diff --git "a/ntu120_xsub/bm/20231228_223220.log" "b/ntu120_xsub/bm/20231228_223220.log" new file mode 100644--- /dev/null +++ "b/ntu120_xsub/bm/20231228_223220.log" @@ -0,0 +1,7050 @@ +2023-12-28 22:32:20,466 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2023-12-28 22:32:20,758 - pyskl - INFO - Config: modality = 'bm' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu120_xsub/bm' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_1', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_3', num_classes=120, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['bm']), + 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=['bm']), + 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=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['bm']), + 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) + +2023-12-28 22:32:20,759 - pyskl - INFO - Set random seed to 480044591, deterministic: False +2023-12-28 22:32:29,854 - pyskl - INFO - 63026 videos remain after valid thresholding +2023-12-28 22:32:42,097 - pyskl - INFO - 50919 videos remain after valid thresholding +2023-12-28 22:32:42,155 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm +2023-12-28 22:32:42,156 - 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 + -------------------- +2023-12-28 22:32:42,156 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-28 22:32:42,156 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm by HardDiskBackend. +2023-12-28 22:33:29,353 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 3 days, 5:27:37, time: 0.472, data_time: 0.236, memory: 6499, top1_acc: 0.0238, top5_acc: 0.0906, loss_cls: 7.7196, loss: 7.7196 +2023-12-28 22:33:52,041 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 2 days, 9:20:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.0288, top5_acc: 0.1481, loss_cls: 7.3954, loss: 7.3954 +2023-12-28 22:34:14,747 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 2 days, 2:38:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.0462, top5_acc: 0.1694, loss_cls: 7.3507, loss: 7.3507 +2023-12-28 22:34:37,536 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 1 day, 23:19:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.0344, top5_acc: 0.1688, loss_cls: 7.5630, loss: 7.5630 +2023-12-28 22:35:00,232 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 1 day, 21:17:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.0450, top5_acc: 0.2031, loss_cls: 7.5086, loss: 7.5086 +2023-12-28 22:35:22,879 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 1 day, 19:55:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.0494, top5_acc: 0.1988, loss_cls: 7.3680, loss: 7.3680 +2023-12-28 22:35:45,581 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 1 day, 18:57:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.0537, top5_acc: 0.2225, loss_cls: 7.0043, loss: 7.0043 +2023-12-28 22:36:08,395 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 1 day, 18:15:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.0600, top5_acc: 0.2169, loss_cls: 7.0294, loss: 7.0294 +2023-12-28 22:36:31,083 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 1 day, 17:41:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.0600, top5_acc: 0.2275, loss_cls: 7.1652, loss: 7.1652 +2023-12-28 22:36:53,690 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 1 day, 17:13:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.0587, top5_acc: 0.2544, loss_cls: 7.7696, loss: 7.7696 +2023-12-28 22:37:16,268 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 1 day, 16:49:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.0931, top5_acc: 0.2913, loss_cls: 8.4349, loss: 8.4349 +2023-12-28 22:37:38,818 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 1 day, 16:30:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.0744, top5_acc: 0.2606, loss_cls: 7.9391, loss: 7.9391 +2023-12-28 22:38:01,377 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 1 day, 16:13:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.0794, top5_acc: 0.3069, loss_cls: 7.6639, loss: 7.6639 +2023-12-28 22:38:23,938 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 1 day, 15:58:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.0887, top5_acc: 0.3187, loss_cls: 7.4908, loss: 7.4908 +2023-12-28 22:38:46,595 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 1 day, 15:46:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.1150, top5_acc: 0.3525, loss_cls: 7.6538, loss: 7.6538 +2023-12-28 22:39:09,227 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 1 day, 15:36:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.0969, top5_acc: 0.3325, loss_cls: 7.3436, loss: 7.3436 +2023-12-28 22:39:32,001 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 1 day, 15:27:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.1194, top5_acc: 0.3850, loss_cls: 6.8040, loss: 6.8040 +2023-12-28 22:39:54,710 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 1 day, 15:19:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.1006, top5_acc: 0.3613, loss_cls: 7.0181, loss: 7.0181 +2023-12-28 22:40:17,321 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 1 day, 15:12:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1037, top5_acc: 0.3656, loss_cls: 6.8666, loss: 6.8666 +2023-12-28 22:40:39,882 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 1 day, 15:04:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1169, top5_acc: 0.3850, loss_cls: 6.7550, loss: 6.7550 +2023-12-28 22:41:02,523 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 1 day, 14:58:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1263, top5_acc: 0.3931, loss_cls: 6.6136, loss: 6.6136 +2023-12-28 22:41:25,121 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 1 day, 14:52:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1187, top5_acc: 0.4156, loss_cls: 6.6064, loss: 6.6064 +2023-12-28 22:41:47,717 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 1 day, 14:47:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1462, top5_acc: 0.4300, loss_cls: 6.3816, loss: 6.3816 +2023-12-28 22:42:10,324 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 1 day, 14:42:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1338, top5_acc: 0.4494, loss_cls: 6.1139, loss: 6.1139 +2023-12-28 22:42:32,931 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 1 day, 14:37:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1744, top5_acc: 0.4750, loss_cls: 5.9818, loss: 5.9818 +2023-12-28 22:42:55,445 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 1 day, 14:33:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.1569, top5_acc: 0.4781, loss_cls: 5.8987, loss: 5.8987 +2023-12-28 22:43:17,952 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 1 day, 14:28:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.1631, top5_acc: 0.4644, loss_cls: 5.8243, loss: 5.8243 +2023-12-28 22:43:40,552 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 1 day, 14:25:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1737, top5_acc: 0.5031, loss_cls: 5.6178, loss: 5.6178 +2023-12-28 22:44:03,185 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 1 day, 14:21:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1606, top5_acc: 0.4925, loss_cls: 5.6300, loss: 5.6300 +2023-12-28 22:44:25,837 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 1 day, 14:18:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.1994, top5_acc: 0.5238, loss_cls: 5.3965, loss: 5.3965 +2023-12-28 22:44:48,460 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 1 day, 14:15:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1944, top5_acc: 0.5463, loss_cls: 5.3448, loss: 5.3448 +2023-12-28 22:45:11,104 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 1 day, 14:12:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.2094, top5_acc: 0.5619, loss_cls: 5.1687, loss: 5.1687 +2023-12-28 22:45:33,640 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 1 day, 14:09:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.2094, top5_acc: 0.5544, loss_cls: 5.1408, loss: 5.1408 +2023-12-28 22:45:56,246 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 1 day, 14:07:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.2244, top5_acc: 0.5637, loss_cls: 5.0557, loss: 5.0557 +2023-12-28 22:46:18,906 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 1 day, 14:04:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.2013, top5_acc: 0.5437, loss_cls: 5.1408, loss: 5.1408 +2023-12-28 22:46:41,530 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 1 day, 14:02:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.2450, top5_acc: 0.5975, loss_cls: 4.8281, loss: 4.8281 +2023-12-28 22:47:04,122 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 1 day, 14:00:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.2313, top5_acc: 0.5837, loss_cls: 4.8752, loss: 4.8752 +2023-12-28 22:47:26,708 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 1 day, 13:58:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.2356, top5_acc: 0.5787, loss_cls: 4.7935, loss: 4.7935 +2023-12-28 22:47:49,305 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 1 day, 13:55:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.2375, top5_acc: 0.5919, loss_cls: 4.8133, loss: 4.8133 +2023-12-28 22:47:58,842 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-28 22:51:33,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 22:51:34,412 - pyskl - INFO - +top1_acc 0.1177 +top5_acc 0.3661 +2023-12-28 22:51:34,556 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-28 22:51:34,558 - pyskl - INFO - Best top1_acc is 0.1177 at 1 epoch. +2023-12-28 22:51:34,577 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.1177, top5_acc: 0.3661 +2023-12-28 22:52:19,050 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 1 day, 14:24:14, time: 0.445, data_time: 0.219, memory: 6499, top1_acc: 0.2687, top5_acc: 0.6050, loss_cls: 4.6503, loss: 4.6503 +2023-12-28 22:52:41,683 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 1 day, 14:21:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.2806, top5_acc: 0.6250, loss_cls: 4.5028, loss: 4.5028 +2023-12-28 22:53:04,240 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 1 day, 14:19:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.2806, top5_acc: 0.6288, loss_cls: 4.3954, loss: 4.3954 +2023-12-28 22:53:26,878 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 1 day, 14:16:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.2906, top5_acc: 0.6525, loss_cls: 4.3325, loss: 4.3325 +2023-12-28 22:53:49,482 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 1 day, 14:14:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3013, top5_acc: 0.6837, loss_cls: 4.2033, loss: 4.2033 +2023-12-28 22:54:12,046 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 1 day, 14:11:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3144, top5_acc: 0.6781, loss_cls: 4.0906, loss: 4.0906 +2023-12-28 22:54:34,615 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 1 day, 14:09:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3175, top5_acc: 0.6806, loss_cls: 4.1248, loss: 4.1248 +2023-12-28 22:54:57,206 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 1 day, 14:07:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3262, top5_acc: 0.6744, loss_cls: 4.0899, loss: 4.0899 +2023-12-28 22:55:19,814 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 1 day, 14:05:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3287, top5_acc: 0.7075, loss_cls: 3.9973, loss: 3.9973 +2023-12-28 22:55:42,430 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 1 day, 14:03:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3212, top5_acc: 0.6869, loss_cls: 4.0449, loss: 4.0449 +2023-12-28 22:56:05,035 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 1 day, 14:01:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3444, top5_acc: 0.6825, loss_cls: 3.9838, loss: 3.9838 +2023-12-28 22:56:27,675 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 1 day, 14:00:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3394, top5_acc: 0.7037, loss_cls: 3.9030, loss: 3.9030 +2023-12-28 22:56:50,380 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 1 day, 13:58:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.3469, top5_acc: 0.6975, loss_cls: 3.9302, loss: 3.9302 +2023-12-28 22:57:13,195 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 1 day, 13:57:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3431, top5_acc: 0.7075, loss_cls: 3.9070, loss: 3.9070 +2023-12-28 22:57:35,902 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 1 day, 13:55:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.3281, top5_acc: 0.7087, loss_cls: 3.8827, loss: 3.8827 +2023-12-28 22:57:58,610 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 1 day, 13:54:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.3738, top5_acc: 0.7394, loss_cls: 3.6614, loss: 3.6614 +2023-12-28 22:58:21,289 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 1 day, 13:52:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.3569, top5_acc: 0.7338, loss_cls: 3.7646, loss: 3.7646 +2023-12-28 22:58:44,022 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 1 day, 13:51:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.3750, top5_acc: 0.7312, loss_cls: 3.6875, loss: 3.6875 +2023-12-28 22:59:06,786 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 1 day, 13:50:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3750, top5_acc: 0.7250, loss_cls: 3.6995, loss: 3.6995 +2023-12-28 22:59:29,455 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 1 day, 13:48:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.3900, top5_acc: 0.7569, loss_cls: 3.5970, loss: 3.5970 +2023-12-28 22:59:52,083 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 1 day, 13:47:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4012, top5_acc: 0.7531, loss_cls: 3.5352, loss: 3.5352 +2023-12-28 23:00:14,754 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 1 day, 13:45:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.3956, top5_acc: 0.7706, loss_cls: 3.4869, loss: 3.4869 +2023-12-28 23:00:37,461 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 1 day, 13:44:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.3800, top5_acc: 0.7562, loss_cls: 3.5774, loss: 3.5774 +2023-12-28 23:01:00,498 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 1 day, 13:43:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.3831, top5_acc: 0.7512, loss_cls: 3.6075, loss: 3.6075 +2023-12-28 23:01:23,353 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 1 day, 13:43:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.3850, top5_acc: 0.7625, loss_cls: 3.5572, loss: 3.5572 +2023-12-28 23:01:46,084 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 1 day, 13:41:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4056, top5_acc: 0.7712, loss_cls: 3.4068, loss: 3.4068 +2023-12-28 23:02:08,812 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 1 day, 13:40:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4250, top5_acc: 0.7894, loss_cls: 3.3595, loss: 3.3595 +2023-12-28 23:02:31,563 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 1 day, 13:39:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4131, top5_acc: 0.7750, loss_cls: 3.4189, loss: 3.4189 +2023-12-28 23:02:54,428 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 1 day, 13:38:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4050, top5_acc: 0.7906, loss_cls: 3.3394, loss: 3.3394 +2023-12-28 23:03:17,121 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 1 day, 13:37:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4325, top5_acc: 0.7869, loss_cls: 3.2892, loss: 3.2892 +2023-12-28 23:03:39,883 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 1 day, 13:36:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4487, top5_acc: 0.7850, loss_cls: 3.2612, loss: 3.2612 +2023-12-28 23:04:02,679 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 1 day, 13:35:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4469, top5_acc: 0.7969, loss_cls: 3.2124, loss: 3.2124 +2023-12-28 23:04:25,527 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 1 day, 13:35:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4506, top5_acc: 0.8063, loss_cls: 3.1615, loss: 3.1615 +2023-12-28 23:04:48,305 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 1 day, 13:34:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4425, top5_acc: 0.8063, loss_cls: 3.2192, loss: 3.2192 +2023-12-28 23:05:11,087 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 1 day, 13:33:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4500, top5_acc: 0.8037, loss_cls: 3.1747, loss: 3.1747 +2023-12-28 23:05:33,947 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 1 day, 13:32:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4425, top5_acc: 0.7887, loss_cls: 3.2928, loss: 3.2928 +2023-12-28 23:05:56,747 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 1 day, 13:31:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4688, top5_acc: 0.8144, loss_cls: 3.1517, loss: 3.1517 +2023-12-28 23:06:19,648 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 1 day, 13:30:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4644, top5_acc: 0.8187, loss_cls: 3.1329, loss: 3.1329 +2023-12-28 23:06:42,406 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 1 day, 13:29:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4562, top5_acc: 0.8025, loss_cls: 3.1791, loss: 3.1791 +2023-12-28 23:06:51,889 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-28 23:10:26,427 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 23:10:26,947 - pyskl - INFO - +top1_acc 0.3206 +top5_acc 0.6590 +2023-12-28 23:10:26,951 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_1.pth was removed +2023-12-28 23:10:27,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-28 23:10:27,086 - pyskl - INFO - Best top1_acc is 0.3206 at 2 epoch. +2023-12-28 23:10:27,104 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.3206, top5_acc: 0.6590 +2023-12-28 23:11:11,494 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 1 day, 13:44:01, time: 0.444, data_time: 0.218, memory: 6499, top1_acc: 0.4481, top5_acc: 0.8150, loss_cls: 3.0790, loss: 3.0790 +2023-12-28 23:11:34,151 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 1 day, 13:42:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4600, top5_acc: 0.8125, loss_cls: 3.0661, loss: 3.0661 +2023-12-28 23:11:56,827 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 1 day, 13:41:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4888, top5_acc: 0.8281, loss_cls: 3.0336, loss: 3.0336 +2023-12-28 23:12:19,514 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 1 day, 13:40:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4913, top5_acc: 0.8106, loss_cls: 2.9921, loss: 2.9921 +2023-12-28 23:12:42,066 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 1 day, 13:39:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4969, top5_acc: 0.8250, loss_cls: 2.9968, loss: 2.9968 +2023-12-28 23:13:04,633 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 1 day, 13:38:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4775, top5_acc: 0.8106, loss_cls: 3.0155, loss: 3.0155 +2023-12-28 23:13:27,230 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 1 day, 13:37:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4881, top5_acc: 0.8200, loss_cls: 2.9731, loss: 2.9731 +2023-12-28 23:13:49,829 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 1 day, 13:35:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4881, top5_acc: 0.8106, loss_cls: 3.0264, loss: 3.0264 +2023-12-28 23:14:12,431 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 1 day, 13:34:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4931, top5_acc: 0.8431, loss_cls: 2.8458, loss: 2.8458 +2023-12-28 23:14:35,123 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 1 day, 13:33:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4875, top5_acc: 0.8206, loss_cls: 3.0533, loss: 3.0533 +2023-12-28 23:14:57,746 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 1 day, 13:32:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5375, top5_acc: 0.8469, loss_cls: 2.8349, loss: 2.8349 +2023-12-28 23:15:20,372 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 1 day, 13:31:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4919, top5_acc: 0.8313, loss_cls: 2.9605, loss: 2.9605 +2023-12-28 23:15:43,105 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 1 day, 13:30:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5044, top5_acc: 0.8381, loss_cls: 2.8931, loss: 2.8931 +2023-12-28 23:16:05,842 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 1 day, 13:30:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5356, top5_acc: 0.8525, loss_cls: 2.7473, loss: 2.7473 +2023-12-28 23:16:28,419 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 1 day, 13:28:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5012, top5_acc: 0.8237, loss_cls: 2.9398, loss: 2.9398 +2023-12-28 23:16:50,988 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 1 day, 13:27:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5006, top5_acc: 0.8375, loss_cls: 2.8965, loss: 2.8965 +2023-12-28 23:17:13,605 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 1 day, 13:26:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5050, top5_acc: 0.8413, loss_cls: 2.8042, loss: 2.8042 +2023-12-28 23:17:36,242 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 1 day, 13:26:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5206, top5_acc: 0.8413, loss_cls: 2.8321, loss: 2.8321 +2023-12-28 23:17:58,921 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 1 day, 13:25:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5125, top5_acc: 0.8500, loss_cls: 2.7948, loss: 2.7948 +2023-12-28 23:18:21,577 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 1 day, 13:24:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5050, top5_acc: 0.8300, loss_cls: 2.9094, loss: 2.9094 +2023-12-28 23:18:44,216 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 1 day, 13:23:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4963, top5_acc: 0.8400, loss_cls: 2.8356, loss: 2.8356 +2023-12-28 23:19:06,759 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 1 day, 13:22:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5244, top5_acc: 0.8612, loss_cls: 2.6794, loss: 2.6794 +2023-12-28 23:19:29,332 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 1 day, 13:21:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5169, top5_acc: 0.8644, loss_cls: 2.7260, loss: 2.7260 +2023-12-28 23:19:51,930 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 1 day, 13:20:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5069, top5_acc: 0.8294, loss_cls: 2.8731, loss: 2.8731 +2023-12-28 23:20:14,499 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 1 day, 13:19:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5400, top5_acc: 0.8638, loss_cls: 2.6260, loss: 2.6260 +2023-12-28 23:20:37,078 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 1 day, 13:18:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5281, top5_acc: 0.8612, loss_cls: 2.7494, loss: 2.7494 +2023-12-28 23:20:59,654 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 1 day, 13:17:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5356, top5_acc: 0.8494, loss_cls: 2.7363, loss: 2.7363 +2023-12-28 23:21:22,259 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 1 day, 13:16:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5363, top5_acc: 0.8600, loss_cls: 2.6837, loss: 2.6837 +2023-12-28 23:21:44,903 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 1 day, 13:16:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5244, top5_acc: 0.8400, loss_cls: 2.7803, loss: 2.7803 +2023-12-28 23:22:07,715 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 1 day, 13:15:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5138, top5_acc: 0.8475, loss_cls: 2.7721, loss: 2.7721 +2023-12-28 23:22:30,479 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 1 day, 13:14:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5400, top5_acc: 0.8494, loss_cls: 2.6654, loss: 2.6654 +2023-12-28 23:22:53,245 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 1 day, 13:14:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5419, top5_acc: 0.8644, loss_cls: 2.6389, loss: 2.6389 +2023-12-28 23:23:15,876 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 1 day, 13:13:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5450, top5_acc: 0.8656, loss_cls: 2.6407, loss: 2.6407 +2023-12-28 23:23:38,560 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 1 day, 13:12:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5587, top5_acc: 0.8594, loss_cls: 2.6112, loss: 2.6112 +2023-12-28 23:24:01,167 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 1 day, 13:11:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5387, top5_acc: 0.8475, loss_cls: 2.6952, loss: 2.6952 +2023-12-28 23:24:23,779 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 1 day, 13:10:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5550, top5_acc: 0.8600, loss_cls: 2.6380, loss: 2.6380 +2023-12-28 23:24:46,407 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 1 day, 13:10:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5138, top5_acc: 0.8431, loss_cls: 2.7645, loss: 2.7645 +2023-12-28 23:25:09,037 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 1 day, 13:09:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5475, top5_acc: 0.8375, loss_cls: 2.7041, loss: 2.7041 +2023-12-28 23:25:31,593 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 1 day, 13:08:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5706, top5_acc: 0.8750, loss_cls: 2.5129, loss: 2.5129 +2023-12-28 23:25:40,994 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-28 23:29:15,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 23:29:16,424 - pyskl - INFO - +top1_acc 0.4994 +top5_acc 0.8213 +2023-12-28 23:29:16,429 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_2.pth was removed +2023-12-28 23:29:16,565 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-28 23:29:16,567 - pyskl - INFO - Best top1_acc is 0.4994 at 3 epoch. +2023-12-28 23:29:16,587 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.4994, top5_acc: 0.8213 +2023-12-28 23:30:01,527 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 1 day, 13:18:12, time: 0.449, data_time: 0.224, memory: 6499, top1_acc: 0.5625, top5_acc: 0.8831, loss_cls: 2.5263, loss: 2.5263 +2023-12-28 23:30:24,077 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 1 day, 13:17:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5844, top5_acc: 0.8788, loss_cls: 2.4636, loss: 2.4636 +2023-12-28 23:30:46,749 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 1 day, 13:16:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5625, top5_acc: 0.8756, loss_cls: 2.5729, loss: 2.5729 +2023-12-28 23:31:09,433 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 1 day, 13:15:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5581, top5_acc: 0.8669, loss_cls: 2.5298, loss: 2.5298 +2023-12-28 23:31:32,132 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 1 day, 13:14:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5737, top5_acc: 0.8644, loss_cls: 2.5499, loss: 2.5499 +2023-12-28 23:31:54,828 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 1 day, 13:14:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5556, top5_acc: 0.8888, loss_cls: 2.4727, loss: 2.4727 +2023-12-28 23:32:17,472 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 1 day, 13:13:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5637, top5_acc: 0.8788, loss_cls: 2.5249, loss: 2.5249 +2023-12-28 23:32:40,109 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 1 day, 13:12:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5644, top5_acc: 0.8625, loss_cls: 2.5443, loss: 2.5443 +2023-12-28 23:33:02,790 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 1 day, 13:11:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5563, top5_acc: 0.8681, loss_cls: 2.5119, loss: 2.5119 +2023-12-28 23:33:25,549 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 1 day, 13:11:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5606, top5_acc: 0.8756, loss_cls: 2.5059, loss: 2.5059 +2023-12-28 23:33:48,185 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 1 day, 13:10:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5881, top5_acc: 0.8712, loss_cls: 2.4526, loss: 2.4526 +2023-12-28 23:34:10,800 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 1 day, 13:09:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5719, top5_acc: 0.8662, loss_cls: 2.5141, loss: 2.5141 +2023-12-28 23:34:33,410 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 1 day, 13:08:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5387, top5_acc: 0.8719, loss_cls: 2.6638, loss: 2.6638 +2023-12-28 23:34:56,082 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 1 day, 13:08:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5794, top5_acc: 0.8706, loss_cls: 2.4488, loss: 2.4488 +2023-12-28 23:35:18,740 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 1 day, 13:07:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5644, top5_acc: 0.8631, loss_cls: 2.5064, loss: 2.5064 +2023-12-28 23:35:41,502 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 1 day, 13:06:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5663, top5_acc: 0.8731, loss_cls: 2.4677, loss: 2.4677 +2023-12-28 23:36:04,223 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 1 day, 13:06:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5875, top5_acc: 0.8706, loss_cls: 2.4897, loss: 2.4897 +2023-12-28 23:36:26,915 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 1 day, 13:05:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5950, top5_acc: 0.8800, loss_cls: 2.4432, loss: 2.4432 +2023-12-28 23:36:49,565 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 1 day, 13:04:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5644, top5_acc: 0.8675, loss_cls: 2.5789, loss: 2.5789 +2023-12-28 23:37:12,209 