 +2023-12-29 23:00:33,092 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 1:44:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0866, loss: 0.0866 +2023-12-29 23:00:58,056 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 1:44:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 0.0977, loss: 0.0977 +2023-12-29 23:01:23,146 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 1:43:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0977, loss: 0.0977 +2023-12-29 23:01:48,398 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 1:43:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0915, loss: 0.0915 +2023-12-29 23:02:13,463 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 1:42:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0783, loss: 0.0783 +2023-12-29 23:02:38,723 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 1:42:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0673, loss: 0.0673 +2023-12-29 23:02:50,020 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-29 23:06:39,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 23:06:40,486 - pyskl - INFO - +top1_acc 0.8743 +top5_acc 0.9773 +2023-12-29 23:06:40,512 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8743, top5_acc: 0.9773 +2023-12-29 23:07:37,351 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 1:41:45, time: 0.568, data_time: 0.314, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0838, loss: 0.0838 +2023-12-29 23:08:02,824 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 1:41:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9969, loss_cls: 0.1035, loss: 0.1035 +2023-12-29 23:08:28,372 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 1:40:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0748, loss: 0.0748 +2023-12-29 23:08:54,052 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 1:40:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0937, loss: 0.0937 +2023-12-29 23:09:19,725 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 1:40:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0708, loss: 0.0708 +2023-12-29 23:09:45,124 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 1:39:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 0.0895, loss: 0.0895 +2023-12-29 23:10:10,545 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 1:39:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0782, loss: 0.0782 +2023-12-29 23:10:36,049 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 1:38:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0789, loss: 0.0789 +2023-12-29 23:11:01,526 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 1:38:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0832, loss: 0.0832 +2023-12-29 23:11:26,798 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 1:37:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0756, loss: 0.0756 +2023-12-29 23:11:52,588 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 1:37:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0829, loss: 0.0829 +2023-12-29 23:12:17,840 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 1:36:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0729, loss: 0.0729 +2023-12-29 23:12:43,550 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 1:36:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0871, loss: 0.0871 +2023-12-29 23:13:09,106 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 1:36:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0863, loss: 0.0863 +2023-12-29 23:13:34,178 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 1:35:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0823, loss: 0.0823 +2023-12-29 23:13:59,410 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 1:35:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9981, loss_cls: 0.0705, loss: 0.0705 +2023-12-29 23:14:24,827 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 1:34:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0875, loss: 0.0875 +2023-12-29 23:14:49,928 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 1:34:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0774, loss: 0.0774 +2023-12-29 23:15:15,102 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 1:33:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 0.0881, loss: 0.0881 +2023-12-29 23:15:40,154 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 1:33:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0856, loss: 0.0856 +2023-12-29 23:16:05,165 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 1:33:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0867, loss: 0.0867 +2023-12-29 23:16:30,586 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 1:32:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0830, loss: 0.0830 +2023-12-29 23:16:56,373 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 1:32:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0774, loss: 0.0774 +2023-12-29 23:17:21,732 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 1:31:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0830, loss: 0.0830 +2023-12-29 23:17:46,874 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 1:31:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9962, loss_cls: 0.1030, loss: 0.1030 +2023-12-29 23:18:11,906 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 1:30:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.0740, loss: 0.0740 +2023-12-29 23:18:36,960 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 1:30:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0758, loss: 0.0758 +2023-12-29 23:19:02,001 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 1:30:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0821, loss: 0.0821 +2023-12-29 23:19:27,027 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 1:29:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 +2023-12-29 23:19:52,194 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 1:29:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0779, loss: 0.0779 +2023-12-29 23:20:17,141 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 1:28:46, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 0.0733, loss: 0.0733 +2023-12-29 23:20:42,092 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 1:28:20, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0820, loss: 0.0820 +2023-12-29 23:21:07,167 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 1:27:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0837, loss: 0.0837 +2023-12-29 23:21:32,358 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 1:27:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.0949, loss: 0.0949 +2023-12-29 23:21:57,678 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 