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 1 day, 13:03:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5863, top5_acc: 0.8681, loss_cls: 2.5290, loss: 2.5290 +2023-12-28 23:37:34,801 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 1 day, 13:03:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5975, top5_acc: 0.8731, loss_cls: 2.4031, loss: 2.4031 +2023-12-28 23:37:57,424 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 1 day, 13:02:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5656, top5_acc: 0.8681, loss_cls: 2.5310, loss: 2.5310 +2023-12-28 23:38:20,158 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 1 day, 13:01:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5731, top5_acc: 0.8719, loss_cls: 2.4923, loss: 2.4923 +2023-12-28 23:38:42,838 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 1 day, 13:01:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5850, top5_acc: 0.8844, loss_cls: 2.4060, loss: 2.4060 +2023-12-28 23:39:05,494 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 1 day, 13:00:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5944, top5_acc: 0.8788, loss_cls: 2.4673, loss: 2.4673 +2023-12-28 23:39:28,188 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 1 day, 12:59:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5869, top5_acc: 0.8744, loss_cls: 2.4324, loss: 2.4324 +2023-12-28 23:39:50,799 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 1 day, 12:59:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5794, top5_acc: 0.8825, loss_cls: 2.4274, loss: 2.4274 +2023-12-28 23:40:13,547 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 1 day, 12:58:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5994, top5_acc: 0.8738, loss_cls: 2.4039, loss: 2.4039 +2023-12-28 23:40:36,405 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 1 day, 12:57:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5681, top5_acc: 0.8681, loss_cls: 2.5082, loss: 2.5082 +2023-12-28 23:40:59,111 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 1 day, 12:57:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5988, top5_acc: 0.8762, loss_cls: 2.4186, loss: 2.4186 +2023-12-28 23:41:21,811 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 1 day, 12:56:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5950, top5_acc: 0.8856, loss_cls: 2.3569, loss: 2.3569 +2023-12-28 23:41:44,457 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 1 day, 12:55:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5919, top5_acc: 0.8831, loss_cls: 2.4037, loss: 2.4037 +2023-12-28 23:42:07,131 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 1 day, 12:55:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5787, top5_acc: 0.8700, loss_cls: 2.4331, loss: 2.4331 +2023-12-28 23:42:29,786 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 1 day, 12:54:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5694, top5_acc: 0.8650, loss_cls: 2.4932, loss: 2.4932 +2023-12-28 23:42:52,433 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 1 day, 12:54:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6019, top5_acc: 0.8738, loss_cls: 2.3725, loss: 2.3725 +2023-12-28 23:43:15,082 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 1 day, 12:53:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5606, top5_acc: 0.8594, loss_cls: 2.5265, loss: 2.5265 +2023-12-28 23:43:37,751 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 1 day, 12:52:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5663, top5_acc: 0.8650, loss_cls: 2.4900, loss: 2.4900 +2023-12-28 23:44:00,460 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 1 day, 12:52:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5950, top5_acc: 0.8944, loss_cls: 2.3224, loss: 2.3224 +2023-12-28 23:44:23,177 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 1 day, 12:51:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6069, top5_acc: 0.9012, loss_cls: 2.2821, loss: 2.2821 +2023-12-28 23:44:32,630 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-28 23:48:08,148 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 23:48:08,645 - pyskl - INFO - +top1_acc 0.5043 +top5_acc 0.8220 +2023-12-28 23:48:08,649 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_3.pth was removed +2023-12-28 23:48:08,797 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-28 23:48:08,799 - pyskl - INFO - Best top1_acc is 0.5043 at 4 epoch. +2023-12-28 23:48:08,826 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.5043, top5_acc: 0.8220 +2023-12-28 23:48:53,146 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 1 day, 12:58:16, time: 0.443, data_time: 0.218, memory: 6499, top1_acc: 0.6025, top5_acc: 0.8838, loss_cls: 2.3235, loss: 2.3235 +2023-12-28 23:49:15,790 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 1 day, 12:57:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6044, top5_acc: 0.8881, loss_cls: 2.3457, loss: 2.3457 +2023-12-28 23:49:38,478 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 1 day, 12:56:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5988, top5_acc: 0.8788, loss_cls: 2.3479, loss: 2.3479 +2023-12-28 23:50:01,191 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 1 day, 12:56:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6256, top5_acc: 0.8950, loss_cls: 2.2563, loss: 2.2563 +2023-12-28 23:50:23,909 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 1 day, 12:55:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6125, top5_acc: 0.8919, loss_cls: 2.2572, loss: 2.2572 +2023-12-28 23:50:46,633 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 1 day, 12:55:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6019, top5_acc: 0.8819, loss_cls: 2.3385, loss: 2.3385 +2023-12-28 23:51:09,396 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 1 day, 12:54:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5837, top5_acc: 0.8819, loss_cls: 2.3479, loss: 2.3479 +2023-12-28 23:51:31,971 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 1 day, 12:53:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5925, top5_acc: 0.8906, loss_cls: 2.3260, loss: 2.3260 +2023-12-28 23:51:54,555 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 1 day, 12:53:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5819, top5_acc: 0.8838, loss_cls: 2.4079, loss: 2.4079 +2023-12-28 23:52:17,209 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 1 day, 12:52:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6000, top5_acc: 0.8912, loss_cls: 2.2654, loss: 2.2654 +2023-12-28 23:52:39,870 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 1 day, 12:51:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5650, top5_acc: 0.8756, loss_cls: 2.4268, loss: 2.4268 +2023-12-28 23:53:02,534 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 1 day, 12:51:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5981, top5_acc: 0.8700, loss_cls: 2.4240, loss: 2.4240 +2023-12-28 23:53:25,140 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 1 day, 12:50:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6000, top5_acc: 0.8725, loss_cls: 2.3722, loss: 2.3722 +2023-12-28 23:53:47,745 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 1 day, 12:49:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6194, top5_acc: 0.8856, loss_cls: 2.2839, loss: 2.2839 +2023-12-28 23:54:10,383 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 1 day, 12:49:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5975, top5_acc: 0.8775, loss_cls: 2.3400, loss: 2.3400 +2023-12-28 23:54:33,103 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 1 day, 12:48:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5969, top5_acc: 0.8894, loss_cls: 2.3580, loss: 2.3580 +2023-12-28 23:54:55,778 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 1 day, 12:47:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5881, top5_acc: 0.8838, loss_cls: 2.3735, loss: 2.3735 +2023-12-28 23:55:18,408 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 1 day, 12:47:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5719, top5_acc: 0.8844, loss_cls: 2.3973, loss: 2.3973 +2023-12-28 23:55:40,998 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 1 day, 12:46:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5981, top5_acc: 0.8919, loss_cls: 2.2413, loss: 2.2413 +2023-12-28 23:56:03,659 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 1 day, 12:46:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5975, top5_acc: 0.8975, loss_cls: 2.2682, loss: 2.2682 +2023-12-28 23:56:26,429 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 1 day, 12:45:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5956, top5_acc: 0.8700, loss_cls: 2.3653, loss: 2.3653 +2023-12-28 23:56:49,224 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 1 day, 12:44:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5900, top5_acc: 0.8781, loss_cls: 2.3279, loss: 2.3279 +2023-12-28 23:57:11,937 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 1 day, 12:44:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5969, top5_acc: 0.8731, loss_cls: 2.3455, loss: 2.3455 +2023-12-28 23:57:34,688 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 1 day, 12:43:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6162, top5_acc: 0.9019, loss_cls: 2.2384, loss: 2.2384 +2023-12-28 23:57:57,257 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 1 day, 12:43:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6144, top5_acc: 0.8950, loss_cls: 2.2101, loss: 2.2101 +2023-12-28 23:58:19,801 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 1 day, 12:42:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6144, top5_acc: 0.8906, loss_cls: 2.2550, loss: 2.2550 +2023-12-28 23:58:42,435 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 1 day, 12:41:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6075, top5_acc: 0.8988, loss_cls: 2.2173, loss: 2.2173 +2023-12-28 23:59:05,113 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 1 day, 12:41:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6275, top5_acc: 0.8925, loss_cls: 2.2341, loss: 2.2341 +2023-12-28 23:59:27,766 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 1 day, 12:40:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6212, top5_acc: 0.8825, loss_cls: 2.3148, loss: 2.3148 +2023-12-28 23:59:50,412 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 1 day, 12:40:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5813, top5_acc: 0.8738, loss_cls: 2.3829, loss: 2.3829 +2023-12-29 00:00:13,077 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 1 day, 12:39:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5975, top5_acc: 0.8831, loss_cls: 2.3681, loss: 2.3681 +2023-12-29 00:00:35,839 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 1 day, 12:38:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6056, top5_acc: 0.8775, loss_cls: 2.2943, loss: 2.2943 +2023-12-29 00:00:58,772 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 1 day, 12:38:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6144, top5_acc: 0.8881, loss_cls: 2.2322, loss: 2.2322 +2023-12-29 00:01:21,484 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 1 day, 12:37:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6256, top5_acc: 0.9012, loss_cls: 2.2627, loss: 2.2627 +2023-12-29 00:01:44,191 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 1 day, 12:37:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5737, top5_acc: 0.8775, loss_cls: 2.4181, loss: 2.4181 +2023-12-29 00:02:06,927 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 1 day, 12:36:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6331, top5_acc: 0.8962, loss_cls: 2.1517, loss: 2.1517 +2023-12-29 00:02:29,588 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 1 day, 12:36:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5906, top5_acc: 0.8925, loss_cls: 2.2849, loss: 2.2849 +2023-12-29 00:02:52,210 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 1 day, 12:35:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6275, top5_acc: 0.8925, loss_cls: 2.1504, loss: 2.1504 +2023-12-29 00:03:14,788 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 1 day, 12:35:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6075, top5_acc: 0.8869, loss_cls: 2.3364, loss: 2.3364 +2023-12-29 00:03:24,214 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-29 00:06:58,804 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 00:06:59,322 - pyskl - INFO - +top1_acc 0.5696 +top5_acc 0.8792 +2023-12-29 00:06:59,326 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_4.pth was removed +2023-12-29 00:06:59,463 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-29 00:06:59,465 - pyskl - INFO - Best top1_acc is 0.5696 at 5 epoch. +2023-12-29 00:06:59,485 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5696, top5_acc: 0.8792 +2023-12-29 00:07:43,878 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 1 day, 12:40:18, time: 0.444, data_time: 0.218, memory: 6499, top1_acc: 0.6400, top5_acc: 0.8950, loss_cls: 2.1789, loss: 2.1789 +2023-12-29 00:08:06,425 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 1 day, 12:39:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6250, top5_acc: 0.8875, loss_cls: 2.2501, loss: 2.2501 +2023-12-29 00:08:29,014 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 1 day, 12:39:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6331, top5_acc: 0.9019, loss_cls: 2.1670, loss: 2.1670 +2023-12-29 00:08:51,608 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 1 day, 12:38:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6150, top5_acc: 0.8919, loss_cls: 2.2141, loss: 2.2141 +2023-12-29 00:09:14,190 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 1 day, 12:37:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6150, top5_acc: 0.8950, loss_cls: 2.2189, loss: 2.2189 +2023-12-29 00:09:36,808 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 1 day, 12:37:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6281, top5_acc: 0.8925, loss_cls: 2.2134, loss: 2.2134 +2023-12-29 00:09:59,465 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 1 day, 12:36:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6206, top5_acc: 0.8944, loss_cls: 2.2087, loss: 2.2087 +2023-12-29 00:10:22,164 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 1 day, 12:35:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6238, top5_acc: 0.8925, loss_cls: 2.1565, loss: 2.1565 +2023-12-29 00:10:44,866 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 1 day, 12:35:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6156, top5_acc: 0.8994, loss_cls: 2.2034, loss: 2.2034 +2023-12-29 00:11:07,400 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 1 day, 12:34:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6175, top5_acc: 0.8956, loss_cls: 2.2090, loss: 2.2090 +2023-12-29 00:11:29,954 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 1 day, 12:34:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6056, top5_acc: 0.8881, loss_cls: 2.2363, loss: 2.2363 +2023-12-29 00:11:52,525 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 1 day, 12:33:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6262, top5_acc: 0.8950, loss_cls: 2.1757, loss: 2.1757 +2023-12-29 00:12:15,022 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 1 day, 12:32:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6156, top5_acc: 0.8950, loss_cls: 2.1942, loss: 2.1942 +2023-12-29 00:12:37,517 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 1 day, 12:32:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6338, top5_acc: 0.8962, loss_cls: 2.1304, loss: 2.1304 +2023-12-29 00:13:00,035 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 1 day, 12:31:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6112, top5_acc: 0.9006, loss_cls: 2.1871, loss: 2.1871 +2023-12-29 00:13:22,592 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 1 day, 12:30:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6156, top5_acc: 0.8812, loss_cls: 2.2437, loss: 2.2437 +2023-12-29 00:13:45,170 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 1 day, 12:30:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6406, top5_acc: 0.8969, loss_cls: 2.1609, loss: 2.1609 +2023-12-29 00:14:07,777 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 1 day, 12:29:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6306, top5_acc: 0.9025, loss_cls: 2.0860, loss: 2.0860 +2023-12-29 00:14:30,419 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 1 day, 12:29:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6106, top5_acc: 0.8981, loss_cls: 2.1729, loss: 2.1729 +2023-12-29 00:14:53,001 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 1 day, 12:28:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6206, top5_acc: 0.8806, loss_cls: 2.2121, loss: 2.2121 +2023-12-29 00:15:15,610 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 1 day, 12:28:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6419, top5_acc: 0.9038, loss_cls: 2.0721, loss: 2.0721 +2023-12-29 00:15:38,199 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 1 day, 12:27:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6550, top5_acc: 0.9069, loss_cls: 2.0996, loss: 2.0996 +2023-12-29 00:16:00,808 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 1 day, 12:26:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6369, top5_acc: 0.8975, loss_cls: 2.1502, loss: 2.1502 +2023-12-29 00:16:23,437 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 1 day, 12:26:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6350, top5_acc: 0.9006, loss_cls: 2.0489, loss: 2.0489 +2023-12-29 00:16:46,014 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 1 day, 12:25:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6331, top5_acc: 0.9137, loss_cls: 2.0589, loss: 2.0589 +2023-12-29 00:17:08,563 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 1 day, 12:25:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6094, top5_acc: 0.8950, loss_cls: 2.1898, loss: 2.1898 +2023-12-29 00:17:31,125 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 1 day, 12:24:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6094, top5_acc: 0.8900, loss_cls: 2.2181, loss: 2.2181 +2023-12-29 00:17:53,688 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 1 day, 12:23:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6181, top5_acc: 0.9056, loss_cls: 2.1670, loss: 2.1670 +2023-12-29 00:18:16,211 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 1 day, 12:23:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6244, top5_acc: 0.8906, loss_cls: 2.1911, loss: 2.1911 +2023-12-29 00:18:38,805 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 1 day, 12:22:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6238, top5_acc: 0.8862, loss_cls: 2.2455, loss: 2.2455 +2023-12-29 00:19:01,361 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 1 day, 12:22:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6000, top5_acc: 0.8925, loss_cls: 2.2406, loss: 2.2406 +2023-12-29 00:19:23,959 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 1 day, 12:21:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6362, top5_acc: 0.8869, loss_cls: 2.2281, loss: 2.2281 +2023-12-29 00:19:46,553 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 1 day, 12:21:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6244, top5_acc: 0.8931, loss_cls: 2.2604, loss: 2.2604 +2023-12-29 00:20:09,266 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 1 day, 12:20:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6362, top5_acc: 0.9000, loss_cls: 2.1612, loss: 2.1612 +2023-12-29 00:20:31,900 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 1 day, 12:19:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6294, top5_acc: 0.9031, loss_cls: 2.1012, loss: 2.1012 +2023-12-29 00:20:54,443 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 1 day, 12:19:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6312, top5_acc: 0.8988, loss_cls: 2.1546, loss: 2.1546 +2023-12-29 00:21:16,994 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 1 day, 12:18:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6262, top5_acc: 0.9019, loss_cls: 2.1438, loss: 2.1438 +2023-12-29 00:21:39,551 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 1 day, 12:18:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6219, top5_acc: 0.8844, loss_cls: 2.2424, loss: 2.2424 +2023-12-29 00:22:02,118 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 1 day, 12:17:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6369, top5_acc: 0.9081, loss_cls: 2.0946, loss: 2.0946 +2023-12-29 00:22:11,549 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-29 00:25:46,218 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 00:25:46,739 - pyskl - INFO - +top1_acc 0.5217 +top5_acc 0.8408 +2023-12-29 00:25:46,761 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.5217, top5_acc: 0.8408 +2023-12-29 00:26:31,483 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 1 day, 12:22:03, time: 0.447, data_time: 0.219, memory: 6499, top1_acc: 0.6444, top5_acc: 0.9056, loss_cls: 2.0387, loss: 2.0387 +2023-12-29 00:26:54,144 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 1 day, 12:21:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6331, top5_acc: 0.9000, loss_cls: 2.1264, loss: 2.1264 +2023-12-29 00:27:16,765 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 1 day, 12:20:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6338, top5_acc: 0.9019, loss_cls: 2.1222, loss: 2.1222 +2023-12-29 00:27:39,441 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 1 day, 12:20:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6262, top5_acc: 0.8950, loss_cls: 2.1195, loss: 2.1195 +2023-12-29 00:28:02,112 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 1 day, 12:19:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6331, top5_acc: 0.9056, loss_cls: 2.1429, loss: 2.1429 +2023-12-29 00:28:24,793 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 1 day, 12:19:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6194, top5_acc: 0.9050, loss_cls: 2.1299, loss: 2.1299 +2023-12-29 00:28:47,697 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 1 day, 12:18:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6338, top5_acc: 0.8944, loss_cls: 2.1366, loss: 2.1366 +2023-12-29 00:29:10,404 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 1 day, 12:18:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6256, top5_acc: 0.9019, loss_cls: 2.1576, loss: 2.1576 +2023-12-29 00:29:33,042 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 1 day, 12:17:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6231, top5_acc: 0.8962, loss_cls: 2.1277, loss: 2.1277 +2023-12-29 00:29:55,677 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 1 day, 12:17:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6456, top5_acc: 0.9056, loss_cls: 2.0866, loss: 2.0866 +2023-12-29 00:30:18,330 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 1 day, 12:16:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6419, top5_acc: 0.9094, loss_cls: 2.0689, loss: 2.0689 +2023-12-29 00:30:40,938 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 1 day, 12:16:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6069, top5_acc: 0.8975, loss_cls: 2.2045, loss: 2.2045 +2023-12-29 00:31:03,508 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 1 day, 12:15:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6425, top5_acc: 0.9006, loss_cls: 2.0935, loss: 2.0935 +2023-12-29 00:31:26,066 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 1 day, 12:15:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6269, top5_acc: 0.8919, loss_cls: 2.1473, loss: 2.1473 +2023-12-29 00:31:48,612 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 1 day, 12:14:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6431, top5_acc: 0.9194, loss_cls: 2.0260, loss: 2.0260 +2023-12-29 00:32:11,153 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 1 day, 12:13:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6256, top5_acc: 0.8994, loss_cls: 2.1265, loss: 2.1265 +2023-12-29 00:32:33,697 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 1 day, 12:13:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6294, top5_acc: 0.8969, loss_cls: 2.1298, loss: 2.1298 +2023-12-29 00:32:56,391 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 1 day, 12:12:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6350, top5_acc: 0.8931, loss_cls: 2.1243, loss: 2.1243 +2023-12-29 00:33:19,247 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 1 day, 12:12:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.9106, loss_cls: 2.0483, loss: 2.0483 +2023-12-29 00:33:42,087 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 1 day, 12:11:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6262, top5_acc: 0.9012, loss_cls: 2.1308, loss: 2.1308 +2023-12-29 00:34:04,963 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 1 day, 12:11:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9125, loss_cls: 1.9680, loss: 1.9680 +2023-12-29 00:34:27,613 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 1 day, 12:10:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6475, top5_acc: 0.8988, loss_cls: 2.0545, loss: 2.0545 +2023-12-29 00:34:50,276 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 1 day, 12:10:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6244, top5_acc: 0.8994, loss_cls: 2.1610, loss: 2.1610 +2023-12-29 00:35:13,070 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 1 day, 12:09:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6175, top5_acc: 0.8975, loss_cls: 2.1614, loss: 2.1614 +2023-12-29 00:35:35,809 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 1 day, 12:09:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6362, top5_acc: 0.8931, loss_cls: 2.1212, loss: 2.1212 +2023-12-29 00:35:58,459 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 1 day, 12:08:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6244, top5_acc: 0.9075, loss_cls: 2.0986, loss: 2.0986 +2023-12-29 00:36:21,161 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 1 day, 12:08:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6338, top5_acc: 0.9031, loss_cls: 2.1272, loss: 2.1272 +2023-12-29 00:36:43,823 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 1 day, 12:07:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6356, top5_acc: 0.8925, loss_cls: 2.1679, loss: 2.1679 +2023-12-29 00:37:06,386 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 1 day, 12:07:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6300, top5_acc: 0.8969, loss_cls: 2.1508, loss: 2.1508 +2023-12-29 00:37:28,957 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 1 day, 12:06:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6481, top5_acc: 0.9056, loss_cls: 2.1031, loss: 2.1031 +2023-12-29 00:37:51,507 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 1 day, 12:06:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6262, top5_acc: 0.8962, loss_cls: 2.0803, loss: 2.0803 +2023-12-29 00:38:14,154 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 1 day, 12:05:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6450, top5_acc: 0.9012, loss_cls: 2.0408, loss: 2.0408 +2023-12-29 00:38:36,807 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 1 day, 12:05:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6269, top5_acc: 0.8950, loss_cls: 2.1531, loss: 2.1531 +2023-12-29 00:38:59,544 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 1 day, 12:04:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6119, top5_acc: 0.8838, loss_cls: 2.2091, loss: 2.2091 +2023-12-29 00:39:22,249 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 1 day, 12:04:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6306, top5_acc: 0.8950, loss_cls: 2.1740, loss: 2.1740 +2023-12-29 00:39:44,932 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 1 day, 12:03:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6394, top5_acc: 0.9113, loss_cls: 2.0464, loss: 2.0464 +2023-12-29 00:40:07,583 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 1 day, 12:03:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6212, top5_acc: 0.8969, loss_cls: 2.1514, loss: 2.1514 +2023-12-29 00:40:30,169 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 1 day, 12:02:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6294, top5_acc: 0.9056, loss_cls: 2.0782, loss: 2.0782 +2023-12-29 00:40:52,744 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 1 day, 12:02:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9137, loss_cls: 1.9553, loss: 1.9553 +2023-12-29 00:41:02,140 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-29 00:44:38,129 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 00:44:38,649 - pyskl - INFO - +top1_acc 0.4899 +top5_acc 0.8024 +2023-12-29 00:44:38,672 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.4899, top5_acc: 0.8024 +2023-12-29 00:45:22,964 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 1 day, 12:05:36, time: 0.443, data_time: 0.217, memory: 6499, top1_acc: 0.6294, top5_acc: 0.9019, loss_cls: 2.1009, loss: 2.1009 +2023-12-29 00:45:45,625 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 1 day, 12:05:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6475, top5_acc: 0.9113, loss_cls: 2.0160, loss: 2.0160 +2023-12-29 00:46:08,399 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 1 day, 12:04:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6500, top5_acc: 0.9006, loss_cls: 2.0906, loss: 2.0906 +2023-12-29 00:46:31,138 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 1 day, 12:04:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6450, top5_acc: 0.9125, loss_cls: 2.0280, loss: 2.0280 +2023-12-29 00:46:53,948 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 1 day, 12:03:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6244, top5_acc: 0.8856, loss_cls: 2.1299, loss: 2.1299 +2023-12-29 00:47:16,706 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 1 day, 12:03:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6312, top5_acc: 0.9012, loss_cls: 2.1059, loss: 2.1059 +2023-12-29 00:47:39,397 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 1 day, 12:02:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9031, loss_cls: 2.0048, loss: 2.0048 +2023-12-29 00:48:02,041 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 1 day, 12:02:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6412, top5_acc: 0.9081, loss_cls: 2.0669, loss: 2.0669 +2023-12-29 00:48:24,599 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 1 day, 12:01:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.9119, loss_cls: 2.0116, loss: 2.0116 +2023-12-29 00:48:47,202 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 1 day, 12:01:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9113, loss_cls: 1.9435, loss: 1.9435 +2023-12-29 00:49:09,788 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 1 day, 12:00:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9163, loss_cls: 1.9790, loss: 1.9790 +2023-12-29 00:49:32,410 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 1 day, 11:59:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6244, top5_acc: 0.8975, loss_cls: 2.1656, loss: 2.1656 +2023-12-29 00:49:55,084 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 1 day, 11:59:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6481, top5_acc: 0.9012, loss_cls: 2.0463, loss: 2.0463 +2023-12-29 00:50:17,689 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 1 day, 11:58:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6438, top5_acc: 0.9025, loss_cls: 2.0588, loss: 2.0588 +2023-12-29 00:50:40,276 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 1 day, 11:58:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9081, loss_cls: 1.9431, loss: 1.9431 +2023-12-29 00:51:02,878 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 1 day, 11:57:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6381, top5_acc: 0.8988, loss_cls: 2.1216, loss: 2.1216 +2023-12-29 00:51:25,469 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 1 day, 11:57:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6550, top5_acc: 0.9100, loss_cls: 2.0372, loss: 2.0372 +2023-12-29 00:51:48,085 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 1 day, 11:56:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6419, top5_acc: 0.9025, loss_cls: 2.0844, loss: 2.0844 +2023-12-29 00:52:10,700 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 1 day, 11:56:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.8994, loss_cls: 2.0440, loss: 2.0440 +2023-12-29 00:52:33,374 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 1 day, 11:55:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6344, top5_acc: 0.9062, loss_cls: 2.0872, loss: 2.0872 +2023-12-29 00:52:56,048 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 1 day, 11:55:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.8944, loss_cls: 2.0158, loss: 2.0158 +2023-12-29 00:53:18,778 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 1 day, 11:54:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6331, top5_acc: 0.9081, loss_cls: 2.0674, loss: 2.0674 +2023-12-29 00:53:41,479 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 1 day, 11:54:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6325, top5_acc: 0.9113, loss_cls: 1.9791, loss: 1.9791 +2023-12-29 00:54:04,151 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 1 day, 11:53:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6450, top5_acc: 0.9069, loss_cls: 2.0199, loss: 2.0199 +2023-12-29 00:54:26,792 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 1 day, 11:53:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6375, top5_acc: 0.9006, loss_cls: 2.0543, loss: 2.0543 +2023-12-29 00:54:49,417 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 1 day, 11:52:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6425, top5_acc: 0.9113, loss_cls: 2.0081, loss: 2.0081 +2023-12-29 00:55:12,059 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 1 day, 11:52:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6369, top5_acc: 0.9006, loss_cls: 2.0583, loss: 2.0583 +2023-12-29 00:55:34,663 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 1 day, 11:51:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6419, top5_acc: 0.9081, loss_cls: 2.0509, loss: 2.0509 +2023-12-29 00:55:57,240 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 1 day, 11:51:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6525, top5_acc: 0.9012, loss_cls: 2.0013, loss: 2.0013 +2023-12-29 00:56:19,929 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 1 day, 11:50:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6600, top5_acc: 0.9156, loss_cls: 1.9536, loss: 1.9536 +2023-12-29 00:56:42,584 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 1 day, 11:50:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6475, top5_acc: 0.9094, loss_cls: 2.0042, loss: 2.0042 +2023-12-29 00:57:05,171 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 1 day, 11:49:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6613, top5_acc: 0.9087, loss_cls: 1.9469, loss: 1.9469 +2023-12-29 00:57:27,856 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 1 day, 11:49:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6469, top5_acc: 0.9150, loss_cls: 2.0006, loss: 2.0006 +2023-12-29 00:57:50,531 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 1 day, 11:48:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9113, loss_cls: 1.9444, loss: 1.9444 +2023-12-29 00:58:13,178 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 1 day, 11:48:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6325, top5_acc: 0.9019, loss_cls: 2.0910, loss: 2.0910 +2023-12-29 00:58:35,840 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 1 day, 11:47:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6350, top5_acc: 0.9012, loss_cls: 2.1057, loss: 2.1057 +2023-12-29 00:58:58,510 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 1 day, 11:47:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6456, top5_acc: 0.9031, loss_cls: 2.0484, loss: 2.0484 +2023-12-29 00:59:21,122 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 1 day, 11:46:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9119, loss_cls: 1.9957, loss: 1.9957 +2023-12-29 00:59:43,805 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 1 day, 11:46:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6369, top5_acc: 0.9056, loss_cls: 2.0715, loss: 2.0715 +2023-12-29 00:59:53,371 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-29 01:03:28,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 01:03:28,940 - pyskl - INFO - +top1_acc 0.5452 +top5_acc 0.8533 +2023-12-29 01:03:28,962 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.5452, top5_acc: 0.8533 +2023-12-29 01:04:13,447 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 1 day, 11:49:25, time: 0.445, data_time: 0.219, memory: 6499, top1_acc: 0.6594, top5_acc: 0.8981, loss_cls: 2.0210, loss: 2.0210 +2023-12-29 01:04:36,008 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 1 day, 11:48:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9269, loss_cls: 1.8151, loss: 1.8151 +2023-12-29 01:04:58,588 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 1 day, 11:48:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9150, loss_cls: 1.9145, loss: 1.9145 +2023-12-29 01:05:21,422 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 1 day, 11:47:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6456, top5_acc: 0.8962, loss_cls: 2.0395, loss: 2.0395 +2023-12-29 01:05:44,063 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 1 day, 11:47:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6700, top5_acc: 0.9163, loss_cls: 1.9055, loss: 1.9055 +2023-12-29 01:06:06,791 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 1 day, 11:46:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6412, top5_acc: 0.9175, loss_cls: 2.0214, loss: 2.0214 +2023-12-29 01:06:29,494 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 1 day, 11:46:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.8975, loss_cls: 2.0553, loss: 2.0553 +2023-12-29 01:06:52,155 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 1 day, 11:45:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6700, top5_acc: 0.9106, loss_cls: 1.9803, loss: 1.9803 +2023-12-29 01:07:14,787 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 1 day, 11:45:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6481, top5_acc: 0.9144, loss_cls: 2.0252, loss: 2.0252 +2023-12-29 01:07:37,414 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 1 day, 11:44:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9150, loss_cls: 1.9409, loss: 1.9409 +2023-12-29 01:08:00,054 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 1 day, 11:44:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9206, loss_cls: 1.9326, loss: 1.9326 +2023-12-29 01:08:22,733 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 1 day, 11:43:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6475, top5_acc: 0.9156, loss_cls: 2.0011, loss: 2.0011 +2023-12-29 01:08:45,337 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 1 day, 11:43:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6331, top5_acc: 0.9038, loss_cls: 2.0823, loss: 2.0823 +2023-12-29 01:09:07,986 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 1 day, 11:42:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9263, loss_cls: 1.9141, loss: 1.9141 +2023-12-29 01:09:30,612 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 1 day, 11:42:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6581, top5_acc: 0.9094, loss_cls: 1.9372, loss: 1.9372 +2023-12-29 01:09:53,268 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 1 day, 11:41:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6494, top5_acc: 0.9144, loss_cls: 1.9888, loss: 1.9888 +2023-12-29 01:10:15,994 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 1 day, 11:41:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6575, top5_acc: 0.9062, loss_cls: 2.0846, loss: 2.0846 +2023-12-29 01:10:38,616 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 1 day, 11:41:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9056, loss_cls: 1.9954, loss: 1.9954 +2023-12-29 01:11:01,190 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 1 day, 11:40:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6469, top5_acc: 0.9019, loss_cls: 2.0518, loss: 2.0518 +2023-12-29 01:11:23,852 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 1 day, 11:40:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6644, top5_acc: 0.9187, loss_cls: 1.9625, loss: 1.9625 +2023-12-29 01:11:46,609 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 1 day, 11:39:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9219, loss_cls: 1.9357, loss: 1.9357 +2023-12-29 01:12:09,459 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 1 day, 11:39:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9200, loss_cls: 1.9321, loss: 1.9321 +2023-12-29 01:12:32,176 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 1 day, 11:38:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6500, top5_acc: 0.9056, loss_cls: 2.0038, loss: 2.0038 +2023-12-29 01:12:54,870 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 1 day, 11:38:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9169, loss_cls: 1.9690, loss: 1.9690 +2023-12-29 01:13:17,595 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 1 day, 11:37:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6212, top5_acc: 0.8900, loss_cls: 2.1568, loss: 2.1568 +2023-12-29 01:13:40,244 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 1 day, 11:37:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9200, loss_cls: 1.8947, loss: 1.8947 +2023-12-29 01:14:02,988 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 1 day, 11:36:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9075, loss_cls: 1.9747, loss: 1.9747 +2023-12-29 01:14:25,689 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 1 day, 11:36:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9144, loss_cls: 1.9976, loss: 1.9976 +2023-12-29 01:14:48,338 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 1 day, 11:35:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9062, loss_cls: 1.9743, loss: 1.9743 +2023-12-29 01:15:10,923 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 1 day, 11:35:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9100, loss_cls: 2.0242, loss: 2.0242 +2023-12-29 01:15:33,502 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 1 day, 11:34:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6400, top5_acc: 0.9125, loss_cls: 1.9997, loss: 1.9997 +2023-12-29 01:15:56,140 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 1 day, 11:34:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6488, top5_acc: 0.9144, loss_cls: 2.0083, loss: 2.0083 +2023-12-29 01:16:18,816 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 1 day, 11:33:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9156, loss_cls: 1.9264, loss: 1.9264 +2023-12-29 01:16:41,532 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 1 day, 11:33:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9000, loss_cls: 2.0236, loss: 2.0236 +2023-12-29 01:17:04,244 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 1 day, 11:32:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9081, loss_cls: 1.9213, loss: 1.9213 +2023-12-29 01:17:26,950 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 1 day, 11:32:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9087, loss_cls: 1.9055, loss: 1.9055 +2023-12-29 01:17:49,498 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 1 day, 11:31:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6338, top5_acc: 0.8950, loss_cls: 2.0720, loss: 2.0720 +2023-12-29 01:18:12,095 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 1 day, 11:31:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6581, top5_acc: 0.9144, loss_cls: 1.9560, loss: 1.9560 +2023-12-29 01:18:34,869 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 1 day, 11:30:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6362, top5_acc: 0.9025, loss_cls: 2.0656, loss: 2.0656 +2023-12-29 01:18:44,350 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-29 01:22:20,393 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 01:22:20,926 - pyskl - INFO - +top1_acc 0.5836 +top5_acc 0.8839 +2023-12-29 01:22:20,930 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_5.pth was removed +2023-12-29 01:22:21,068 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2023-12-29 01:22:21,070 - pyskl - INFO - Best top1_acc is 0.5836 at 9 epoch. +2023-12-29 01:22:21,097 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.5836, top5_acc: 0.8839 +2023-12-29 01:23:05,847 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 1 day, 11:33:42, time: 0.447, data_time: 0.221, memory: 6499, top1_acc: 0.6519, top5_acc: 0.9087, loss_cls: 1.9381, loss: 1.9381 +2023-12-29 01:23:28,329 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 1 day, 11:33:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.9150, loss_cls: 2.0119, loss: 2.0119 +2023-12-29 01:23:50,890 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 1 day, 11:32:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9206, loss_cls: 1.8876, loss: 1.8876 +2023-12-29 01:24:13,469 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 1 day, 11:32:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6581, top5_acc: 0.9200, loss_cls: 1.9302, loss: 1.9302 +2023-12-29 01:24:36,088 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 1 day, 11:31:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6538, top5_acc: 0.9062, loss_cls: 1.9554, loss: 1.9554 +2023-12-29 01:24:58,879 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 1 day, 11:31:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9125, loss_cls: 1.9686, loss: 1.9686 +2023-12-29 01:25:21,587 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 1 day, 11:30:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9181, loss_cls: 1.8736, loss: 1.8736 +2023-12-29 01:25:44,286 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 1 day, 11:30:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9219, loss_cls: 1.8778, loss: 1.8778 +2023-12-29 01:26:06,958 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 1 day, 11:29:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6538, top5_acc: 0.9100, loss_cls: 1.9963, loss: 1.9963 +2023-12-29 01:26:29,670 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 1 day, 11:29:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6375, top5_acc: 0.9012, loss_cls: 1.9948, loss: 1.9948 +2023-12-29 01:26:52,352 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 1 day, 11:28:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9206, loss_cls: 1.8885, loss: 1.8885 +2023-12-29 01:27:15,000 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 1 day, 11:28:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9106, loss_cls: 1.9639, loss: 1.9639 +2023-12-29 01:27:37,629 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 1 day, 11:27:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6450, top5_acc: 0.9137, loss_cls: 1.9932, loss: 1.9932 +2023-12-29 01:28:00,358 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 1 day, 11:27:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9250, loss_cls: 1.8535, loss: 1.8535 +2023-12-29 01:28:23,134 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 1 day, 11:26:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6412, top5_acc: 0.9025, loss_cls: 2.0207, loss: 2.0207 +2023-12-29 01:28:45,820 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 1 day, 11:26:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6725, top5_acc: 0.9287, loss_cls: 1.8534, loss: 1.8534 +2023-12-29 01:29:08,495 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 1 day, 11:26:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9113, loss_cls: 1.9685, loss: 1.9685 +2023-12-29 01:29:31,177 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 1 day, 11:25:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.9106, loss_cls: 2.0137, loss: 2.0137 +2023-12-29 01:29:53,801 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 1 day, 11:25:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9225, loss_cls: 1.8837, loss: 1.8837 +2023-12-29 01:30:16,383 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 1 day, 11:24:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9081, loss_cls: 1.9912, loss: 1.9912 +2023-12-29 01:30:38,956 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 1 day, 11:24:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9119, loss_cls: 1.9516, loss: 1.9516 +2023-12-29 01:31:01,575 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 1 day, 11:23:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6519, top5_acc: 0.9131, loss_cls: 2.0161, loss: 2.0161 +2023-12-29 01:31:24,197 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 1 day, 11:23:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9137, loss_cls: 1.9064, loss: 1.9064 +2023-12-29 01:31:46,849 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 1 day, 11:22:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9125, loss_cls: 1.9410, loss: 1.9410 +2023-12-29 01:32:09,538 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 1 day, 11:22:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9094, loss_cls: 1.9757, loss: 1.9757 +2023-12-29 01:32:32,228 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 1 day, 11:21:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6600, top5_acc: 0.9231, loss_cls: 1.9240, loss: 1.9240 +2023-12-29 01:32:54,939 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 1 day, 11:21:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6481, top5_acc: 0.9075, loss_cls: 2.0128, loss: 2.0128 +2023-12-29 01:33:17,605 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 1 day, 11:20:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6556, top5_acc: 0.9181, loss_cls: 1.9832, loss: 1.9832 +2023-12-29 01:33:40,149 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 1 day, 11:20:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6613, top5_acc: 0.9169, loss_cls: 1.9618, loss: 1.9618 +2023-12-29 01:34:02,719 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 1 day, 11:19:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9119, loss_cls: 1.9744, loss: 1.9744 +2023-12-29 01:34:25,375 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 1 day, 11:19:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9256, loss_cls: 1.8651, loss: 1.8651 +2023-12-29 01:34:47,951 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 1 day, 11:18:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6600, top5_acc: 0.9113, loss_cls: 1.9313, loss: 1.9313 +2023-12-29 01:35:10,551 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 1 day, 11:18:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9237, loss_cls: 1.8562, loss: 1.8562 +2023-12-29 01:35:33,276 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 1 day, 11:17:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9113, loss_cls: 1.9830, loss: 1.9830 +2023-12-29 01:35:55,970 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 1 day, 11:17:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9181, loss_cls: 1.8711, loss: 1.8711 +2023-12-29 01:36:18,624 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 1 day, 11:16:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9106, loss_cls: 1.9691, loss: 1.9691 +2023-12-29 01:36:41,253 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 1 day, 11:16:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9050, loss_cls: 1.9500, loss: 1.9500 +2023-12-29 01:37:03,893 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 1 day, 11:16:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9181, loss_cls: 1.9581, loss: 1.9581 +2023-12-29 01:37:26,502 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 1 day, 11:15:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6550, top5_acc: 0.9069, loss_cls: 1.9778, loss: 1.9778 +2023-12-29 01:37:35,978 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-29 01:41:12,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 01:41:12,531 - pyskl - INFO - +top1_acc 0.5518 +top5_acc 0.8526 +2023-12-29 01:41:12,554 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.5518, top5_acc: 0.8526 +2023-12-29 01:41:57,147 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 1 day, 11:17:53, time: 0.446, data_time: 0.219, memory: 6499, top1_acc: 0.6613, top5_acc: 0.9269, loss_cls: 1.8892, loss: 1.8892 +2023-12-29 01:42:19,776 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 1 day, 11:17:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6644, top5_acc: 0.9137, loss_cls: 1.8998, loss: 1.8998 +2023-12-29 01:42:42,519 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 1 day, 11:16:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6512, top5_acc: 0.9213, loss_cls: 1.9274, loss: 1.9274 +2023-12-29 01:43:05,241 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 1 day, 11:16:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9219, loss_cls: 1.8660, loss: 1.8660 +2023-12-29 01:43:27,960 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 1 day, 11:16:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9263, loss_cls: 1.8412, loss: 1.8412 +2023-12-29 01:43:50,682 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 1 day, 11:15:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6800, top5_acc: 0.9137, loss_cls: 1.8815, loss: 1.8815 +2023-12-29 01:44:13,339 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 1 day, 11:15:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9144, loss_cls: 1.9063, loss: 1.9063 +2023-12-29 01:44:35,980 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 1 day, 11:14:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.9044, loss_cls: 1.9687, loss: 1.9687 +2023-12-29 01:44:58,576 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 1 day, 11:14:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9231, loss_cls: 1.8483, loss: 1.8483 +2023-12-29 01:45:21,203 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 1 day, 11:13:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6656, top5_acc: 0.9113, loss_cls: 1.9407, loss: 1.9407 +2023-12-29 01:45:43,926 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 1 day, 11:13:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6538, top5_acc: 0.9094, loss_cls: 2.0080, loss: 2.0080 +2023-12-29 01:46:06,612 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 1 day, 11:12:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9081, loss_cls: 2.0049, loss: 2.0049 +2023-12-29 01:46:29,344 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 1 day, 11:12:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9187, loss_cls: 1.9085, loss: 1.9085 +2023-12-29 01:46:52,054 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 1 day, 11:11:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6600, top5_acc: 0.9100, loss_cls: 1.8971, loss: 1.8971 +2023-12-29 01:47:14,750 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 1 day, 11:11:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6456, top5_acc: 0.9169, loss_cls: 1.9815, loss: 1.9815 +2023-12-29 01:47:37,476 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 1 day, 11:10:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9181, loss_cls: 1.8542, loss: 1.8542 +2023-12-29 01:48:00,276 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 1 day, 11:10:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9256, loss_cls: 1.8492, loss: 1.8492 +2023-12-29 01:48:23,077 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 1 day, 11:10:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9187, loss_cls: 1.8722, loss: 1.8722 +2023-12-29 01:48:45,754 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 1 day, 11:09:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9000, loss_cls: 1.9519, loss: 1.9519 +2023-12-29 01:49:08,391 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 1 day, 11:09:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9194, loss_cls: 1.9202, loss: 1.9202 +2023-12-29 01:49:31,087 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 1 day, 11:08:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6494, top5_acc: 0.9131, loss_cls: 1.9619, loss: 1.9619 +2023-12-29 01:49:53,770 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 1 day, 11:08:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6538, top5_acc: 0.9113, loss_cls: 2.0195, loss: 2.0195 +2023-12-29 01:50:16,503 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 1 day, 11:07:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9169, loss_cls: 1.9072, loss: 1.9072 +2023-12-29 01:50:39,083 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 1 day, 11:07:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9087, loss_cls: 1.9273, loss: 1.9273 +2023-12-29 01:51:01,675 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 1 day, 11:06:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9325, loss_cls: 1.7569, loss: 1.7569 +2023-12-29 01:51:24,258 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 1 day, 11:06:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6488, top5_acc: 0.9094, loss_cls: 2.0038, loss: 2.0038 +2023-12-29 01:51:46,868 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 1 day, 11:05:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6644, top5_acc: 0.9137, loss_cls: 1.9176, loss: 1.9176 +2023-12-29 01:52:09,597 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 1 day, 11:05:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6794, top5_acc: 0.9325, loss_cls: 1.8103, loss: 1.8103 +2023-12-29 01:52:32,374 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 1 day, 11:04:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9250, loss_cls: 1.8294, loss: 1.8294 +2023-12-29 01:52:55,119 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 1 day, 11:04:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9206, loss_cls: 1.8888, loss: 1.8888 +2023-12-29 01:53:17,818 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 1 day, 11:04:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9150, loss_cls: 1.9199, loss: 1.9199 +2023-12-29 01:53:40,458 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 1 day, 11:03:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6481, top5_acc: 0.9025, loss_cls: 1.9896, loss: 1.9896 +2023-12-29 01:54:03,032 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 1 day, 11:03:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9225, loss_cls: 1.8938, loss: 1.8938 +2023-12-29 01:54:25,619 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 1 day, 11:02:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6613, top5_acc: 0.9156, loss_cls: 1.9498, loss: 1.9498 +2023-12-29 01:54:48,208 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 1 day, 11:02:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9231, loss_cls: 1.8543, loss: 1.8543 +2023-12-29 01:55:10,792 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 1 day, 11:01:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9113, loss_cls: 1.9675, loss: 1.9675 +2023-12-29 01:55:33,435 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 1 day, 11:01:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9150, loss_cls: 1.9144, loss: 1.9144 +2023-12-29 01:55:56,082 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 1 day, 11:00:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6625, top5_acc: 0.9019, loss_cls: 1.9458, loss: 1.9458 +2023-12-29 01:56:18,728 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 1 day, 11:00:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9250, loss_cls: 1.8579, loss: 1.8579 +2023-12-29 01:56:28,181 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-29 02:00:02,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 02:00:03,229 - pyskl - INFO - +top1_acc 0.5071 +top5_acc 0.8213 +2023-12-29 02:00:03,248 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.5071, top5_acc: 0.8213 +2023-12-29 02:00:47,786 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 1 day, 11:02:24, time: 0.445, data_time: 0.219, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9175, loss_cls: 