1:27:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9969, loss_cls: 0.0896, loss: 0.0896 +2023-12-29 23:22:22,950 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 1:26:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0792, loss: 0.0792 +2023-12-29 23:22:48,260 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 1:26:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.0987, loss: 0.0987 +2023-12-29 23:23:13,340 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 1:25:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0822, loss: 0.0822 +2023-12-29 23:23:38,484 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 1:25:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0778, loss: 0.0778 +2023-12-29 23:23:49,574 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-29 23:27:40,149 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 23:27:40,764 - pyskl - INFO - +top1_acc 0.8727 +top5_acc 0.9778 +2023-12-29 23:27:40,787 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8727, top5_acc: 0.9778 +2023-12-29 23:28:36,631 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 1:24:43, time: 0.558, data_time: 0.307, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0820, loss: 0.0820 +2023-12-29 23:29:01,902 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 1:24:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0840, loss: 0.0840 +2023-12-29 23:29:27,495 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 1:23:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0805, loss: 0.0805 +2023-12-29 23:29:53,594 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 1:23:25, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 0.0890, loss: 0.0890 +2023-12-29 23:30:18,963 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 1:22:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0731, loss: 0.0731 +2023-12-29 23:30:44,600 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 1:22:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 0.0919, loss: 0.0919 +2023-12-29 23:31:10,209 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 1:22:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0818, loss: 0.0818 +2023-12-29 23:31:35,303 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 1:21:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 0.0894, loss: 0.0894 +2023-12-29 23:32:00,494 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 1:21:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0931, loss: 0.0931 +2023-12-29 23:32:25,466 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 1:20:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0716, loss: 0.0716 +2023-12-29 23:32:50,444 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 1:20:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0724, loss: 0.0724 +2023-12-29 23:33:15,936 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 1:19:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0707, loss: 0.0707 +2023-12-29 23:33:41,038 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 1:19:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 0.0835, loss: 0.0835 +2023-12-29 23:34:06,242 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 1:19:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0780, loss: 0.0780 +2023-12-29 23:34:31,359 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 1:18:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0799, loss: 0.0799 +2023-12-29 23:34:56,471 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 1:18:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0881, loss: 0.0881 +2023-12-29 23:35:21,587 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 1:17:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 +2023-12-29 23:35:46,697 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 1:17:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0924, loss: 0.0924 +2023-12-29 23:36:11,870 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 1:16:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0830, loss: 0.0830 +2023-12-29 23:36:37,095 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 1:16:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0808, loss: 0.0808 +2023-12-29 23:37:02,193 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 1:16:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0692, loss: 0.0692 +2023-12-29 23:37:27,577 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 1:15:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0736, loss: 0.0736 +2023-12-29 23:37:52,824 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 1:15:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0797, loss: 0.0797 +2023-12-29 23:38:18,327 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 1:14:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0744, loss: 0.0744 +2023-12-29 23:38:43,444 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 1:14:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0753, loss: 0.0753 +2023-12-29 23:39:08,493 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 1:13:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0885, loss: 0.0885 +2023-12-29 23:39:33,564 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 1:13:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0763, loss: 0.0763 +2023-12-29 23:39:58,603 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 1:13:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 0.0866, loss: 0.0866 +2023-12-29 23:40:23,772 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 1:12:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0745, loss: 0.0745 +2023-12-29 23:40:49,122 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 1:12:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0762, loss: 0.0762 +2023-12-29 23:41:14,527 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 1:11:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9969, loss_cls: 0.0867, loss: 0.0867 +2023-12-29 23:41:39,618 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 1:11:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0800, loss: 0.0800 +2023-12-29 23:42:04,703 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 1:10:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0783, loss: 0.0783 +2023-12-29 23:42:29,740 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 1:10:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0838, loss: 0.0838 +2023-12-29 23:42:54,833 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 1:10:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0806, loss: 0.0806 +2023-12-29 23:43:19,943 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 1:09:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0729, loss: 0.0729 +2023-12-29 23:43:45,067 