1.8580, loss: 1.8580 +2023-12-29 02:01:10,466 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 1 day, 11:01:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9287, loss_cls: 1.7839, loss: 1.7839 +2023-12-29 02:01:33,052 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 1 day, 11:01:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9219, loss_cls: 1.8675, loss: 1.8675 +2023-12-29 02:01:55,666 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 1 day, 11:00:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6794, top5_acc: 0.9087, loss_cls: 1.9115, loss: 1.9115 +2023-12-29 02:02:18,285 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 1 day, 11:00:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9144, loss_cls: 1.9059, loss: 1.9059 +2023-12-29 02:02:40,957 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 1 day, 11:00:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6575, top5_acc: 0.9169, loss_cls: 1.9371, loss: 1.9371 +2023-12-29 02:03:03,609 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 1 day, 10:59:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9175, loss_cls: 1.7929, loss: 1.7929 +2023-12-29 02:03:26,257 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 1 day, 10:59:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9231, loss_cls: 1.8713, loss: 1.8713 +2023-12-29 02:03:48,910 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 1 day, 10:58:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9137, loss_cls: 1.9118, loss: 1.9118 +2023-12-29 02:04:11,601 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 1 day, 10:58:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9256, loss_cls: 1.8131, loss: 1.8131 +2023-12-29 02:04:34,383 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 1 day, 10:57:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9181, loss_cls: 1.8237, loss: 1.8237 +2023-12-29 02:04:57,143 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 1 day, 10:57:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9125, loss_cls: 1.8868, loss: 1.8868 +2023-12-29 02:05:19,815 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 1 day, 10:56:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9156, loss_cls: 1.8212, loss: 1.8212 +2023-12-29 02:05:42,471 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 1 day, 10:56:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9250, loss_cls: 1.7936, loss: 1.7936 +2023-12-29 02:06:05,161 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 1 day, 10:55:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9144, loss_cls: 1.8922, loss: 1.8922 +2023-12-29 02:06:27,861 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 1 day, 10:55:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6456, top5_acc: 0.9119, loss_cls: 2.0133, loss: 2.0133 +2023-12-29 02:06:50,489 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 1 day, 10:55:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9156, loss_cls: 1.9779, loss: 1.9779 +2023-12-29 02:07:13,032 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 1 day, 10:54:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9150, loss_cls: 1.9023, loss: 1.9023 +2023-12-29 02:07:35,583 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 1 day, 10:54:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9225, loss_cls: 1.8635, loss: 1.8635 +2023-12-29 02:07:58,320 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 1 day, 10:53:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6525, top5_acc: 0.9006, loss_cls: 1.9722, loss: 1.9722 +2023-12-29 02:08:20,985 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 1 day, 10:53:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9181, loss_cls: 1.9471, loss: 1.9471 +2023-12-29 02:08:43,686 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 1 day, 10:52:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.8969, loss_cls: 2.0164, loss: 2.0164 +2023-12-29 02:09:06,398 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 1 day, 10:52:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9156, loss_cls: 1.8688, loss: 1.8688 +2023-12-29 02:09:28,983 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 1 day, 10:51:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9163, loss_cls: 1.8545, loss: 1.8545 +2023-12-29 02:09:51,613 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 1 day, 10:51:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6625, top5_acc: 0.9075, loss_cls: 1.9373, loss: 1.9373 +2023-12-29 02:10:14,460 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 1 day, 10:50:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9187, loss_cls: 1.8639, loss: 1.8639 +2023-12-29 02:10:37,290 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 1 day, 10:50:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6700, top5_acc: 0.9150, loss_cls: 1.8864, loss: 1.8864 +2023-12-29 02:11:00,027 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 1 day, 10:50:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6525, top5_acc: 0.9119, loss_cls: 1.9696, loss: 1.9696 +2023-12-29 02:11:22,704 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 1 day, 10:49:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9169, loss_cls: 1.8778, loss: 1.8778 +2023-12-29 02:11:45,343 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 1 day, 10:49:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9144, loss_cls: 1.9480, loss: 1.9480 +2023-12-29 02:12:07,990 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 1 day, 10:48:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9363, loss_cls: 1.7347, loss: 1.7347 +2023-12-29 02:12:30,620 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 1 day, 10:48:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9263, loss_cls: 1.7053, loss: 1.7053 +2023-12-29 02:12:53,255 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 1 day, 10:47:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9087, loss_cls: 1.9218, loss: 1.9218 +2023-12-29 02:13:15,863 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 1 day, 10:47:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9256, loss_cls: 1.8194, loss: 1.8194 +2023-12-29 02:13:38,708 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 1 day, 10:46:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9131, loss_cls: 1.8405, loss: 1.8405 +2023-12-29 02:14:01,356 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 1 day, 10:46:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9219, loss_cls: 1.8990, loss: 1.8990 +2023-12-29 02:14:23,929 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 1 day, 10:46:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6644, top5_acc: 0.9087, loss_cls: 1.9302, loss: 1.9302 +2023-12-29 02:14:46,530 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 1 day, 10:45:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6500, top5_acc: 0.9250, loss_cls: 1.9050, loss: 1.9050 +2023-12-29 02:15:09,165 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 1 day, 10:45:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6625, top5_acc: 0.9137, loss_cls: 1.8880, loss: 1.8880 +2023-12-29 02:15:18,565 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-29 02:18:52,859 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 02:18:53,334 - pyskl - INFO - +top1_acc 0.4698 +top5_acc 0.7676 +2023-12-29 02:18:53,354 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.4698, top5_acc: 0.7676 +2023-12-29 02:19:37,157 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 1 day, 10:46:47, time: 0.438, data_time: 0.211, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9294, loss_cls: 1.8243, loss: 1.8243 +2023-12-29 02:19:59,771 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 1 day, 10:46:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9275, loss_cls: 1.7930, loss: 1.7930 +2023-12-29 02:20:22,442 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 1 day, 10:45:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6756, top5_acc: 0.9287, loss_cls: 1.8129, loss: 1.8129 +2023-12-29 02:20:45,147 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 1 day, 10:45:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9350, loss_cls: 1.7557, loss: 1.7557 +2023-12-29 02:21:07,783 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 1 day, 10:44:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9313, loss_cls: 1.7525, loss: 1.7525 +2023-12-29 02:21:30,417 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 1 day, 10:44:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9069, loss_cls: 1.9288, loss: 1.9288 +2023-12-29 02:21:52,979 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 1 day, 10:44:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9175, loss_cls: 1.7962, loss: 1.7962 +2023-12-29 02:22:15,543 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 1 day, 10:43:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9231, loss_cls: 1.8551, loss: 1.8551 +2023-12-29 02:22:38,124 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 1 day, 10:43:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9263, loss_cls: 1.8175, loss: 1.8175 +2023-12-29 02:23:00,711 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 1 day, 10:42:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6438, top5_acc: 0.8925, loss_cls: 2.0536, loss: 2.0536 +2023-12-29 02:23:23,306 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 1 day, 10:42:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9256, loss_cls: 1.7546, loss: 1.7546 +2023-12-29 02:23:45,912 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 1 day, 10:41:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9225, loss_cls: 1.8344, loss: 1.8344 +2023-12-29 02:24:08,589 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 1 day, 10:41:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9194, loss_cls: 1.8019, loss: 1.8019 +2023-12-29 02:24:31,282 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 1 day, 10:40:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9256, loss_cls: 1.8386, loss: 1.8386 +2023-12-29 02:24:53,934 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 1 day, 10:40:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6769, top5_acc: 0.9187, loss_cls: 1.8134, loss: 1.8134 +2023-12-29 02:25:16,518 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 1 day, 10:39:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9137, loss_cls: 1.8443, loss: 1.8443 +2023-12-29 02:25:39,169 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 1 day, 10:39:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9219, loss_cls: 1.8048, loss: 1.8048 +2023-12-29 02:26:01,839 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 1 day, 10:38:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6613, top5_acc: 0.9113, loss_cls: 1.9367, loss: 1.9367 +2023-12-29 02:26:24,504 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 1 day, 10:38:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9081, loss_cls: 1.9550, loss: 1.9550 +2023-12-29 02:26:47,165 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 1 day, 10:38:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9187, loss_cls: 1.8244, loss: 1.8244 +2023-12-29 02:27:09,756 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 1 day, 10:37:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9163, loss_cls: 1.8146, loss: 1.8146 +2023-12-29 02:27:32,310 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 1 day, 10:37:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9156, loss_cls: 1.7509, loss: 1.7509 +2023-12-29 02:27:54,893 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 1 day, 10:36:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6769, top5_acc: 0.9169, loss_cls: 1.8824, loss: 1.8824 +2023-12-29 02:28:17,502 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 1 day, 10:36:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9113, loss_cls: 1.9159, loss: 1.9159 +2023-12-29 02:28:40,084 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 1 day, 10:35:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9237, loss_cls: 1.8502, loss: 1.8502 +2023-12-29 02:29:02,758 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 1 day, 10:35:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6700, top5_acc: 0.9050, loss_cls: 1.9123, loss: 1.9123 +2023-12-29 02:29:25,569 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 1 day, 10:34:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9275, loss_cls: 1.8280, loss: 1.8280 +2023-12-29 02:29:48,408 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 1 day, 10:34:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6512, top5_acc: 0.9163, loss_cls: 1.9390, loss: 1.9390 +2023-12-29 02:30:11,188 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 1 day, 10:34:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9200, loss_cls: 1.8391, loss: 1.8391 +2023-12-29 02:30:33,961 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 1 day, 10:33:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9250, loss_cls: 1.8253, loss: 1.8253 +2023-12-29 02:30:56,629 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 1 day, 10:33:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9100, loss_cls: 1.8353, loss: 1.8353 +2023-12-29 02:31:19,236 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 1 day, 10:32:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9194, loss_cls: 1.8394, loss: 1.8394 +2023-12-29 02:31:41,780 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 1 day, 10:32:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6700, top5_acc: 0.9175, loss_cls: 1.8910, loss: 1.8910 +2023-12-29 02:32:04,320 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 1 day, 10:31:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9150, loss_cls: 1.9098, loss: 1.9098 +2023-12-29 02:32:26,891 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 1 day, 10:31:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9094, loss_cls: 1.9177, loss: 1.9177 +2023-12-29 02:32:49,456 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 1 day, 10:30:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6519, top5_acc: 0.9181, loss_cls: 1.9535, loss: 1.9535 +2023-12-29 02:33:12,054 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 1 day, 10:30:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9144, loss_cls: 1.8942, loss: 1.8942 +2023-12-29 02:33:34,664 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 1 day, 10:29:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9225, loss_cls: 1.8302, loss: 1.8302 +2023-12-29 02:33:57,270 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 1 day, 10:29:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9319, loss_cls: 1.7357, loss: 1.7357 +2023-12-29 02:34:06,718 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-29 02:37:41,566 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 02:37:42,089 - pyskl - INFO - +top1_acc 0.4557 +top5_acc 0.7642 +2023-12-29 02:37:42,114 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.4557, top5_acc: 0.7642 +2023-12-29 02:38:26,363 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 1 day, 10:31:07, time: 0.442, data_time: 0.217, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9206, loss_cls: 1.8626, loss: 1.8626 +2023-12-29 02:38:49,006 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 1 day, 10:30:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6737, top5_acc: 0.9256, loss_cls: 1.8116, loss: 1.8116 +2023-12-29 02:39:11,654 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 1 day, 10:30:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9275, loss_cls: 1.7854, loss: 1.7854 +2023-12-29 02:39:34,280 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 1 day, 10:29:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9263, loss_cls: 1.7799, loss: 1.7799 +2023-12-29 02:39:56,933 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 1 day, 10:29:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9156, loss_cls: 1.8464, loss: 1.8464 +2023-12-29 02:40:19,517 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 1 day, 10:28:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9269, loss_cls: 1.7435, loss: 1.7435 +2023-12-29 02:40:42,088 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 1 day, 10:28:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9125, loss_cls: 1.8992, loss: 1.8992 +2023-12-29 02:41:04,690 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 1 day, 10:27:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9256, loss_cls: 1.8397, loss: 1.8397 +2023-12-29 02:41:27,330 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 1 day, 10:27:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9175, loss_cls: 1.8146, loss: 1.8146 +2023-12-29 02:41:49,991 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 1 day, 10:27:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9250, loss_cls: 1.8453, loss: 1.8453 +2023-12-29 02:42:12,591 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 1 day, 10:26:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6644, top5_acc: 0.9131, loss_cls: 1.8546, loss: 1.8546 +2023-12-29 02:42:35,190 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 1 day, 10:26:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9394, loss_cls: 1.6948, loss: 1.6948 +2023-12-29 02:42:57,923 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 1 day, 10:25:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6450, top5_acc: 0.9181, loss_cls: 1.9426, loss: 1.9426 +2023-12-29 02:43:20,839 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 1 day, 10:25:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9169, loss_cls: 1.8233, loss: 1.8233 +2023-12-29 02:43:43,606 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 1 day, 10:24:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9287, loss_cls: 1.7661, loss: 1.7661 +2023-12-29 02:44:06,394 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 1 day, 10:24:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9287, loss_cls: 1.7392, loss: 1.7392 +2023-12-29 02:44:29,171 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 1 day, 10:24:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9125, loss_cls: 1.9069, loss: 1.9069 +2023-12-29 02:44:51,888 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 1 day, 10:23:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9175, loss_cls: 1.8492, loss: 1.8492 +2023-12-29 02:45:14,629 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 1 day, 10:23:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9181, loss_cls: 1.8501, loss: 1.8501 +2023-12-29 02:45:37,299 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 1 day, 10:22:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9250, loss_cls: 1.8471, loss: 1.8471 +2023-12-29 02:45:59,987 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 1 day, 10:22:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9250, loss_cls: 1.8298, loss: 1.8298 +2023-12-29 02:46:22,721 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 1 day, 10:21:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9313, loss_cls: 1.8333, loss: 1.8333 +2023-12-29 02:46:45,449 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 1 day, 10:21:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9244, loss_cls: 1.7546, loss: 1.7546 +2023-12-29 02:47:08,251 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 1 day, 10:20:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6550, top5_acc: 0.9194, loss_cls: 1.9124, loss: 1.9124 +2023-12-29 02:47:30,966 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 1 day, 10:20:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9194, loss_cls: 1.9020, loss: 1.9020 +2023-12-29 02:47:53,676 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 1 day, 10:20:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9194, loss_cls: 1.8774, loss: 1.8774 +2023-12-29 02:48:16,353 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 1 day, 10:19:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9356, loss_cls: 1.7000, loss: 1.7000 +2023-12-29 02:48:39,068 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 1 day, 10:19:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6613, top5_acc: 0.9044, loss_cls: 1.9211, loss: 1.9211 +2023-12-29 02:49:01,780 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 1 day, 10:18:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9062, loss_cls: 1.9057, loss: 1.9057 +2023-12-29 02:49:24,448 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 1 day, 10:18:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9194, loss_cls: 1.8052, loss: 1.8052 +2023-12-29 02:49:47,116 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 1 day, 10:17:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9113, loss_cls: 1.8766, loss: 1.8766 +2023-12-29 02:50:09,863 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 1 day, 10:17:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9175, loss_cls: 1.8126, loss: 1.8126 +2023-12-29 02:50:32,481 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 1 day, 10:17:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6794, top5_acc: 0.9219, loss_cls: 1.8231, loss: 1.8231 +2023-12-29 02:50:55,165 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 1 day, 10:16:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6519, top5_acc: 0.9069, loss_cls: 1.9398, loss: 1.9398 +2023-12-29 02:51:17,808 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 1 day, 10:16:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9231, loss_cls: 1.8554, loss: 1.8554 +2023-12-29 02:51:40,474 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 1 day, 10:15:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9250, loss_cls: 1.7193, loss: 1.7193 +2023-12-29 02:52:03,156 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 1 day, 10:15:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9131, loss_cls: 1.8615, loss: 1.8615 +2023-12-29 02:52:25,862 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 1 day, 10:14:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9225, loss_cls: 1.8389, loss: 1.8389 +2023-12-29 02:52:48,571 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 1 day, 10:14:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6625, top5_acc: 0.9206, loss_cls: 1.8678, loss: 1.8678 +2023-12-29 02:52:57,975 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-29 02:56:32,524 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 02:56:33,019 - pyskl - INFO - +top1_acc 0.4607 +top5_acc 0.7677 +2023-12-29 02:56:33,040 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.4607, top5_acc: 0.7677 +2023-12-29 02:57:16,789 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 1 day, 10:15:47, time: 0.437, data_time: 0.213, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9100, loss_cls: 1.8759, loss: 1.8759 +2023-12-29 02:57:39,276 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 1 day, 10:15:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9281, loss_cls: 1.7630, loss: 1.7630 +2023-12-29 02:58:01,850 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 1 day, 10:14:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9325, loss_cls: 1.6916, loss: 1.6916 +2023-12-29 02:58:24,516 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 1 day, 10:14:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9213, loss_cls: 1.7367, loss: 1.7367 +2023-12-29 02:58:47,178 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 1 day, 10:13:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9200, loss_cls: 1.8500, loss: 1.8500 +2023-12-29 02:59:09,782 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 1 day, 10:13:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9231, loss_cls: 1.7640, loss: 1.7640 +2023-12-29 02:59:32,358 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 1 day, 10:13:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9125, loss_cls: 1.7888, loss: 1.7888 +2023-12-29 02:59:54,943 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 1 day, 10:12:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9300, loss_cls: 1.7872, loss: 1.7872 +2023-12-29 03:00:17,537 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 1 day, 10:12:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6581, top5_acc: 0.9156, loss_cls: 1.8824, loss: 1.8824 +2023-12-29 03:00:40,137 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 1 day, 10:11:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9206, loss_cls: 1.8224, loss: 1.8224 +2023-12-29 03:01:02,831 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 1 day, 10:11:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9213, loss_cls: 1.8077, loss: 1.8077 +2023-12-29 03:01:25,595 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 1 day, 10:10:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9263, loss_cls: 1.7853, loss: 1.7853 +2023-12-29 03:01:48,393 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 1 day, 10:10:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9287, loss_cls: 1.6973, loss: 1.6973 +2023-12-29 03:02:11,108 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 1 day, 10:10:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9150, loss_cls: 1.7816, loss: 1.7816 +2023-12-29 03:02:33,851 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 1 day, 10:09:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9225, loss_cls: 1.7813, loss: 1.7813 +2023-12-29 03:02:56,512 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 1 day, 10:09:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9406, loss_cls: 1.7294, loss: 1.7294 +2023-12-29 03:03:19,207 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 1 day, 10:08:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9306, loss_cls: 1.8125, loss: 1.8125 +2023-12-29 03:03:41,889 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 1 day, 10:08:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9175, loss_cls: 1.8085, loss: 1.8085 +2023-12-29 03:04:04,544 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 1 day, 10:07:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9237, loss_cls: 1.7929, loss: 1.7929 +2023-12-29 03:04:27,209 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 1 day, 10:07:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9300, loss_cls: 1.8026, loss: 1.8026 +2023-12-29 03:04:49,888 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 1 day, 10:06:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9094, loss_cls: 1.8956, loss: 1.8956 +2023-12-29 03:05:12,551 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 1 day, 10:06:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9175, loss_cls: 1.8442, loss: 1.8442 +2023-12-29 03:05:35,214 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 1 day, 10:06:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9219, loss_cls: 1.8232, loss: 1.8232 +2023-12-29 03:05:57,855 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 1 day, 10:05:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9163, loss_cls: 1.9189, loss: 1.9189 +2023-12-29 03:06:20,526 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 1 day, 10:05:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9350, loss_cls: 1.7078, loss: 1.7078 +2023-12-29 03:06:43,208 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 1 day, 10:04:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9213, loss_cls: 1.7634, loss: 1.7634 +2023-12-29 03:07:05,854 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 1 day, 10:04:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9181, loss_cls: 1.8029, loss: 1.8029 +2023-12-29 03:07:28,391 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 1 day, 10:03:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9319, loss_cls: 1.7040, loss: 1.7040 +2023-12-29 03:07:50,954 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 1 day, 10:03:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9319, loss_cls: 1.8115, loss: 1.8115 +2023-12-29 03:08:13,606 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 1 day, 10:02:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9169, loss_cls: 1.8620, loss: 1.8620 +2023-12-29 03:08:36,349 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 1 day, 10:02:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9156, loss_cls: 1.8977, loss: 1.8977 +2023-12-29 03:08:59,156 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 1 day, 10:02:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9250, loss_cls: 1.7906, loss: 1.7906 +2023-12-29 03:09:21,897 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 1 day, 10:01:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6575, top5_acc: 0.9175, loss_cls: 1.9138, loss: 1.9138 +2023-12-29 03:09:44,597 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 1 day, 10:01:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9119, loss_cls: 1.8704, loss: 1.8704 +2023-12-29 03:10:07,260 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 1 day, 10:00:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9163, loss_cls: 1.8801, loss: 1.8801 +2023-12-29 03:10:29,909 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 1 day, 10:00:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9225, loss_cls: 1.8186, loss: 1.8186 +2023-12-29 03:10:52,503 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 1 day, 9:59:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9337, loss_cls: 1.7059, loss: 1.7059 +2023-12-29 03:11:15,091 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 1 day, 9:59:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9012, loss_cls: 1.9469, loss: 1.9469 +2023-12-29 03:11:37,667 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 1 day, 9:59:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9337, loss_cls: 1.7405, loss: 1.7405 +2023-12-29 03:11:47,117 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-29 03:15:22,992 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 03:15:23,516 - pyskl - INFO - +top1_acc 0.3211 +top5_acc 0.6285 +2023-12-29 03:15:23,539 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.3211, top5_acc: 0.6285 +2023-12-29 03:16:08,393 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 1 day, 10:00:27, time: 0.448, data_time: 0.222, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9231, loss_cls: 1.7616, loss: 1.7616 +2023-12-29 03:16:31,020 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 1 day, 10:00:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9269, loss_cls: 1.7040, loss: 1.7040 +2023-12-29 03:16:53,603 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 1 day, 9:59:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9244, loss_cls: 1.7071, loss: 1.7071 +2023-12-29 03:17:16,349 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 1 day, 9:59:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9219, loss_cls: 1.8169, loss: 1.8169 +2023-12-29 03:17:39,196 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 1 day, 9:58:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6794, top5_acc: 0.9194, loss_cls: 1.8126, loss: 1.8126 +2023-12-29 03:18:01,899 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 1 day, 9:58:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9263, loss_cls: 1.8083, loss: 1.8083 +2023-12-29 03:18:24,660 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 1 day, 9:57:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9256, loss_cls: 1.7778, loss: 1.7778 +2023-12-29 03:18:47,465 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 1 day, 9:57:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6756, top5_acc: 0.9263, loss_cls: 1.8323, loss: 1.8323 +2023-12-29 03:19:10,180 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 1 day, 9:57:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9100, loss_cls: 1.8923, loss: 1.8923 +2023-12-29 03:19:32,920 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 1 day, 9:56:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9287, loss_cls: 1.7347, loss: 1.7347 +2023-12-29 03:19:55,485 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 1 day, 9:56:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9294, loss_cls: 1.7568, loss: 1.7568 +2023-12-29 03:20:18,073 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 1 day, 9:55:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9206, loss_cls: 1.9060, loss: 1.9060 +2023-12-29 03:20:40,694 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 1 day, 9:55:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9206, loss_cls: 1.8051, loss: 1.8051 +2023-12-29 03:21:03,321 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 1 day, 9:54:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9256, loss_cls: 1.8298, loss: 1.8298 +2023-12-29 03:21:25,945 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 1 day, 9:54:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9194, loss_cls: 1.7579, loss: 1.7579 +2023-12-29 03:21:48,673 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 1 day, 9:53:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9206, loss_cls: 1.8176, loss: 1.8176 +2023-12-29 03:22:11,460 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 1 day, 9:53:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9256, loss_cls: 1.7923, loss: 1.7923 +2023-12-29 03:22:34,120 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 1 day, 9:53:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9275, loss_cls: 1.7069, loss: 1.7069 +2023-12-29 03:22:56,864 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 1 day, 9:52:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9244, loss_cls: 1.8252, loss: 1.8252 +2023-12-29 03:23:19,572 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 1 day, 9:52:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9263, loss_cls: 1.8344, loss: 1.8344 +2023-12-29 03:23:42,319 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 1 day, 9:51:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9263, loss_cls: 1.8232, loss: 1.8232 +2023-12-29 03:24:05,041 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 1 day, 9:51:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9269, loss_cls: 1.7788, loss: 1.7788 +2023-12-29 03:24:27,841 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 1 day, 9:51:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9137, loss_cls: 1.8587, loss: 1.8587 +2023-12-29 03:24:50,541 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 1 day, 9:50:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9200, loss_cls: 1.8314, loss: 1.8314 +2023-12-29 03:25:13,193 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 1 day, 9:50:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9244, loss_cls: 1.7998, loss: 1.7998 +2023-12-29 03:25:35,832 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 1 day, 9:49:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9181, loss_cls: 1.8021, loss: 1.8021 +2023-12-29 03:25:58,546 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 1 day, 9:49:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9256, loss_cls: 1.7287, loss: 1.7287 +2023-12-29 03:26:21,178 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 1 day, 9:48:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9406, loss_cls: 1.6768, loss: 1.6768 +2023-12-29 03:26:43,751 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 1 day, 9:48:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9200, loss_cls: 1.8270, loss: 1.8270 +2023-12-29 03:27:06,397 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 1 day, 9:47:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9381, loss_cls: 1.6456, loss: 1.6456 +2023-12-29 03:27:29,213 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 1 day, 9:47:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6756, top5_acc: 0.9087, loss_cls: 1.8769, loss: 1.8769 +2023-12-29 03:27:51,802 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 1 day, 9:47:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9250, loss_cls: 1.7614, loss: 1.7614 +2023-12-29 03:28:14,359 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 1 day, 9:46:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9275, loss_cls: 1.7719, loss: 1.7719 +2023-12-29 03:28:36,961 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 1 day, 9:46:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9294, loss_cls: 1.8091, loss: 1.8091 +2023-12-29 03:28:59,541 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 1 day, 9:45:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6675, top5_acc: 0.9219, loss_cls: 1.8151, loss: 1.8151 +2023-12-29 03:29:22,144 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 1 day, 9:45:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9175, loss_cls: 1.8216, loss: 1.8216 +2023-12-29 03:29:44,716 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 1 day, 9:44:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9187, loss_cls: 1.8263, loss: 1.8263 +2023-12-29 03:30:07,269 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 1 day, 9:44:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6737, top5_acc: 0.9150, loss_cls: 1.8363, loss: 1.8363 +2023-12-29 03:30:29,875 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 1 day, 9:44:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9263, loss_cls: 1.7984, loss: 1.7984 +2023-12-29 03:30:39,387 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-29 03:34:13,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 03:34:14,087 - pyskl - INFO - +top1_acc 0.5893 +top5_acc 0.8617 +2023-12-29 03:34:14,091 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_9.pth was removed +2023-12-29 03:34:14,223 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2023-12-29 03:34:14,225 - pyskl - INFO - Best top1_acc is 0.5893 at 16 epoch. +2023-12-29 03:34:14,245 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.5893, top5_acc: 0.8617 +2023-12-29 03:34:57,723 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 1 day, 9:45:02, time: 0.435, data_time: 0.209, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9300, loss_cls: 1.7218, loss: 1.7218 +2023-12-29 03:35:20,317 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 1 day, 9:44:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9287, loss_cls: 1.7939, loss: 1.7939 +2023-12-29 03:35:42,900 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 1 day, 9:44:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9144, loss_cls: 1.7689, loss: 1.7689 +2023-12-29 03:36:05,482 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 1 day, 9:43:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9181, loss_cls: 1.8248, loss: 1.8248 +2023-12-29 03:36:28,054 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 1 day, 9:43:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9181, loss_cls: 1.8204, loss: 1.8204 +2023-12-29 03:36:50,534 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 1 day, 9:42:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9306, loss_cls: 1.7268, loss: 1.7268 +2023-12-29 03:37:13,051 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 1 day, 9:42:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9350, loss_cls: 1.7303, loss: 1.7303 +2023-12-29 03:37:35,579 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 1 day, 9:41:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9175, loss_cls: 1.7472, loss: 1.7472 +2023-12-29 03:37:58,334 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 1 day, 9:41:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9287, loss_cls: 1.6622, loss: 1.6622 +2023-12-29 03:38:20,947 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 1 day, 9:41:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9287, loss_cls: 1.7578, loss: 1.7578 +2023-12-29 03:38:43,591 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 1 day, 9:40:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9231, loss_cls: 1.8305, loss: 1.8305 +2023-12-29 03:39:06,163 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 1 day, 9:40:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9213, loss_cls: 1.7760, loss: 1.7760 +2023-12-29 03:39:28,743 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 1 day, 9:39:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9306, loss_cls: 1.7492, loss: 1.7492 +2023-12-29 03:39:51,317 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 1 day, 9:39:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9306, loss_cls: 1.7710, loss: 1.7710 +2023-12-29 03:40:13,935 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 1 day, 9:38:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9225, loss_cls: 1.7048, loss: 1.7048 +2023-12-29 03:40:36,605 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 1 day, 9:38:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9256, loss_cls: 1.7232, loss: 1.7232 +2023-12-29 03:40:59,225 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 1 day, 9:37:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9269, loss_cls: 1.7850, loss: 1.7850 +2023-12-29 03:41:21,896 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 1 day, 9:37:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9250, loss_cls: 1.7626, loss: 1.7626 +2023-12-29 03:41:44,577 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 1 day, 9:37:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9256, loss_cls: 1.7421, loss: 1.7421 +2023-12-29 03:42:07,227 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 1 day, 9:36:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9306, loss_cls: 1.7059, loss: 1.7059 +2023-12-29 03:42:29,855 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 1 day, 9:36:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9194, loss_cls: 1.8812, loss: 1.8812 +2023-12-29 03:42:52,429 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 1 day, 9:35:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9231, loss_cls: 1.7876, loss: 1.7876 +2023-12-29 03:43:14,965 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 1 day, 9:35:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6756, top5_acc: 0.9119, loss_cls: 1.8559, loss: 1.8559 +2023-12-29 03:43:37,603 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 1 day, 9:34:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9287, loss_cls: 1.7533, loss: 1.7533 +2023-12-29 03:44:00,199 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 1 day, 9:34:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9156, loss_cls: 1.7740, loss: 1.7740 +2023-12-29 03:44:22,794 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 1 day, 9:34:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9225, loss_cls: 1.7859, loss: 1.7859 +2023-12-29 03:44:45,419 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 1 day, 9:33:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9275, loss_cls: 1.7731, loss: 1.7731 +2023-12-29 03:45:07,995 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 1 day, 9:33:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9125, loss_cls: 1.8486, loss: 1.8486 +2023-12-29 03:45:30,669 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 1 day, 9:32:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9281, loss_cls: 1.6929, loss: 1.6929 +2023-12-29 03:45:53,244 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 1 day, 9:32:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9087, loss_cls: 1.8692, loss: 1.8692 +2023-12-29 03:46:15,900 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 1 day, 9:31:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9213, loss_cls: 1.7343, loss: 1.7343 +2023-12-29 03:46:38,527 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 1 day, 9:31:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9300, loss_cls: 1.7374, loss: 1.7374 +2023-12-29 03:47:01,127 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 1 day, 9:31:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9206, loss_cls: 1.8659, loss: 1.8659 +2023-12-29 03:47:23,701 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 1 day, 9:30:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6769, top5_acc: 0.9231, loss_cls: 1.7888, loss: 1.7888 +2023-12-29 03:47:46,272 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 1 day, 9:30:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9263, loss_cls: 1.7562, loss: 1.7562 +2023-12-29 03:48:08,866 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 1 day, 9:29:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9169, loss_cls: 1.8001, loss: 1.8001 +2023-12-29 03:48:31,400 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 1 day, 9:29:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9200, loss_cls: 1.7811, loss: 1.7811 +2023-12-29 03:48:54,013 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 1 day, 9:28:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9200, loss_cls: 1.8458, loss: 1.8458 +2023-12-29 03:49:16,627 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 1 day, 9:28:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9213, loss_cls: 1.7736, loss: 1.7736 +2023-12-29 03:49:26,030 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-29 03:52:59,954 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 03:53:00,438 - pyskl - INFO - +top1_acc 0.5859 +top5_acc 0.8740 +2023-12-29 03:53:00,459 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.5859, top5_acc: 0.8740 +2023-12-29 03:53:44,144 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 1 day, 9:29:21, time: 0.437, data_time: 0.211, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9250, loss_cls: 1.8186, loss: 1.8186 +2023-12-29 03:54:06,741 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 1 day, 9:28:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9194, loss_cls: 1.7321, loss: 1.7321 +2023-12-29 03:54:29,370 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 1 day, 9:28:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9194, loss_cls: 1.7370, loss: 1.7370 +2023-12-29 03:54:52,033 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 1 day, 9:28:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9306, loss_cls: 1.7335, loss: 1.7335 +2023-12-29 03:55:14,733 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 1 day, 9:27:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9237, loss_cls: 1.7769, loss: 1.7769 +2023-12-29 03:55:37,432 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 1 day, 9:27:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6737, top5_acc: 0.9200, loss_cls: 1.8186, loss: 1.8186 +2023-12-29 03:56:00,116 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 1 day, 9:26:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9181, loss_cls: 1.8108, loss: 1.8108 +2023-12-29 03:56:22,700 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 1 day, 9:26:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9356, loss_cls: 1.7208, loss: 1.7208 +2023-12-29 03:56:45,261 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 1 day, 9:25:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9313, loss_cls: 1.7809, loss: 1.7809 +2023-12-29 03:57:07,925 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 1 day, 9:25:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9369, loss_cls: 1.7328, loss: 1.7328 +2023-12-29 03:57:30,512 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 1 day, 9:25:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9200, loss_cls: 1.7967, loss: 1.7967 +2023-12-29 03:57:53,079 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 1 day, 9:24:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9325, loss_cls: 1.7484, loss: 1.7484 +2023-12-29 03:58:15,673 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 1 day, 9:24:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9281, loss_cls: 1.8240, loss: 1.8240 +2023-12-29 03:58:38,279 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 1 day, 9:23:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9225, loss_cls: 1.8147, loss: 1.8147 +2023-12-29 03:59:00,907 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 1 day, 9:23:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9194, loss_cls: 1.8000, loss: 1.8000 +2023-12-29 03:59:23,467 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 1 day, 9:22:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9175, loss_cls: 1.8650, loss: 1.8650 +2023-12-29 03:59:46,135 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 1 day, 9:22:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9337, loss_cls: 1.7290, loss: 1.7290 +2023-12-29 04:00:08,830 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 1 day, 9:22:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6800, top5_acc: 0.9275, loss_cls: 1.7788, loss: 1.7788 +2023-12-29 04:00:31,625 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 1 day, 9:21:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9206, loss_cls: 1.7977, loss: 1.7977 +2023-12-29 04:00:54,331 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 1 day, 9:21:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9206, loss_cls: 1.8009, loss: 1.8009 +2023-12-29 04:01:17,064 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 1 day, 9:20:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9369, loss_cls: 1.6576, loss: 1.6576 +2023-12-29 04:01:39,798 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 1 day, 9:20:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9363, loss_cls: 1.6256, loss: 1.6256 +2023-12-29 04:02:02,439 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 1 day, 9:19:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9213, loss_cls: 1.7704, loss: 1.7704 +2023-12-29 04:02:25,246 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 1 day, 9:19:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9344, loss_cls: 1.7065, loss: 1.7065 +2023-12-29 04:02:47,878 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 1 day, 9:19:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9181, loss_cls: 1.7607, loss: 1.7607 +2023-12-29 04:03:10,467 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 1 day, 9:18:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9294, loss_cls: 1.6112, loss: 1.6112 +2023-12-29 04:03:33,024 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 1 day, 9:18:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9131, loss_cls: 1.8050, loss: 1.8050 +2023-12-29 04:03:55,598 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 1 day, 9:17:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9187, loss_cls: 1.8214, loss: 1.8214 +2023-12-29 04:04:18,206 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 1 day, 9:17:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9150, loss_cls: 1.8205, loss: 1.8205 +2023-12-29 04:04:40,785 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 1 day, 9:16:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9400, loss_cls: 1.6301, loss: 1.6301 +2023-12-29 04:05:03,354 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 1 day, 9:16:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9181, loss_cls: 1.8057, loss: 1.8057 +2023-12-29 04:05:25,893 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 1 day, 9:16:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6800, top5_acc: 0.9250, loss_cls: 1.8217, loss: 1.8217 +2023-12-29 04:05:48,470 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 1 day, 9:15:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9313, loss_cls: 1.6762, loss: 1.6762 +2023-12-29 04:06:11,078 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 1 day, 9:15:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9150, loss_cls: 1.8419, loss: 1.8419 +2023-12-29 04:06:33,706 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 1 day, 9:14:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9187, loss_cls: 1.8139, loss: 1.8139 +2023-12-29 04:06:56,317 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 1 day, 9:14:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9213, loss_cls: 1.7990, loss: 1.7990 +2023-12-29 04:07:18,920 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 1 day, 9:13:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9187, loss_cls: 1.7923, loss: 1.7923 +2023-12-29 04:07:41,494 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 1 day, 9:13:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9244, loss_cls: 1.6964, loss: 1.6964 +2023-12-29 04:08:04,137 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 1 day, 9:13:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9225, loss_cls: 1.7731, loss: 1.7731 +2023-12-29 04:08:13,646 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-29 04:11:47,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 04:11:48,241 - pyskl - INFO - +top1_acc 0.5623 +top5_acc 0.8525 +2023-12-29 04:11:48,261 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.5623, top5_acc: 0.8525 +2023-12-29 04:12:32,184 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 1 day, 9:13:54, time: 0.439, data_time: 0.213, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9256, loss_cls: 1.7453, loss: 1.7453 +2023-12-29 04:12:54,799 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 1 day, 9:13:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9363, loss_cls: 1.6357, loss: 1.6357 +2023-12-29 04:13:17,357 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 1 day, 9:13:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 1.6391, loss: 1.6391 +2023-12-29 04:13:39,933 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 1 day, 9:12:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9306, loss_cls: 1.6675, loss: 1.6675 +2023-12-29 04:14:02,630 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 1 day, 9:12:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9294, loss_cls: 1.6362, loss: 1.6362 +2023-12-29 04:14:25,304 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 1 day, 9:11:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9219, loss_cls: 1.7703, loss: 1.7703 +2023-12-29 04:14:48,055 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 1 day, 9:11:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9269, loss_cls: 1.7275, loss: 1.7275 +2023-12-29 04:15:10,902 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 1 day, 9:10:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9313, loss_cls: 1.7395, loss: 1.7395 +2023-12-29 04:15:33,652 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 1 day, 9:10:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9287, loss_cls: 1.7015, loss: 1.7015 +2023-12-29 04:15:56,363 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 1 day, 9:10:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9300, loss_cls: 1.6896, loss: 1.6896 +2023-12-29 04:16:19,038 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 1 day, 9:09:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9363, loss_cls: 1.6571, loss: 1.6571 +2023-12-29 04:16:41,714 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 1 day, 9:09:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6656, top5_acc: 0.9163, loss_cls: 1.9015, loss: 1.9015 +2023-12-29 04:17:04,373 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 1 day, 9:08:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9231, loss_cls: 1.7255, loss: 1.7255 +2023-12-29 04:17:27,090 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 1 day, 9:08:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9263, loss_cls: 1.7592, loss: 1.7592 +2023-12-29 04:17:49,720 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 1 day, 9:07:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9294, loss_cls: 1.6889, loss: 1.6889 +2023-12-29 04:18:12,371 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 1 day, 9:07:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9225, loss_cls: 1.7860, loss: 1.7860 +2023-12-29 04:18:35,006 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 1 day, 9:07:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9075, loss_cls: 1.8568, loss: 1.8568 +2023-12-29 04:18:57,662 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 1 day, 9:06:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9269, loss_cls: 1.7742, loss: 1.7742 +2023-12-29 04:19:20,376 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 1 day, 9:06:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9263, loss_cls: 1.8361, loss: 1.8361 +2023-12-29 04:19:43,119 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 1 day, 9:05:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9244, loss_cls: 1.8382, loss: 1.8382 +2023-12-29 04:20:05,903 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 1 day, 9:05:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9275, loss_cls: 1.6720, loss: 1.6720 +2023-12-29 04:20:28,690 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 1 day, 9:05:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9169, loss_cls: 1.8232, loss: 1.8232 +2023-12-29 04:20:51,490 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 1 day, 9:04:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9256, loss_cls: 1.8325, loss: 1.8325 +2023-12-29 04:21:14,253 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 1 day, 9:04:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9200, loss_cls: 1.8139, loss: 1.8139 +2023-12-29 04:21:37,012 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 1 day, 9:03:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9325, loss_cls: 1.7098, loss: 1.7098 +2023-12-29 04:21:59,761 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 1 day, 9:03:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9300, loss_cls: 1.6604, loss: 1.6604 +2023-12-29 04:22:22,501 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 1 day, 9:03:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9156, loss_cls: 1.7904, loss: 1.7904 +2023-12-29 04:22:45,183 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 1 day, 9:02:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9256, loss_cls: 1.7324, loss: 1.7324 +2023-12-29 04:23:07,844 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 1 day, 9:02:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9231, loss_cls: 1.7549, loss: 1.7549 +2023-12-29 04:23:30,472 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 1 day, 9:01:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9175, loss_cls: 1.7337, loss: 1.7337 +2023-12-29 04:23:53,086 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 1 day, 9:01:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9263, loss_cls: 1.7729, loss: 1.7729 +2023-12-29 04:24:15,901 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 1 day, 9:00:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9275, loss_cls: 1.7794, loss: 1.7794 +2023-12-29 04:24:38,853 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 1 day, 9:00:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9231, loss_cls: 1.8098, loss: 1.8098 +2023-12-29 04:25:01,569 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 1 day, 9:00:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9300, loss_cls: 1.7549, loss: 1.7549 +2023-12-29 04:25:24,260 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 1 day, 8:59:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9287, loss_cls: 1.7006, loss: 1.7006 +2023-12-29 04:25:46,943 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 1 day, 8:59:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9263, loss_cls: 1.7301, loss: 1.7301 +2023-12-29 04:26:09,618 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 1 day, 8:58:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9225, loss_cls: 1.7443, loss: 1.7443 +2023-12-29 04:26:32,345 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 1 day, 8:58:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9206, loss_cls: 1.7901, loss: 1.7901 +2023-12-29 04:26:55,075 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 1 day, 8:58:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9275, loss_cls: 1.7695, loss: 1.7695 +2023-12-29 04:27:04,549 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-29 04:30:39,064 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 04:30:39,548 - pyskl - INFO - +top1_acc 0.5710 +top5_acc 0.8655 +2023-12-29 04:30:39,571 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.5710, top5_acc: 0.8655 +2023-12-29 04:31:23,234 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 1 day, 8:58:48, time: 0.437, data_time: 0.210, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9256, loss_cls: 1.6950, loss: 1.6950 +2023-12-29 04:31:45,948 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 1 day, 8:58:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9337, loss_cls: 1.6074, loss: 1.6074 +2023-12-29 04:32:08,635 