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:09:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0840, loss: 0.0840 +2023-12-29 23:44:10,145 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:08:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0854, loss: 0.0854 +2023-12-29 23:44:35,308 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:08:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0752, loss: 0.0752 +2023-12-29 23:44:46,484 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-29 23:48:35,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 23:48:36,345 - pyskl - INFO - +top1_acc 0.8743 +top5_acc 0.9778 +2023-12-29 23:48:36,368 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8743, top5_acc: 0.9778 +2023-12-29 23:49:32,961 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 1:07:41, time: 0.566, data_time: 0.309, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0893, loss: 0.0893 +2023-12-29 23:49:58,152 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 1:07:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0729, loss: 0.0729 +2023-12-29 23:50:23,799 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 1:06:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0763, loss: 0.0763 +2023-12-29 23:50:49,897 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 1:06:23, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0934, loss: 0.0934 +2023-12-29 23:51:16,072 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 1:05:57, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0858, loss: 0.0858 +2023-12-29 23:51:41,484 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 1:05:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9962, loss_cls: 0.0894, loss: 0.0894 +2023-12-29 23:52:07,085 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 1:05:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9969, loss_cls: 0.0899, loss: 0.0899 +2023-12-29 23:52:32,939 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 1:04:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0811, loss: 0.0811 +2023-12-29 23:52:58,481 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 1:04:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0693, loss: 0.0693 +2023-12-29 23:53:23,599 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 1:03:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0915, loss: 0.0915 +2023-12-29 23:53:49,685 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 1:03:21, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0839, loss: 0.0839 +2023-12-29 23:54:15,336 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 1:02:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0761, loss: 0.0761 +2023-12-29 23:54:41,344 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 1:02:29, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0893, loss: 0.0893 +2023-12-29 23:55:06,614 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 1:02:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0849, loss: 0.0849 +2023-12-29 23:55:31,856 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 1:01:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 +2023-12-29 23:55:57,147 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 1:01:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0877, loss: 0.0877 +2023-12-29 23:56:22,249 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 1:00:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0712, loss: 0.0712 +2023-12-29 23:56:47,278 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 1:00:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0848, loss: 0.0848 +2023-12-29 23:57:12,371 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 0:59:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0674, loss: 0.0674 +2023-12-29 23:57:37,401 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 0:59:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0872, loss: 0.0872 +2023-12-29 23:58:02,452 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 0:59:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0726, loss: 0.0726 +2023-12-29 23:58:27,637 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 0:58:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0635, loss: 0.0635 +2023-12-29 23:58:52,717 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 0:58:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0936, loss: 0.0936 +2023-12-29 23:59:17,811 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 0:57:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0702, loss: 0.0702 +2023-12-29 23:59:42,941 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 0:57:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0668, loss: 0.0668 +2023-12-30 00:00:08,090 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 0:56:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0868, loss: 0.0868 +2023-12-30 00:00:33,381 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 0:56:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0841, loss: 0.0841 +2023-12-30 00:00:58,443 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 0:56:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0787, loss: 0.0787 +2023-12-30 00:01:23,488 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 0:55:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0727, loss: 0.0727 +2023-12-30 00:01:48,509 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 0:55:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0805, loss: 0.0805 +2023-12-30 00:02:13,581 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 0:54:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0789, loss: 0.0789 +2023-12-30 00:02:38,621 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 0:54:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0839, loss: 0.0839 +2023-12-30 00:03:03,639 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 0:53:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0751, loss: 0.0751 +2023-12-30 00:03:29,854 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 0:53:24, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0848, loss: 0.0848 +2023-12-30 00:03:56,226 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 0:52:58, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0749, loss: 0.0749 +2023-12-30 00:04:22,229 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 0:52:33, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0764, loss: 0.0764 +2023-12-30 00:04:48,231 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 0:52:07, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0890, loss: 0.0890 +2023-12-30 00:05:13,442 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 0:51:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0757, loss: 0.0757 +2023-12-30 00:05:39,015 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 0:51:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0826, loss: 0.0826 +2023-12-30 00:05:50,000 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-30 00:09:38,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 00:09:39,512 - pyskl - INFO - +top1_acc 0.8736 +top5_acc 0.9774 +2023-12-30 00:09:39,534 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8736, top5_acc: 0.9774 +2023-12-30 00:10:35,836 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 0:50:39, time: 0.563, data_time: 0.307, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 +2023-12-30 00:11:00,815 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 0:50:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 +2023-12-30 00:11:25,846 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 0:49:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0767, loss: 0.0767 +2023-12-30 00:11:51,149 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 0:49:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0887, loss: 0.0887 +2023-12-30 00:12:16,442 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 0:48:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0854, loss: 0.0854 +2023-12-30 00:12:41,908 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 0:48:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0869, loss: 0.0869 +2023-12-30 00:13:07,212 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 0:48:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0876, loss: 0.0876 +2023-12-30 00:13:32,652 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 0:47:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0864, loss: 0.0864 +2023-12-30 00:13:58,124 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 0:47:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0818, loss: 0.0818 +2023-12-30 00:14:24,295 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 0:46:45, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0785, loss: 0.0785 +2023-12-30 00:14:49,661 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 0:46:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0911, loss: 0.0911 +2023-12-30 00:15:15,216 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 0:45:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0797, loss: 0.0797 +2023-12-30 00:15:40,617 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 0:45:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 0.0785, loss: 0.0785 +2023-12-30 00:16:06,166 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 0:45:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0833, loss: 0.0833 +2023-12-30 00:16:31,812 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 0:44:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0942, loss: 0.0942 +2023-12-30 00:16:57,072 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 0:44:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 0.0772, loss: 0.0772 +2023-12-30 00:17:22,090 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 0:43:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 +2023-12-30 00:17:47,529 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 0:43:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 0.0957, loss: 0.0957 +2023-12-30 00:18:13,497 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 0:42:52, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0627, loss: 0.0627 +2023-12-30 00:18:38,864 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 0:42:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0950, loss: 0.0950 +2023-12-30 00:19:04,159 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 0:42:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0811, loss: 0.0811 +2023-12-30 00:19:29,841 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 0:41:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0722, loss: 0.0722 +2023-12-30 00:19:54,896 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 0:41:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 +2023-12-30 00:20:19,837 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 0:40:42, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0789, loss: 0.0789 +2023-12-30 00:20:44,783 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 0:40:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0663, loss: 0.0663 +2023-12-30 00:21:09,737 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 0:39:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 +2023-12-30 00:21:34,683 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 0:39:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0865, loss: 0.0865 +2023-12-30 00:21:59,629 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 0:38:58, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0727, loss: 0.0727 +2023-12-30 00:22:24,594 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 0:38:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2023-12-30 00:22:50,115 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 0:38:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0731, loss: 0.0731 +2023-12-30 00:23:15,482 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 0:37:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 0.0748, loss: 0.0748 +2023-12-30 00:23:40,606 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 0:37:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0895, loss: 0.0895 +2023-12-30 00:24:05,771 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 0:36:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0893, loss: 0.0893 +2023-12-30 00:24:31,057 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 0:36:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0828, loss: 0.0828 +2023-12-30 00:24:56,522 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 0:35:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0756, loss: 0.0756 +2023-12-30 00:25:21,985 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 0:35:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0773, loss: 0.0773 +2023-12-30 00:25:47,460 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 0:35:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0719, loss: 0.0719 +2023-12-30 00:26:12,551 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:34:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0766, loss: 0.0766 +2023-12-30 00:26:37,816 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:34:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 0.0627, loss: 0.0627 +2023-12-30 00:26:48,750 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-30 00:30:38,849 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 00:30:39,381 - pyskl - INFO - +top1_acc 0.8748 +top5_acc 0.9781 +2023-12-30 00:30:39,405 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8748, top5_acc: 0.9781 +2023-12-30 00:31:36,003 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:33:37, time: 0.566, data_time: 0.312, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0806, loss: 0.0806 +2023-12-30 00:32:01,524 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:33:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0773, loss: 0.0773 +2023-12-30 00:32:26,906 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:32:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0724, loss: 0.0724 +2023-12-30 00:32:52,327 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:32:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0834, loss: 0.0834 +2023-12-30 00:33:17,695 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:31:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0787, loss: 0.0787 +2023-12-30 00:33:43,013 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:31:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0874, loss: 0.0874 +2023-12-30 00:34:08,545 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:31:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0794, loss: 0.0794 +2023-12-30 00:34:34,010 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:30:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0827, loss: 0.0827 +2023-12-30 00:34:59,630 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:30:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 +2023-12-30 00:35:25,426 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:29:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0682, loss: 0.0682 +2023-12-30 00:35:51,074 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:29:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0904, loss: 0.0904 +2023-12-30 00:36:16,443 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:28:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 0.0800, loss: 0.0800 +2023-12-30 00:36:41,837 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:28:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0862, loss: 0.0862 +2023-12-30 00:37:07,184 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:28:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0762, loss: 0.0762 +2023-12-30 00:37:32,453 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:27:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0778, loss: 0.0778 +2023-12-30 00:37:58,003 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:27:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0806, loss: 0.0806 +2023-12-30 00:38:23,362 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:26:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0804, loss: 0.0804 +2023-12-30 00:38:49,248 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:26:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0766, loss: 0.0766 +2023-12-30 00:39:15,703 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:25:50, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0811, loss: 0.0811 +2023-12-30 00:39:42,187 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:25:24, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0834, loss: 0.0834 +2023-12-30 00:40:08,663 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:24:58, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0722, loss: 0.0722 +2023-12-30 00:40:35,162 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:24:32, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0734, loss: 0.0734 +2023-12-30 00:41:01,628 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:24:06, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0821, loss: 0.0821 +2023-12-30 00:41:28,142 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:23:41, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0778, loss: 0.0778 +2023-12-30 00:41:54,657 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:23:15, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0743, loss: 0.0743 +2023-12-30 00:42:21,180 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:22:49, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0781, loss: 0.0781 +2023-12-30 00:42:47,683 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:22:23, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0713, loss: 0.0713 +2023-12-30 00:43:14,197 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:21:57, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0750, loss: 0.0750 +2023-12-30 00:43:39,822 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:21:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0745, loss: 0.0745 +2023-12-30 00:44:04,945 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:21:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0903, loss: 0.0903 +2023-12-30 00:44:30,199 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:20:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0698, loss: 0.0698 +2023-12-30 00:44:55,273 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:20:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0819, loss: 0.0819 +2023-12-30 00:45:20,380 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:19:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 0.0818, loss: 0.0818 +2023-12-30 00:45:45,459 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:19:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0770, loss: 0.0770 +2023-12-30 00:46:10,554 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:18:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0812, loss: 0.0812 +2023-12-30 00:46:35,939 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:18:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0723, loss: 0.0723 +2023-12-30 00:47:01,103 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:18:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0778, loss: 0.0778 +2023-12-30 00:47:26,474 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:17:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9962, loss_cls: 0.0802, loss: 0.0802 +2023-12-30 00:47:52,120 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:17:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0798, loss: 0.0798 +2023-12-30 00:48:03,059 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-30 00:51:52,890 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 00:51:53,639 - pyskl - INFO - +top1_acc 0.8730 +top5_acc 0.9785 +2023-12-30 00:51:53,670 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8730, top5_acc: 0.9785 +2023-12-30 00:52:51,097 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:16:35, time: 0.574, data_time: 0.320, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 0.0846, loss: 0.0846 +2023-12-30 00:53:16,636 