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 1 day, 8:57:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9269, loss_cls: 1.6617, loss: 1.6617 +2023-12-29 04:32:31,241 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 1 day, 8:57:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9263, loss_cls: 1.7336, loss: 1.7336 +2023-12-29 04:32:53,856 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 1 day, 8:57:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9300, loss_cls: 1.7177, loss: 1.7177 +2023-12-29 04:33:16,504 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 1 day, 8:56:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9213, loss_cls: 1.7517, loss: 1.7517 +2023-12-29 04:33:39,080 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 1 day, 8:56:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9181, loss_cls: 1.8170, loss: 1.8170 +2023-12-29 04:34:01,781 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 1 day, 8:55:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9275, loss_cls: 1.7747, loss: 1.7747 +2023-12-29 04:34:24,460 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 1 day, 8:55:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9306, loss_cls: 1.7443, loss: 1.7443 +2023-12-29 04:34:47,123 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 1 day, 8:54:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9231, loss_cls: 1.7241, loss: 1.7241 +2023-12-29 04:35:09,740 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 1 day, 8:54:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9244, loss_cls: 1.7393, loss: 1.7393 +2023-12-29 04:35:32,321 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 1 day, 8:54:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9287, loss_cls: 1.7270, loss: 1.7270 +2023-12-29 04:35:54,924 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 1 day, 8:53:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9331, loss_cls: 1.7406, loss: 1.7406 +2023-12-29 04:36:17,662 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 1 day, 8:53:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9256, loss_cls: 1.7468, loss: 1.7468 +2023-12-29 04:36:40,312 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 1 day, 8:52:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9250, loss_cls: 1.6486, loss: 1.6486 +2023-12-29 04:37:02,984 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 1 day, 8:52:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9119, loss_cls: 1.7709, loss: 1.7709 +2023-12-29 04:37:25,623 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 1 day, 8:52:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9206, loss_cls: 1.7181, loss: 1.7181 +2023-12-29 04:37:48,198 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 1 day, 8:51:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9363, loss_cls: 1.6794, loss: 1.6794 +2023-12-29 04:38:10,784 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 1 day, 8:51:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9275, loss_cls: 1.7274, loss: 1.7274 +2023-12-29 04:38:33,399 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 1 day, 8:50:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 1.6930, loss: 1.6930 +2023-12-29 04:38:56,049 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 1 day, 8:50:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9269, loss_cls: 1.7765, loss: 1.7765 +2023-12-29 04:39:18,723 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 1 day, 8:49:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9219, loss_cls: 1.7796, loss: 1.7796 +2023-12-29 04:39:41,350 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 1 day, 8:49:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9225, loss_cls: 1.8150, loss: 1.8150 +2023-12-29 04:40:03,995 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 1 day, 8:49:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9294, loss_cls: 1.7763, loss: 1.7763 +2023-12-29 04:40:26,642 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 1 day, 8:48:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9381, loss_cls: 1.6124, loss: 1.6124 +2023-12-29 04:40:49,320 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 1 day, 8:48:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9225, loss_cls: 1.7712, loss: 1.7712 +2023-12-29 04:41:11,988 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 1 day, 8:47:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9119, loss_cls: 1.8627, loss: 1.8627 +2023-12-29 04:41:34,684 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 1 day, 8:47:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9119, loss_cls: 1.8848, loss: 1.8848 +2023-12-29 04:41:57,310 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 1 day, 8:46:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9250, loss_cls: 1.7463, loss: 1.7463 +2023-12-29 04:42:19,918 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 1 day, 8:46:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9319, loss_cls: 1.7228, loss: 1.7228 +2023-12-29 04:42:42,553 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 1 day, 8:46:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9206, loss_cls: 1.7522, loss: 1.7522 +2023-12-29 04:43:05,213 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 1 day, 8:45:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9281, loss_cls: 1.7018, loss: 1.7018 +2023-12-29 04:43:27,817 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 1 day, 8:45:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9206, loss_cls: 1.8235, loss: 1.8235 +2023-12-29 04:43:50,412 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 1 day, 8:44:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9125, loss_cls: 1.7928, loss: 1.7928 +2023-12-29 04:44:13,211 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 1 day, 8:44:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9381, loss_cls: 1.6802, loss: 1.6802 +2023-12-29 04:44:35,989 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 1 day, 8:44:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9344, loss_cls: 1.6430, loss: 1.6430 +2023-12-29 04:44:58,676 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 1 day, 8:43:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9306, loss_cls: 1.6732, loss: 1.6732 +2023-12-29 04:45:21,302 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 1 day, 8:43:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9356, loss_cls: 1.7234, loss: 1.7234 +2023-12-29 04:45:43,942 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 1 day, 8:42:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9369, loss_cls: 1.7300, loss: 1.7300 +2023-12-29 04:45:53,357 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-29 04:49:27,824 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 04:49:28,308 - pyskl - INFO - +top1_acc 0.6540 +top5_acc 0.8996 +2023-12-29 04:49:28,312 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_16.pth was removed +2023-12-29 04:49:28,445 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2023-12-29 04:49:28,447 - pyskl - INFO - Best top1_acc is 0.6540 at 20 epoch. +2023-12-29 04:49:28,468 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6540, top5_acc: 0.8996 +2023-12-29 04:50:12,442 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 1 day, 8:43:30, time: 0.440, data_time: 0.213, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9287, loss_cls: 1.7075, loss: 1.7075 +2023-12-29 04:50:35,060 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 1 day, 8:43:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9169, loss_cls: 1.7923, loss: 1.7923 +2023-12-29 04:50:57,693 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 1 day, 8:42:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9269, loss_cls: 1.7153, loss: 1.7153 +2023-12-29 04:51:20,349 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 1 day, 8:42:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9256, loss_cls: 1.7560, loss: 1.7560 +2023-12-29 04:51:43,026 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 1 day, 8:41:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9306, loss_cls: 1.6027, loss: 1.6027 +2023-12-29 04:52:05,651 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 1 day, 8:41:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9275, loss_cls: 1.6594, loss: 1.6594 +2023-12-29 04:52:28,260 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 1 day, 8:40:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9287, loss_cls: 1.7207, loss: 1.7207 +2023-12-29 04:52:50,872 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 1 day, 8:40:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6800, top5_acc: 0.9144, loss_cls: 1.8510, loss: 1.8510 +2023-12-29 04:53:13,574 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 1 day, 8:40:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9269, loss_cls: 1.7735, loss: 1.7735 +2023-12-29 04:53:36,211 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 1 day, 8:39:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9350, loss_cls: 1.6828, loss: 1.6828 +2023-12-29 04:53:58,859 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 1 day, 8:39:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9363, loss_cls: 1.6637, loss: 1.6637 +2023-12-29 04:54:21,487 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 1 day, 8:38:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9275, loss_cls: 1.7210, loss: 1.7210 +2023-12-29 04:54:44,166 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 1 day, 8:38:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 1.7076, loss: 1.7076 +2023-12-29 04:55:06,895 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 1 day, 8:38:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9275, loss_cls: 1.7311, loss: 1.7311 +2023-12-29 04:55:29,591 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 1 day, 8:37:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9375, loss_cls: 1.6853, loss: 1.6853 +2023-12-29 04:55:52,272 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 1 day, 8:37:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9344, loss_cls: 1.6391, loss: 1.6391 +2023-12-29 04:56:14,924 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 1 day, 8:36:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9244, loss_cls: 1.6809, loss: 1.6809 +2023-12-29 04:56:37,567 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 1 day, 8:36:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9275, loss_cls: 1.6943, loss: 1.6943 +2023-12-29 04:57:00,238 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 1 day, 8:35:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9256, loss_cls: 1.7200, loss: 1.7200 +2023-12-29 04:57:22,895 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 1 day, 8:35:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9300, loss_cls: 1.7227, loss: 1.7227 +2023-12-29 04:57:45,568 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 1 day, 8:35:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9137, loss_cls: 1.7941, loss: 1.7941 +2023-12-29 04:58:08,268 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 1 day, 8:34:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9294, loss_cls: 1.7324, loss: 1.7324 +2023-12-29 04:58:30,936 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 1 day, 8:34:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9344, loss_cls: 1.6347, loss: 1.6347 +2023-12-29 04:58:53,593 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 1 day, 8:33:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9269, loss_cls: 1.7389, loss: 1.7389 +2023-12-29 04:59:16,252 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 1 day, 8:33:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9219, loss_cls: 1.7850, loss: 1.7850 +2023-12-29 04:59:38,889 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 1 day, 8:33:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9325, loss_cls: 1.6907, loss: 1.6907 +2023-12-29 05:00:01,559 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 1 day, 8:32:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9319, loss_cls: 1.6510, loss: 1.6510 +2023-12-29 05:00:24,288 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 1 day, 8:32:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9119, loss_cls: 1.7813, loss: 1.7813 +2023-12-29 05:00:46,933 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 1 day, 8:31:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9194, loss_cls: 1.7762, loss: 1.7762 +2023-12-29 05:01:09,558 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 1 day, 8:31:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9331, loss_cls: 1.7784, loss: 1.7784 +2023-12-29 05:01:32,192 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 1 day, 8:30:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9287, loss_cls: 1.7746, loss: 1.7746 +2023-12-29 05:01:54,807 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 1 day, 8:30:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9350, loss_cls: 1.6605, loss: 1.6605 +2023-12-29 05:02:17,415 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 1 day, 8:30:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9256, loss_cls: 1.7325, loss: 1.7325 +2023-12-29 05:02:40,052 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 1 day, 8:29:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9325, loss_cls: 1.7057, loss: 1.7057 +2023-12-29 05:03:02,739 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 1 day, 8:29:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9175, loss_cls: 1.7957, loss: 1.7957 +2023-12-29 05:03:25,492 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 1 day, 8:28:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9181, loss_cls: 1.7742, loss: 1.7742 +2023-12-29 05:03:48,285 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 1 day, 8:28:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9331, loss_cls: 1.6106, loss: 1.6106 +2023-12-29 05:04:10,992 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 1 day, 8:28:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9313, loss_cls: 1.6765, loss: 1.6765 +2023-12-29 05:04:33,704 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 1 day, 8:27:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9287, loss_cls: 1.6726, loss: 1.6726 +2023-12-29 05:04:43,219 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-29 05:08:17,664 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 05:08:18,147 - pyskl - INFO - +top1_acc 0.5790 +top5_acc 0.8608 +2023-12-29 05:08:18,171 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.5790, top5_acc: 0.8608 +2023-12-29 05:09:02,344 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 1 day, 8:28:17, time: 0.442, data_time: 0.217, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9287, loss_cls: 1.7362, loss: 1.7362 +2023-12-29 05:09:24,955 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 1 day, 8:27:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9356, loss_cls: 1.6716, loss: 1.6716 +2023-12-29 05:09:47,583 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 1 day, 8:27:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9244, loss_cls: 1.6917, loss: 1.6917 +2023-12-29 05:10:10,212 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 1 day, 8:27:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 1.6186, loss: 1.6186 +2023-12-29 05:10:32,941 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 1 day, 8:26:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9294, loss_cls: 1.6728, loss: 1.6728 +2023-12-29 05:10:55,633 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 1 day, 8:26:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9350, loss_cls: 1.6604, loss: 1.6604 +2023-12-29 05:11:18,290 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 1 day, 8:25:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9231, loss_cls: 1.6775, loss: 1.6775 +2023-12-29 05:11:40,916 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 1 day, 8:25:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9356, loss_cls: 1.6145, loss: 1.6145 +2023-12-29 05:12:03,516 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 1 day, 8:24:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6769, top5_acc: 0.9137, loss_cls: 1.8472, loss: 1.8472 +2023-12-29 05:12:26,145 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 1 day, 8:24:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9225, loss_cls: 1.6944, loss: 1.6944 +2023-12-29 05:12:48,789 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 1 day, 8:24:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9175, loss_cls: 1.7896, loss: 1.7896 +2023-12-29 05:13:11,522 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 1 day, 8:23:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9337, loss_cls: 1.7388, loss: 1.7388 +2023-12-29 05:13:34,219 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 1 day, 8:23:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9231, loss_cls: 1.7189, loss: 1.7189 +2023-12-29 05:13:56,981 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 1 day, 8:22:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9256, loss_cls: 1.7118, loss: 1.7118 +2023-12-29 05:14:19,623 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 1 day, 8:22:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9425, loss_cls: 1.5666, loss: 1.5666 +2023-12-29 05:14:42,306 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 1 day, 8:22:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9169, loss_cls: 1.6912, loss: 1.6912 +2023-12-29 05:15:04,966 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 1 day, 8:21:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9244, loss_cls: 1.7542, loss: 1.7542 +2023-12-29 05:15:27,566 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 1 day, 8:21:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9350, loss_cls: 1.6921, loss: 1.6921 +2023-12-29 05:15:50,253 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 1 day, 8:20:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9356, loss_cls: 1.6655, loss: 1.6655 +2023-12-29 05:16:12,926 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 1 day, 8:20:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9363, loss_cls: 1.6557, loss: 1.6557 +2023-12-29 05:16:35,575 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 1 day, 8:19:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9275, loss_cls: 1.7107, loss: 1.7107 +2023-12-29 05:16:58,167 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 1 day, 8:19:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9225, loss_cls: 1.7001, loss: 1.7001 +2023-12-29 05:17:20,746 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 1 day, 8:19:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9300, loss_cls: 1.6630, loss: 1.6630 +2023-12-29 05:17:43,414 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 1 day, 8:18:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9350, loss_cls: 1.6544, loss: 1.6544 +2023-12-29 05:18:06,040 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 1 day, 8:18:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9169, loss_cls: 1.7972, loss: 1.7972 +2023-12-29 05:18:28,665 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 1 day, 8:17:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9325, loss_cls: 1.6937, loss: 1.6937 +2023-12-29 05:18:51,268 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 1 day, 8:17:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9256, loss_cls: 1.7357, loss: 1.7357 +2023-12-29 05:19:13,923 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 1 day, 8:17:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6800, top5_acc: 0.9319, loss_cls: 1.7607, loss: 1.7607 +2023-12-29 05:19:36,611 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 1 day, 8:16:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9381, loss_cls: 1.6720, loss: 1.6720 +2023-12-29 05:19:59,206 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 1 day, 8:16:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9250, loss_cls: 1.7099, loss: 1.7099 +2023-12-29 05:20:21,776 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 1 day, 8:15:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9200, loss_cls: 1.7612, loss: 1.7612 +2023-12-29 05:20:44,332 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 1 day, 8:15:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9225, loss_cls: 1.7170, loss: 1.7170 +2023-12-29 05:21:06,925 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 1 day, 8:14:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9244, loss_cls: 1.7178, loss: 1.7178 +2023-12-29 05:21:29,506 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 1 day, 8:14:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9300, loss_cls: 1.6863, loss: 1.6863 +2023-12-29 05:21:52,414 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 1 day, 8:14:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9269, loss_cls: 1.7186, loss: 1.7186 +2023-12-29 05:22:15,246 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 1 day, 8:13:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9287, loss_cls: 1.7635, loss: 1.7635 +2023-12-29 05:22:38,062 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 1 day, 8:13:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9294, loss_cls: 1.6499, loss: 1.6499 +2023-12-29 05:23:00,841 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 1 day, 8:12:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9250, loss_cls: 1.7150, loss: 1.7150 +2023-12-29 05:23:23,632 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 1 day, 8:12:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9331, loss_cls: 1.7254, loss: 1.7254 +2023-12-29 05:23:33,227 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-29 05:27:07,452 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 05:27:07,938 - pyskl - INFO - +top1_acc 0.5992 +top5_acc 0.8891 +2023-12-29 05:27:07,960 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.5992, top5_acc: 0.8891 +2023-12-29 05:27:51,808 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 1 day, 8:13:03, time: 0.438, data_time: 0.213, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9244, loss_cls: 1.7722, loss: 1.7722 +2023-12-29 05:28:14,359 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 1 day, 8:12:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9244, loss_cls: 1.7755, loss: 1.7755 +2023-12-29 05:28:36,933 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 1 day, 8:12:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9306, loss_cls: 1.6787, loss: 1.6787 +2023-12-29 05:28:59,484 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 1 day, 8:11:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9256, loss_cls: 1.7341, loss: 1.7341 +2023-12-29 05:29:22,046 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 1 day, 8:11:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9213, loss_cls: 1.7151, loss: 1.7151 +2023-12-29 05:29:44,600 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 1 day, 8:10:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9287, loss_cls: 1.6695, loss: 1.6695 +2023-12-29 05:30:07,197 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 1 day, 8:10:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9294, loss_cls: 1.6486, loss: 1.6486 +2023-12-29 05:30:29,762 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 1 day, 8:10:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9200, loss_cls: 1.6876, loss: 1.6876 +2023-12-29 05:30:52,409 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 1 day, 8:09:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9250, loss_cls: 1.8162, loss: 1.8162 +2023-12-29 05:31:15,029 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 1 day, 8:09:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9250, loss_cls: 1.7398, loss: 1.7398 +2023-12-29 05:31:37,788 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 1 day, 8:08:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9287, loss_cls: 1.6731, loss: 1.6731 +2023-12-29 05:32:00,560 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 1 day, 8:08:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9263, loss_cls: 1.6769, loss: 1.6769 +2023-12-29 05:32:23,232 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 1 day, 8:08:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9344, loss_cls: 1.7185, loss: 1.7185 +2023-12-29 05:32:45,857 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 1 day, 8:07:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9144, loss_cls: 1.7921, loss: 1.7921 +2023-12-29 05:33:08,583 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 1 day, 8:07:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9369, loss_cls: 1.6022, loss: 1.6022 +2023-12-29 05:33:31,289 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 1 day, 8:06:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9275, loss_cls: 1.7425, loss: 1.7425 +2023-12-29 05:33:53,995 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 1 day, 8:06:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9269, loss_cls: 1.7689, loss: 1.7689 +2023-12-29 05:34:16,691 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 1 day, 8:05:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9331, loss_cls: 1.6131, loss: 1.6131 +2023-12-29 05:34:39,432 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 1 day, 8:05:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9363, loss_cls: 1.6861, loss: 1.6861 +2023-12-29 05:35:02,147 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 1 day, 8:05:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9413, loss_cls: 1.6436, loss: 1.6436 +2023-12-29 05:35:24,822 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 1 day, 8:04:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6794, top5_acc: 0.9225, loss_cls: 1.7510, loss: 1.7510 +2023-12-29 05:35:47,462 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 1 day, 8:04:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9281, loss_cls: 1.7624, loss: 1.7624 +2023-12-29 05:36:10,128 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 1 day, 8:03:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9325, loss_cls: 1.7137, loss: 1.7137 +2023-12-29 05:36:32,877 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 1 day, 8:03:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9225, loss_cls: 1.7761, loss: 1.7761 +2023-12-29 05:36:55,531 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 1 day, 8:03:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9281, loss_cls: 1.6671, loss: 1.6671 +2023-12-29 05:37:18,212 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 1 day, 8:02:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9381, loss_cls: 1.6845, loss: 1.6845 +2023-12-29 05:37:40,816 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 1 day, 8:02:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9287, loss_cls: 1.7184, loss: 1.7184 +2023-12-29 05:38:03,428 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 1 day, 8:01:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9306, loss_cls: 1.6486, loss: 1.6486 +2023-12-29 05:38:26,004 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 1 day, 8:01:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9250, loss_cls: 1.7397, loss: 1.7397 +2023-12-29 05:38:48,629 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 1 day, 8:00:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9331, loss_cls: 1.6576, loss: 1.6576 +2023-12-29 05:39:11,311 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 1 day, 8:00:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9331, loss_cls: 1.6448, loss: 1.6448 +2023-12-29 05:39:34,066 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 1 day, 8:00:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9256, loss_cls: 1.6954, loss: 1.6954 +2023-12-29 05:39:56,773 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 1 day, 7:59:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9425, loss_cls: 1.6130, loss: 1.6130 +2023-12-29 05:40:19,499 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 1 day, 7:59:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9331, loss_cls: 1.5443, loss: 1.5443 +2023-12-29 05:40:42,213 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 1 day, 7:58:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9313, loss_cls: 1.6561, loss: 1.6561 +2023-12-29 05:41:05,016 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 1 day, 7:58:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9163, loss_cls: 1.6996, loss: 1.6996 +2023-12-29 05:41:27,759 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 1 day, 7:58:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9275, loss_cls: 1.7686, loss: 1.7686 +2023-12-29 05:41:50,513 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 1 day, 7:57:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9325, loss_cls: 1.6942, loss: 1.6942 +2023-12-29 05:42:13,142 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 1 day, 7:57:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9263, loss_cls: 1.7781, loss: 1.7781 +2023-12-29 05:42:22,557 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-29 05:45:56,880 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 05:45:57,450 - pyskl - INFO - +top1_acc 0.6319 +top5_acc 0.8955 +2023-12-29 05:45:57,469 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.6319, top5_acc: 0.8955 +2023-12-29 05:46:40,768 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 1 day, 7:57:48, time: 0.433, data_time: 0.208, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9313, loss_cls: 1.6687, loss: 1.6687 +2023-12-29 05:47:03,284 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 1 day, 7:57:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9369, loss_cls: 1.6244, loss: 1.6244 +2023-12-29 05:47:25,889 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 1 day, 7:56:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9319, loss_cls: 1.7040, loss: 1.7040 +2023-12-29 05:47:48,610 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 1 day, 7:56:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9244, loss_cls: 1.6959, loss: 1.6959 +2023-12-29 05:48:11,275 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 1 day, 7:56:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9281, loss_cls: 1.6633, loss: 1.6633 +2023-12-29 05:48:33,959 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 1 day, 7:55:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9363, loss_cls: 1.5850, loss: 1.5850 +2023-12-29 05:48:56,553 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 1 day, 7:55:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9375, loss_cls: 1.6439, loss: 1.6439 +2023-12-29 05:49:19,196 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 1 day, 7:54:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9344, loss_cls: 1.6867, loss: 1.6867 +2023-12-29 05:49:41,917 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 1 day, 7:54:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9287, loss_cls: 1.6969, loss: 1.6969 +2023-12-29 05:50:04,627 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 1 day, 7:54:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9325, loss_cls: 1.6846, loss: 1.6846 +2023-12-29 05:50:27,328 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 1 day, 7:53:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9356, loss_cls: 1.6426, loss: 1.6426 +2023-12-29 05:50:49,911 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 1 day, 7:53:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9269, loss_cls: 1.7094, loss: 1.7094 +2023-12-29 05:51:12,575 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 1 day, 7:52:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9344, loss_cls: 1.6255, loss: 1.6255 +2023-12-29 05:51:35,249 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 1 day, 7:52:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9225, loss_cls: 1.7730, loss: 1.7730 +2023-12-29 05:51:57,967 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 1 day, 7:52:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9300, loss_cls: 1.7443, loss: 1.7443 +2023-12-29 05:52:20,551 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 1 day, 7:51:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9337, loss_cls: 1.6302, loss: 1.6302 +2023-12-29 05:52:43,096 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 1 day, 7:51:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9237, loss_cls: 1.8078, loss: 1.8078 +2023-12-29 05:53:05,649 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 1 day, 7:50:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9294, loss_cls: 1.6870, loss: 1.6870 +2023-12-29 05:53:28,172 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 1 day, 7:50:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9300, loss_cls: 1.7221, loss: 1.7221 +2023-12-29 05:53:50,739 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 1 day, 7:49:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9225, loss_cls: 1.7766, loss: 1.7766 +2023-12-29 05:54:13,314 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 1 day, 7:49:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9300, loss_cls: 1.6588, loss: 1.6588 +2023-12-29 05:54:35,881 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 1 day, 7:49:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9306, loss_cls: 1.7132, loss: 1.7132 +2023-12-29 05:54:58,468 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 1 day, 7:48:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9300, loss_cls: 1.7046, loss: 1.7046 +2023-12-29 05:55:21,152 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 1 day, 7:48:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 1.5878, loss: 1.5878 +2023-12-29 05:55:43,826 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 1 day, 7:47:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9387, loss_cls: 1.6452, loss: 1.6452 +2023-12-29 05:56:06,505 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 1 day, 7:47:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9275, loss_cls: 1.6924, loss: 1.6924 +2023-12-29 05:56:29,102 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 1 day, 7:46:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9300, loss_cls: 1.5726, loss: 1.5726 +2023-12-29 05:56:51,787 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 1 day, 7:46:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9344, loss_cls: 1.6300, loss: 1.6300 +2023-12-29 05:57:14,425 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 1 day, 7:46:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9269, loss_cls: 1.6982, loss: 1.6982 +2023-12-29 05:57:36,995 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 1 day, 7:45:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9231, loss_cls: 1.7298, loss: 1.7298 +2023-12-29 05:57:59,656 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 1 day, 7:45:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9256, loss_cls: 1.7036, loss: 1.7036 +2023-12-29 05:58:22,342 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 1 day, 7:44:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9256, loss_cls: 1.6449, loss: 1.6449 +2023-12-29 05:58:45,172 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 1 day, 7:44:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9313, loss_cls: 1.6647, loss: 1.6647 +2023-12-29 05:59:07,907 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 1 day, 7:44:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9350, loss_cls: 1.7181, loss: 1.7181 +2023-12-29 05:59:30,551 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 1 day, 7:43:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9244, loss_cls: 1.7141, loss: 1.7141 +2023-12-29 05:59:53,186 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 1 day, 7:43:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9131, loss_cls: 1.7249, loss: 1.7249 +2023-12-29 06:00:15,938 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 1 day, 7:42:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9244, loss_cls: 1.7615, loss: 1.7615 +2023-12-29 06:00:38,643 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 1 day, 7:42:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9231, loss_cls: 1.7522, loss: 1.7522 +2023-12-29 06:01:01,330 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 1 day, 7:42:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9263, loss_cls: 1.7681, loss: 1.7681 +2023-12-29 06:01:10,771 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-29 06:04:44,276 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 06:04:44,843 - pyskl - INFO - +top1_acc 0.4851 +top5_acc 0.7990 +2023-12-29 06:04:44,864 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.4851, top5_acc: 0.7990 +2023-12-29 06:05:28,573 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 1 day, 7:42:31, time: 0.437, data_time: 0.211, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9369, loss_cls: 1.6859, loss: 1.6859 +2023-12-29 06:05:51,072 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 1 day, 7:42:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9337, loss_cls: 1.5756, loss: 1.5756 +2023-12-29 06:06:13,592 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 1 day, 7:41:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9219, loss_cls: 1.6804, loss: 1.6804 +2023-12-29 06:06:36,125 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 1 day, 7:41:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9413, loss_cls: 1.5967, loss: 1.5967 +2023-12-29 06:06:58,705 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 1 day, 7:40:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9244, loss_cls: 1.7919, loss: 1.7919 +2023-12-29 06:07:21,271 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 1 day, 7:40:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9294, loss_cls: 1.6232, loss: 1.6232 +2023-12-29 06:07:43,898 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 1 day, 7:39:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9400, loss_cls: 1.6230, loss: 1.6230 +2023-12-29 06:08:06,500 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 1 day, 7:39:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9300, loss_cls: 1.6881, loss: 1.6881 +2023-12-29 06:08:29,053 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 1 day, 7:39:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9344, loss_cls: 1.6284, loss: 1.6284 +2023-12-29 06:08:51,604 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 1 day, 7:38:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9356, loss_cls: 1.6644, loss: 1.6644 +2023-12-29 06:09:14,141 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 1 day, 7:38:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9344, loss_cls: 1.6112, loss: 1.6112 +2023-12-29 06:09:36,687 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 1 day, 7:37:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 1.6346, loss: 1.6346 +2023-12-29 06:09:59,230 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 1 day, 7:37:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9263, loss_cls: 1.7232, loss: 1.7232 +2023-12-29 06:10:21,806 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 1 day, 7:37:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9300, loss_cls: 1.6637, loss: 1.6637 +2023-12-29 06:10:44,342 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 1 day, 7:36:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9275, loss_cls: 1.6664, loss: 1.6664 +2023-12-29 06:11:06,833 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 1 day, 7:36:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9356, loss_cls: 1.6139, loss: 1.6139 +2023-12-29 06:11:29,326 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 1 day, 7:35:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9294, loss_cls: 1.6206, loss: 1.6206 +2023-12-29 06:11:51,857 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 1 day, 7:35:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9306, loss_cls: 1.6460, loss: 1.6460 +2023-12-29 06:12:14,397 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 1 day, 7:34:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9313, loss_cls: 1.6315, loss: 1.6315 +2023-12-29 06:12:36,938 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 1 day, 7:34:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 1.5622, loss: 1.5622 +2023-12-29 06:12:59,432 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 1 day, 7:34:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9250, loss_cls: 1.6545, loss: 1.6545 +2023-12-29 06:13:21,933 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 1 day, 7:33:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9250, loss_cls: 1.7184, loss: 1.7184 +2023-12-29 06:13:44,515 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 1 day, 7:33:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9287, loss_cls: 1.6697, loss: 1.6697 +2023-12-29 06:14:07,183 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 1 day, 7:32:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9344, loss_cls: 1.6518, loss: 1.6518 +2023-12-29 06:14:29,705 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 1 day, 7:32:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9356, loss_cls: 1.6595, loss: 1.6595 +2023-12-29 06:14:52,231 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 1 day, 7:31:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9306, loss_cls: 1.7247, loss: 1.7247 +2023-12-29 06:15:14,766 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 1 day, 7:31:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9287, loss_cls: 1.6658, loss: 1.6658 +2023-12-29 06:15:37,368 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 1 day, 7:31:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9337, loss_cls: 1.7361, loss: 1.7361 +2023-12-29 06:15:59,919 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 1 day, 7:30:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9275, loss_cls: 1.7067, loss: 1.7067 +2023-12-29 06:16:22,495 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 1 day, 7:30:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9231, loss_cls: 1.7255, loss: 1.7255 +2023-12-29 06:16:45,232 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 1 day, 7:29:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9263, loss_cls: 1.6974, loss: 1.6974 +2023-12-29 06:17:07,841 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 1 day, 7:29:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9237, loss_cls: 1.7264, loss: 1.7264 +2023-12-29 06:17:30,408 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 1 day, 7:29:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 1.6261, loss: 1.6261 +2023-12-29 06:17:52,971 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 1 day, 7:28:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9206, loss_cls: 1.7401, loss: 1.7401 +2023-12-29 06:18:15,685 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 1 day, 7:28:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9381, loss_cls: 1.6400, loss: 1.6400 +2023-12-29 06:18:38,328 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 1 day, 7:27:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9281, loss_cls: 1.7232, loss: 1.7232 +2023-12-29 06:19:01,067 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 1 day, 7:27:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9244, loss_cls: 1.7508, loss: 1.7508 +2023-12-29 06:19:23,674 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 1 day, 7:27:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9287, loss_cls: 1.6971, loss: 1.6971 +2023-12-29 06:19:46,355 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 1 day, 7:26:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9287, loss_cls: 1.6903, loss: 1.6903 +2023-12-29 06:19:55,837 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-29 06:23:30,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 06:23:30,644 - pyskl - INFO - +top1_acc 0.4591 +top5_acc 0.7459 +2023-12-29 06:23:30,669 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.4591, top5_acc: 0.7459 +2023-12-29 06:24:14,694 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 1 day, 7:27:03, time: 0.440, data_time: 0.214, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9244, loss_cls: 1.6928, loss: 1.6928 +2023-12-29 06:24:37,188 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 1 day, 7:26:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9444, loss_cls: 1.5965, loss: 1.5965 +2023-12-29 06:24:59,756 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 1 day, 7:26:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9337, loss_cls: 1.7010, loss: 1.7010 +2023-12-29 06:25:22,411 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 1 day, 7:25:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9363, loss_cls: 1.6445, loss: 1.6445 +2023-12-29 06:25:44,922 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 1 day, 7:25:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9300, loss_cls: 1.6302, loss: 1.6302 +2023-12-29 06:26:07,437 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 1 day, 7:24:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9337, loss_cls: 1.6559, loss: 1.6559 +2023-12-29 06:26:29,922 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 1 day, 7:24:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9375, loss_cls: 1.5995, loss: 1.5995 +2023-12-29 06:26:52,459 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 1 day, 7:24:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 1.6480, loss: 1.6480 +2023-12-29 06:27:15,009 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 1 day, 7:23:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9231, loss_cls: 1.6639, loss: 1.6639 +2023-12-29 06:27:37,568 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 1 day, 7:23:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9325, loss_cls: 1.7115, loss: 1.7115 +2023-12-29 06:28:00,204 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 1 day, 7:22:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9269, loss_cls: 1.6291, loss: 1.6291 +2023-12-29 06:28:22,853 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 1 day, 7:22:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9413, loss_cls: 1.6047, loss: 1.6047 +2023-12-29 06:28:45,475 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 1 day, 7:22:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9275, loss_cls: 1.6271, loss: 1.6271 +2023-12-29 06:29:08,088 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 1 day, 7:21:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9281, loss_cls: 1.6467, loss: 1.6467 +2023-12-29 06:29:30,659 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 1 day, 7:21:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9325, loss_cls: 1.6347, loss: 1.6347 +2023-12-29 06:29:53,259 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 1 day, 7:20:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9344, loss_cls: 1.6428, loss: 1.6428 +2023-12-29 06:30:15,850 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 1 day, 7:20:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9369, loss_cls: 1.6845, loss: 1.6845 +2023-12-29 06:30:38,393 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 1 day, 7:19:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9313, loss_cls: 1.6855, loss: 1.6855 +2023-12-29 06:31:00,925 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 1 day, 7:19:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9425, loss_cls: 1.5693, loss: 1.5693 +2023-12-29 06:31:23,478 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 1 day, 7:19:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9200, loss_cls: 1.6993, loss: 1.6993 +2023-12-29 06:31:46,064 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 1 day, 7:18:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9256, loss_cls: 1.6586, loss: 1.6586 +2023-12-29 06:32:08,634 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 1 day, 7:18:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9350, loss_cls: 1.6457, loss: 1.6457 +2023-12-29 06:32:31,245 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 1 day, 7:17:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9244, loss_cls: 1.7564, loss: 1.7564 +2023-12-29 06:32:53,829 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 1 day, 7:17:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9369, loss_cls: 1.7258, loss: 1.7258 +2023-12-29 06:33:16,465 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 1 day, 7:17:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9150, loss_cls: 1.6861, loss: 1.6861 +2023-12-29 06:33:39,117 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 1 day, 7:16:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9225, loss_cls: 1.6795, loss: 1.6795 +2023-12-29 06:34:01,717 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 1 day, 7:16:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9300, loss_cls: 1.6695, loss: 1.6695 +2023-12-29 06:34:24,234 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 1 day, 7:15:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9381, loss_cls: 1.5807, loss: 1.5807 +2023-12-29 06:34:46,804 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 1 day, 7:15:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9206, loss_cls: 1.6839, loss: 1.6839 +2023-12-29 06:35:09,435 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 1 day, 7:14:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 1.5425, loss: 1.5425 +2023-12-29 06:35:32,070 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 1 day, 7:14:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9387, loss_cls: 1.6213, loss: 1.6213 +2023-12-29 06:35:54,685 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 1 day, 7:14:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9331, loss_cls: 1.7224, loss: 1.7224 +2023-12-29 06:36:17,286 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 1 day, 7:13:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9369, loss_cls: 1.6681, loss: 1.6681 +2023-12-29 06:36:39,852 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 1 day, 7:13:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9431, loss_cls: 1.6620, loss: 1.6620 +2023-12-29 06:37:02,456 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 1 day, 7:12:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9369, loss_cls: 1.5919, loss: 1.5919 +2023-12-29 06:37:25,127 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 1 day, 7:12:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9413, loss_cls: 1.6068, loss: 1.6068 +2023-12-29 06:37:47,950 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 1 day, 7:12:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9331, loss_cls: 1.6289, loss: 1.6289 +2023-12-29 06:38:10,615 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 1 day, 7:11:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9231, loss_cls: 1.7234, loss: 1.7234 +2023-12-29 06:38:33,186 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 1 day, 7:11:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9263, loss_cls: 1.7047, loss: 1.7047 +2023-12-29 06:38:42,671 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-29 06:42:16,960 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 06:42:17,438 - pyskl - INFO - +top1_acc 0.6366 +top5_acc 0.8989 +2023-12-29 06:42:17,458 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.6366, top5_acc: 0.8989 +2023-12-29 06:43:00,883 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 1 day, 7:11:38, time: 0.434, data_time: 0.208, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9363, loss_cls: 1.6876, loss: 1.6876 +2023-12-29 06:43:23,545 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 1 day, 7:11:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9231, loss_cls: 1.6949, loss: 1.6949 +2023-12-29 06:43:46,203 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 1 day, 7:10:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9387, loss_cls: 1.5061, loss: 1.5061 +2023-12-29 06:44:08,884 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 1 day, 7:10:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9413, loss_cls: 1.6244, loss: 1.6244 +2023-12-29 06:44:31,650 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 1 day, 7:10:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9313, loss_cls: 1.6462, loss: 1.6462 +2023-12-29 06:44:54,330 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 1 day, 7:09:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9263, loss_cls: 1.6767, loss: 1.6767 +2023-12-29 06:45:17,020 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 1 day, 7:09:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9287, loss_cls: 1.6497, loss: 1.6497 +2023-12-29 06:45:39,645 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 1 day, 7:08:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 1.6346, loss: 1.6346 +2023-12-29 06:46:02,280 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 1 day, 7:08:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9275, loss_cls: 1.7116, loss: 1.7116 +2023-12-29 06:46:24,995 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 1 day, 7:07:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9319, loss_cls: 1.6394, loss: 1.6394 +2023-12-29 06:46:47,754 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 1 day, 7:07:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9219, loss_cls: 1.7238, loss: 1.7238 +2023-12-29 06:47:10,379 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 1 day, 7:07:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9287, loss_cls: 1.6810, loss: 1.6810 +2023-12-29 06:47:32,934 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 1 day, 7:06:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9244, loss_cls: 1.6449, loss: 1.6449 +2023-12-29 06:47:55,571 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 1 day, 7:06:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9369, loss_cls: 1.6659, loss: 1.6659 +2023-12-29 06:48:18,265 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 1 day, 7:05:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9244, loss_cls: 1.6929, loss: 1.6929 +2023-12-29 06:48:40,955 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 1 day, 7:05:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9325, loss_cls: 1.6725, loss: 1.6725 +2023-12-29 06:49:03,635 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 1 day, 7:05:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9281, loss_cls: 1.6972, loss: 1.6972 +2023-12-29 06:49:26,176 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 1 day, 7:04:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9337, loss_cls: 1.5576, loss: 1.5576 +2023-12-29 06:49:48,704 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 1 day, 7:04:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9281, loss_cls: 1.6720, loss: 1.6720 +2023-12-29 06:50:11,240 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 1 day, 7:03:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9331, loss_cls: 1.6609, loss: 1.6609 +2023-12-29 06:50:33,791 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 1 day, 7:03:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 1.5253, loss: 1.5253 +2023-12-29 06:50:56,317 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 1 day, 7:03:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9294, loss_cls: 1.6761, loss: 1.6761 +2023-12-29 06:51:18,835 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 1 day, 7:02:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9319, loss_cls: 1.7201, loss: 1.7201 +2023-12-29 06:51:41,362 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 1 day, 7:02:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9437, loss_cls: 1.6376, loss: 1.6376 +2023-12-29 06:52:03,954 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 1 day, 7:01:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 1.6356, loss: 1.6356 +2023-12-29 06:52:26,507 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 1 day, 7:01:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9250, loss_cls: 1.6929, loss: 1.6929 +2023-12-29 06:52:49,072 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 1 day, 7:00:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9237, loss_cls: 1.7445, loss: 1.7445 +2023-12-29 06:53:11,643 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 1 day, 7:00:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9269, loss_cls: 1.6592, loss: 1.6592 +2023-12-29 06:53:34,200 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 1 day, 7:00:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9256, loss_cls: 1.6700, loss: 1.6700 +2023-12-29 06:53:56,775 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 1 day, 6:59:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9294, loss_cls: 1.6270, loss: 1.6270 +2023-12-29 06:54:19,387 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 1 day, 6:59:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9319, loss_cls: 1.6920, loss: 1.6920 +2023-12-29 06:54:42,105 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 1 day, 6:58:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9437, loss_cls: 1.6359, loss: 1.6359 +2023-12-29 06:55:04,771 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 1 day, 6:58:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9344, loss_cls: 1.6070, loss: 1.6070 +2023-12-29 06:55:27,373 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 1 day, 6:58:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9313, loss_cls: 1.6124, loss: 1.6124 +2023-12-29 06:55:49,980 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 1 day, 6:57:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9331, loss_cls: 1.6319, loss: 1.6319 +2023-12-29 06:56:12,642 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 1 day, 6:57:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9250, loss_cls: 1.6441, loss: 1.6441 +2023-12-29 06:56:35,242 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 1 day, 6:56:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 1.5762, loss: 1.5762 +2023-12-29 06:56:57,857 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 1 day, 6:56:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9269, loss_cls: 1.6632, loss: 1.6632 +2023-12-29 06:57:20,666 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 1 day, 6:56:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9237, loss_cls: 1.7412, loss: 1.7412 +2023-12-29 06:57:30,174 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-29 07:01:05,368 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 07:01:05,843 - pyskl - INFO - +top1_acc 0.6336 +top5_acc 0.8896 +2023-12-29 07:01:05,866 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.6336, top5_acc: 0.8896 +2023-12-29 07:01:49,683 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 1 day, 6:56:22, time: 0.438, data_time: 0.213, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9331, loss_cls: 1.6236, loss: 1.6236 +2023-12-29 07:02:12,236 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 1 day, 6:55:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9256, loss_cls: 1.6551, loss: 1.6551 +2023-12-29 07:02:34,823 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 1 day, 6:55:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9419, loss_cls: 1.5422, loss: 1.5422 +2023-12-29 07:02:57,420 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 1 day, 6:55:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9194, loss_cls: 1.7298, loss: 1.7298 +2023-12-29 07:03:20,061 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 1 day, 6:54:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9350, loss_cls: 1.5956, loss: 1.5956 +2023-12-29 07:03:42,685 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 1 day, 6:54:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9413, loss_cls: 1.5873, loss: 1.5873 +2023-12-29 07:04:05,260 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 1 day, 6:53:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9381, loss_cls: 1.6105, loss: 1.6105 +2023-12-29 07:04:27,801 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 1 day, 6:53:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9294, loss_cls: 1.6577, loss: 1.6577 +2023-12-29 07:04:50,401 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 1 day, 6:53:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9275, loss_cls: 1.6975, loss: 1.6975 +2023-12-29 07:05:13,022 