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:16:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0811, loss: 0.0811 +2023-12-30 00:53:41,726 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:15:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0772, loss: 0.0772 +2023-12-30 00:54:06,926 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:15:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0759, loss: 0.0759 +2023-12-30 00:54:32,191 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:14:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0744, loss: 0.0744 +2023-12-30 00:54:57,422 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:14:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0874, loss: 0.0874 +2023-12-30 00:55:23,165 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:14:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0781, loss: 0.0781 +2023-12-30 00:55:49,177 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:13:34, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0840, loss: 0.0840 +2023-12-30 00:56:14,827 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:13:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0864, loss: 0.0864 +2023-12-30 00:56:39,854 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:12:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0783, loss: 0.0783 +2023-12-30 00:57:05,043 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:12:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0755, loss: 0.0755 +2023-12-30 00:57:30,622 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:11:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0692, loss: 0.0692 +2023-12-30 00:57:56,083 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:11:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0854, loss: 0.0854 +2023-12-30 00:58:21,811 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:10:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0798, loss: 0.0798 +2023-12-30 00:58:47,525 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:10:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0901, loss: 0.0901 +2023-12-30 00:59:13,464 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:10:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0714, loss: 0.0714 +2023-12-30 00:59:38,913 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:09:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0893, loss: 0.0893 +2023-12-30 01:00:04,011 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:09:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0715, loss: 0.0715 +2023-12-30 01:00:29,478 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:08:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0763, loss: 0.0763 +2023-12-30 01:00:55,847 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:08:23, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 0.0968, loss: 0.0968 +2023-12-30 01:01:21,890 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:07:57, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9975, loss_cls: 0.0701, loss: 0.0701 +2023-12-30 01:01:46,917 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:07:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0647, loss: 0.0647 +2023-12-30 01:02:11,872 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:07:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0666, loss: 0.0666 +2023-12-30 01:02:36,784 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:06:39, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0823, loss: 0.0823 +2023-12-30 01:03:01,682 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:06:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0727, loss: 0.0727 +2023-12-30 01:03:26,596 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:05:47, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0786, loss: 0.0786 +2023-12-30 01:03:51,525 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:05:21, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0816, loss: 0.0816 +2023-12-30 01:04:16,501 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:04:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0772, loss: 0.0772 +2023-12-30 01:04:42,017 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:04:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0725, loss: 0.0725 +2023-12-30 01:05:08,390 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:04:03, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0778, loss: 0.0778 +2023-12-30 01:05:33,634 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:03:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0754, loss: 0.0754 +2023-12-30 01:05:59,448 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:03:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0781, loss: 0.0781 +2023-12-30 01:06:26,007 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:02:45, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0799, loss: 0.0799 +2023-12-30 01:06:51,440 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:02:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0769, loss: 0.0769 +2023-12-30 01:07:16,555 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:01:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0980, loss: 0.0980 +2023-12-30 01:07:41,568 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:01:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9969, loss_cls: 0.0908, loss: 0.0908 +2023-12-30 01:08:06,567 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:01:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0867, loss: 0.0867 +2023-12-30 01:08:31,691 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:00:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0693, loss: 0.0693 +2023-12-30 01:08:56,997 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0764, loss: 0.0764 +2023-12-30 01:09:07,951 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-30 01:12:58,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 01:12:59,367 - pyskl - INFO - +top1_acc 0.8735 +top5_acc 0.9784 +2023-12-30 01:12:59,389 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8735, top5_acc: 0.9784 +2023-12-30 01:13:14,567 - pyskl - INFO - 50919 videos remain after valid thresholding +2023-12-30 01:48:00,866 - pyskl - INFO - Testing results of the last checkpoint +2023-12-30 01:48:00,866 - pyskl - INFO - top1_acc: 0.8769 +2023-12-30 01:48:00,866 - pyskl - INFO - top5_acc: 0.9790 +2023-12-30 01:48:00,867 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xsub/k_2/best_top1_acc_epoch_142.pth +2023-12-30 02:23:10,298 - pyskl - INFO - Testing results of the best checkpoint +2023-12-30 02:23:10,299 - pyskl - INFO - top1_acc: 0.8781 +2023-12-30 02:23:10,299 - pyskl - INFO - top5_acc: 0.9789