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 1 day, 6:52:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9394, loss_cls: 1.6164, loss: 1.6164 +2023-12-29 07:05:35,693 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 1 day, 6:52:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9413, loss_cls: 1.6006, loss: 1.6006 +2023-12-29 07:05:58,462 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 1 day, 6:51:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9344, loss_cls: 1.5806, loss: 1.5806 +2023-12-29 07:06:21,074 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 1 day, 6:51:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9244, loss_cls: 1.6496, loss: 1.6496 +2023-12-29 07:06:43,695 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 1 day, 6:51:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9387, loss_cls: 1.5735, loss: 1.5735 +2023-12-29 07:07:06,386 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 1 day, 6:50:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9287, loss_cls: 1.6602, loss: 1.6602 +2023-12-29 07:07:28,983 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 1 day, 6:50:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9350, loss_cls: 1.6392, loss: 1.6392 +2023-12-29 07:07:51,583 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 1 day, 6:49:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9275, loss_cls: 1.7111, loss: 1.7111 +2023-12-29 07:08:14,193 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 1 day, 6:49:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9337, loss_cls: 1.6563, loss: 1.6563 +2023-12-29 07:08:36,842 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 1 day, 6:48:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9306, loss_cls: 1.6786, loss: 1.6786 +2023-12-29 07:08:59,428 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 1 day, 6:48:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9263, loss_cls: 1.6935, loss: 1.6935 +2023-12-29 07:09:22,032 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 1 day, 6:48:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9287, loss_cls: 1.6410, loss: 1.6410 +2023-12-29 07:09:44,615 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 1 day, 6:47:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9275, loss_cls: 1.6505, loss: 1.6505 +2023-12-29 07:10:07,193 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 1 day, 6:47:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9237, loss_cls: 1.6760, loss: 1.6760 +2023-12-29 07:10:29,763 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 1 day, 6:46:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9250, loss_cls: 1.6582, loss: 1.6582 +2023-12-29 07:10:52,327 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 1 day, 6:46:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9406, loss_cls: 1.5749, loss: 1.5749 +2023-12-29 07:11:14,940 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 1 day, 6:46:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9331, loss_cls: 1.6654, loss: 1.6654 +2023-12-29 07:11:37,511 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 1 day, 6:45:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9294, loss_cls: 1.6523, loss: 1.6523 +2023-12-29 07:12:00,055 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 1 day, 6:45:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9363, loss_cls: 1.6356, loss: 1.6356 +2023-12-29 07:12:22,640 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 1 day, 6:44:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9369, loss_cls: 1.6256, loss: 1.6256 +2023-12-29 07:12:45,226 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 1 day, 6:44:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9344, loss_cls: 1.6661, loss: 1.6661 +2023-12-29 07:13:07,809 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 1 day, 6:44:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9331, loss_cls: 1.5912, loss: 1.5912 +2023-12-29 07:13:30,421 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 1 day, 6:43:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9281, loss_cls: 1.6533, loss: 1.6533 +2023-12-29 07:13:53,023 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 1 day, 6:43:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9294, loss_cls: 1.6547, loss: 1.6547 +2023-12-29 07:14:15,570 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 1 day, 6:42:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9363, loss_cls: 1.5853, loss: 1.5853 +2023-12-29 07:14:38,143 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 1 day, 6:42:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9287, loss_cls: 1.6570, loss: 1.6570 +2023-12-29 07:15:00,792 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 1 day, 6:41:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9256, loss_cls: 1.6770, loss: 1.6770 +2023-12-29 07:15:23,457 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 1 day, 6:41:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9381, loss_cls: 1.5564, loss: 1.5564 +2023-12-29 07:15:46,116 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 1 day, 6:41:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9119, loss_cls: 1.7519, loss: 1.7519 +2023-12-29 07:16:08,787 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 1 day, 6:40:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9313, loss_cls: 1.5891, loss: 1.5891 +2023-12-29 07:16:18,287 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-29 07:19:52,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 07:19:53,058 - pyskl - INFO - +top1_acc 0.6293 +top5_acc 0.8874 +2023-12-29 07:19:53,081 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.6293, top5_acc: 0.8874 +2023-12-29 07:20:37,364 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 1 day, 6:41:06, time: 0.443, data_time: 0.216, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9225, loss_cls: 1.6797, loss: 1.6797 +2023-12-29 07:20:59,904 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 1 day, 6:40:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9406, loss_cls: 1.6145, loss: 1.6145 +2023-12-29 07:21:22,475 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 1 day, 6:40:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9219, loss_cls: 1.6455, loss: 1.6455 +2023-12-29 07:21:45,063 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 1 day, 6:39:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9231, loss_cls: 1.6897, loss: 1.6897 +2023-12-29 07:22:07,727 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 1 day, 6:39:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9319, loss_cls: 1.6094, loss: 1.6094 +2023-12-29 07:22:30,442 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 1 day, 6:39:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9306, loss_cls: 1.6287, loss: 1.6287 +2023-12-29 07:22:53,086 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 1 day, 6:38:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9331, loss_cls: 1.5770, loss: 1.5770 +2023-12-29 07:23:15,720 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 1 day, 6:38:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9319, loss_cls: 1.6469, loss: 1.6469 +2023-12-29 07:23:38,300 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 1 day, 6:37:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9337, loss_cls: 1.6804, loss: 1.6804 +2023-12-29 07:24:00,873 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 1 day, 6:37:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9231, loss_cls: 1.7640, loss: 1.7640 +2023-12-29 07:24:23,467 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 1 day, 6:37:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9269, loss_cls: 1.6625, loss: 1.6625 +2023-12-29 07:24:46,008 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 1 day, 6:36:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9469, loss_cls: 1.5398, loss: 1.5398 +2023-12-29 07:25:08,561 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 1 day, 6:36:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9256, loss_cls: 1.6172, loss: 1.6172 +2023-12-29 07:25:31,122 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 1 day, 6:35:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9200, loss_cls: 1.6787, loss: 1.6787 +2023-12-29 07:25:53,666 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 1 day, 6:35:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 1.6362, loss: 1.6362 +2023-12-29 07:26:16,218 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 1 day, 6:34:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9313, loss_cls: 1.6481, loss: 1.6481 +2023-12-29 07:26:38,797 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 1 day, 6:34:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9275, loss_cls: 1.6356, loss: 1.6356 +2023-12-29 07:27:01,395 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 1 day, 6:34:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9356, loss_cls: 1.6181, loss: 1.6181 +2023-12-29 07:27:23,969 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 1 day, 6:33:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9300, loss_cls: 1.6294, loss: 1.6294 +2023-12-29 07:27:46,552 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 1 day, 6:33:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9306, loss_cls: 1.5924, loss: 1.5924 +2023-12-29 07:28:09,150 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 1 day, 6:32:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9331, loss_cls: 1.5919, loss: 1.5919 +2023-12-29 07:28:31,706 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 1 day, 6:32:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9375, loss_cls: 1.6870, loss: 1.6870 +2023-12-29 07:28:54,248 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 1 day, 6:32:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9331, loss_cls: 1.5959, loss: 1.5959 +2023-12-29 07:29:16,780 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 1 day, 6:31:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9281, loss_cls: 1.7922, loss: 1.7922 +2023-12-29 07:29:39,292 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 1 day, 6:31:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9337, loss_cls: 1.6391, loss: 1.6391 +2023-12-29 07:30:01,899 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 1 day, 6:30:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9363, loss_cls: 1.6198, loss: 1.6198 +2023-12-29 07:30:24,474 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 1 day, 6:30:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9206, loss_cls: 1.7380, loss: 1.7380 +2023-12-29 07:30:47,031 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 1 day, 6:29:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 1.6077, loss: 1.6077 +2023-12-29 07:31:09,603 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 1 day, 6:29:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9369, loss_cls: 1.6547, loss: 1.6547 +2023-12-29 07:31:32,165 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 1 day, 6:29:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9300, loss_cls: 1.6600, loss: 1.6600 +2023-12-29 07:31:54,724 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 1 day, 6:28:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9306, loss_cls: 1.5964, loss: 1.5964 +2023-12-29 07:32:17,366 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 1 day, 6:28:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9325, loss_cls: 1.6796, loss: 1.6796 +2023-12-29 07:32:39,943 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 1 day, 6:27:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9325, loss_cls: 1.6201, loss: 1.6201 +2023-12-29 07:33:02,565 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 1 day, 6:27:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9300, loss_cls: 1.6347, loss: 1.6347 +2023-12-29 07:33:25,200 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 1 day, 6:27:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 1.6326, loss: 1.6326 +2023-12-29 07:33:47,717 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 1 day, 6:26:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9331, loss_cls: 1.6491, loss: 1.6491 +2023-12-29 07:34:10,282 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 1 day, 6:26:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9331, loss_cls: 1.6995, loss: 1.6995 +2023-12-29 07:34:32,850 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 1 day, 6:25:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9363, loss_cls: 1.6316, loss: 1.6316 +2023-12-29 07:34:55,465 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 1 day, 6:25:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9406, loss_cls: 1.6890, loss: 1.6890 +2023-12-29 07:35:04,894 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-29 07:38:39,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 07:38:40,102 - pyskl - INFO - +top1_acc 0.5954 +top5_acc 0.8549 +2023-12-29 07:38:40,125 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.5954, top5_acc: 0.8549 +2023-12-29 07:39:24,029 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 1 day, 6:25:45, time: 0.439, data_time: 0.213, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9375, loss_cls: 1.5176, loss: 1.5176 +2023-12-29 07:39:46,517 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 1 day, 6:25:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9356, loss_cls: 1.5253, loss: 1.5253 +2023-12-29 07:40:09,121 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 1 day, 6:24:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9337, loss_cls: 1.5928, loss: 1.5928 +2023-12-29 07:40:31,746 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 1 day, 6:24:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9269, loss_cls: 1.6405, loss: 1.6405 +2023-12-29 07:40:54,423 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 1 day, 6:24:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9287, loss_cls: 1.6890, loss: 1.6890 +2023-12-29 07:41:17,044 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 1 day, 6:23:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9381, loss_cls: 1.5963, loss: 1.5963 +2023-12-29 07:41:39,620 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 1 day, 6:23:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9319, loss_cls: 1.5754, loss: 1.5754 +2023-12-29 07:42:02,215 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 1 day, 6:22:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9387, loss_cls: 1.6029, loss: 1.6029 +2023-12-29 07:42:24,964 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 1 day, 6:22:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9356, loss_cls: 1.5666, loss: 1.5666 +2023-12-29 07:42:47,646 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 1 day, 6:22:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9325, loss_cls: 1.6379, loss: 1.6379 +2023-12-29 07:43:10,307 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 1 day, 6:21:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9306, loss_cls: 1.6371, loss: 1.6371 +2023-12-29 07:43:32,828 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 1 day, 6:21:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9294, loss_cls: 1.6741, loss: 1.6741 +2023-12-29 07:43:55,403 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 1 day, 6:20:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 1.5246, loss: 1.5246 +2023-12-29 07:44:17,911 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 1 day, 6:20:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9281, loss_cls: 1.6083, loss: 1.6083 +2023-12-29 07:44:40,385 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 1 day, 6:20:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9363, loss_cls: 1.6213, loss: 1.6213 +2023-12-29 07:45:02,856 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 1 day, 6:19:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9331, loss_cls: 1.5602, loss: 1.5602 +2023-12-29 07:45:25,303 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 1 day, 6:19:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9319, loss_cls: 1.6118, loss: 1.6118 +2023-12-29 07:45:47,836 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 1 day, 6:18:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9294, loss_cls: 1.6077, loss: 1.6077 +2023-12-29 07:46:10,468 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 1 day, 6:18:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9313, loss_cls: 1.6159, loss: 1.6159 +2023-12-29 07:46:32,998 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 1 day, 6:17:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9381, loss_cls: 1.5934, loss: 1.5934 +2023-12-29 07:46:55,532 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 1 day, 6:17:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9375, loss_cls: 1.5841, loss: 1.5841 +2023-12-29 07:47:18,077 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 1 day, 6:17:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9269, loss_cls: 1.6776, loss: 1.6776 +2023-12-29 07:47:40,702 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 1 day, 6:16:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 1.6276, loss: 1.6276 +2023-12-29 07:48:03,314 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 1 day, 6:16:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 1.5148, loss: 1.5148 +2023-12-29 07:48:25,935 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 1 day, 6:15:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9356, loss_cls: 1.5928, loss: 1.5928 +2023-12-29 07:48:48,529 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 1 day, 6:15:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9387, loss_cls: 1.5932, loss: 1.5932 +2023-12-29 07:49:11,119 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 1 day, 6:15:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9337, loss_cls: 1.6494, loss: 1.6494 +2023-12-29 07:49:33,741 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 1 day, 6:14:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9300, loss_cls: 1.6727, loss: 1.6727 +2023-12-29 07:49:56,333 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 1 day, 6:14:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9225, loss_cls: 1.6766, loss: 1.6766 +2023-12-29 07:50:18,974 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 1 day, 6:13:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9363, loss_cls: 1.6699, loss: 1.6699 +2023-12-29 07:50:41,636 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 1 day, 6:13:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9344, loss_cls: 1.6142, loss: 1.6142 +2023-12-29 07:51:04,276 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 1 day, 6:13:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9244, loss_cls: 1.6832, loss: 1.6832 +2023-12-29 07:51:26,956 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 1 day, 6:12:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9350, loss_cls: 1.7202, loss: 1.7202 +2023-12-29 07:51:49,625 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 1 day, 6:12:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9281, loss_cls: 1.6186, loss: 1.6186 +2023-12-29 07:52:12,346 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 1 day, 6:11:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9294, loss_cls: 1.6112, loss: 1.6112 +2023-12-29 07:52:35,069 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 1 day, 6:11:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9331, loss_cls: 1.5921, loss: 1.5921 +2023-12-29 07:52:57,724 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 1 day, 6:11:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9363, loss_cls: 1.5940, loss: 1.5940 +2023-12-29 07:53:20,327 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 1 day, 6:10:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9363, loss_cls: 1.5578, loss: 1.5578 +2023-12-29 07:53:43,018 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 1 day, 6:10:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9294, loss_cls: 1.6780, loss: 1.6780 +2023-12-29 07:53:52,470 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-29 07:57:26,023 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 07:57:26,499 - pyskl - INFO - +top1_acc 0.5761 +top5_acc 0.8389 +2023-12-29 07:57:26,521 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.5761, top5_acc: 0.8389 +2023-12-29 07:58:10,594 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 1 day, 6:10:29, time: 0.441, data_time: 0.213, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9363, loss_cls: 1.5256, loss: 1.5256 +2023-12-29 07:58:33,161 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 1 day, 6:10:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9331, loss_cls: 1.6277, loss: 1.6277 +2023-12-29 07:58:55,717 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 1 day, 6:09:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9369, loss_cls: 1.5757, loss: 1.5757 +2023-12-29 07:59:18,413 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 1 day, 6:09:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 1.5336, loss: 1.5336 +2023-12-29 07:59:41,143 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 1 day, 6:08:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9406, loss_cls: 1.4778, loss: 1.4778 +2023-12-29 08:00:03,833 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 1 day, 6:08:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9356, loss_cls: 1.5409, loss: 1.5409 +2023-12-29 08:00:26,485 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 1 day, 6:08:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 1.5278, loss: 1.5278 +2023-12-29 08:00:49,149 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 1 day, 6:07:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9313, loss_cls: 1.7514, loss: 1.7514 +2023-12-29 08:01:11,787 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 1 day, 6:07:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9275, loss_cls: 1.6268, loss: 1.6268 +2023-12-29 08:01:34,436 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 1 day, 6:06:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9225, loss_cls: 1.6776, loss: 1.6776 +2023-12-29 08:01:57,037 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 1 day, 6:06:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9325, loss_cls: 1.5895, loss: 1.5895 +2023-12-29 08:02:19,610 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 1 day, 6:06:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9469, loss_cls: 1.5166, loss: 1.5166 +2023-12-29 08:02:42,208 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 1 day, 6:05:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9319, loss_cls: 1.5655, loss: 1.5655 +2023-12-29 08:03:04,803 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 1 day, 6:05:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9200, loss_cls: 1.7425, loss: 1.7425 +2023-12-29 08:03:27,412 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 1 day, 6:04:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9319, loss_cls: 1.6391, loss: 1.6391 +2023-12-29 08:03:50,077 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 1 day, 6:04:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9456, loss_cls: 1.5074, loss: 1.5074 +2023-12-29 08:04:12,635 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 1 day, 6:03:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9287, loss_cls: 1.6882, loss: 1.6882 +2023-12-29 08:04:35,191 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 1 day, 6:03:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9287, loss_cls: 1.6578, loss: 1.6578 +2023-12-29 08:04:57,812 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 1 day, 6:03:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9306, loss_cls: 1.6668, loss: 1.6668 +2023-12-29 08:05:20,548 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 1 day, 6:02:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9275, loss_cls: 1.6840, loss: 1.6840 +2023-12-29 08:05:43,220 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 1 day, 6:02:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9356, loss_cls: 1.6576, loss: 1.6576 +2023-12-29 08:06:05,925 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 1 day, 6:01:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9281, loss_cls: 1.5804, loss: 1.5804 +2023-12-29 08:06:28,570 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 1 day, 6:01:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9344, loss_cls: 1.6538, loss: 1.6538 +2023-12-29 08:06:51,270 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 1 day, 6:01:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 1.4923, loss: 1.4923 +2023-12-29 08:07:13,903 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 1 day, 6:00:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9337, loss_cls: 1.7107, loss: 1.7107 +2023-12-29 08:07:36,563 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 1 day, 6:00:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9337, loss_cls: 1.6785, loss: 1.6785 +2023-12-29 08:07:59,228 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 1 day, 5:59:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9319, loss_cls: 1.6256, loss: 1.6256 +2023-12-29 08:08:21,826 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 1 day, 5:59:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9306, loss_cls: 1.6489, loss: 1.6489 +2023-12-29 08:08:44,389 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 1 day, 5:59:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9250, loss_cls: 1.7053, loss: 1.7053 +2023-12-29 08:09:06,982 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 1 day, 5:58:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9287, loss_cls: 1.6456, loss: 1.6456 +2023-12-29 08:09:29,545 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 1 day, 5:58:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9356, loss_cls: 1.6219, loss: 1.6219 +2023-12-29 08:09:52,133 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 1 day, 5:57:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9294, loss_cls: 1.6766, loss: 1.6766 +2023-12-29 08:10:14,725 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 1 day, 5:57:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9337, loss_cls: 1.5802, loss: 1.5802 +2023-12-29 08:10:37,346 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 1 day, 5:57:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9263, loss_cls: 1.5908, loss: 1.5908 +2023-12-29 08:11:00,152 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 1 day, 5:56:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9394, loss_cls: 1.5856, loss: 1.5856 +2023-12-29 08:11:22,917 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 1 day, 5:56:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9263, loss_cls: 1.6271, loss: 1.6271 +2023-12-29 08:11:45,551 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 1 day, 5:55:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9187, loss_cls: 1.7845, loss: 1.7845 +2023-12-29 08:12:08,203 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 1 day, 5:55:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9269, loss_cls: 1.6312, loss: 1.6312 +2023-12-29 08:12:30,839 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 1 day, 5:55:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9287, loss_cls: 1.6753, loss: 1.6753 +2023-12-29 08:12:40,252 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-29 08:16:14,529 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 08:16:15,006 - pyskl - INFO - +top1_acc 0.6374 +top5_acc 0.8935 +2023-12-29 08:16:15,026 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.6374, top5_acc: 0.8935 +2023-12-29 08:16:59,097 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 1 day, 5:55:19, time: 0.441, data_time: 0.215, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9344, loss_cls: 1.6356, loss: 1.6356 +2023-12-29 08:17:21,556 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 1 day, 5:54:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9356, loss_cls: 1.5520, loss: 1.5520 +2023-12-29 08:17:44,106 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 1 day, 5:54:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9356, loss_cls: 1.5583, loss: 1.5583 +2023-12-29 08:18:06,694 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 1 day, 5:54:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9381, loss_cls: 1.5441, loss: 1.5441 +2023-12-29 08:18:29,315 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 1 day, 5:53:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9294, loss_cls: 1.6431, loss: 1.6431 +2023-12-29 08:18:52,129 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 1 day, 5:53:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9325, loss_cls: 1.6650, loss: 1.6650 +2023-12-29 08:19:14,890 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 1 day, 5:52:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 1.5671, loss: 1.5671 +2023-12-29 08:19:37,620 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 1 day, 5:52:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9337, loss_cls: 1.6118, loss: 1.6118 +2023-12-29 08:20:00,324 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 1 day, 5:52:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9263, loss_cls: 1.6419, loss: 1.6419 +2023-12-29 08:20:22,967 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 1 day, 5:51:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9350, loss_cls: 1.6385, loss: 1.6385 +2023-12-29 08:20:45,551 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 1 day, 5:51:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9356, loss_cls: 1.6204, loss: 1.6204 +2023-12-29 08:21:08,184 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 1 day, 5:50:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9281, loss_cls: 1.6251, loss: 1.6251 +2023-12-29 08:21:30,856 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 1 day, 5:50:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9337, loss_cls: 1.6112, loss: 1.6112 +2023-12-29 08:21:53,500 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 1 day, 5:50:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9213, loss_cls: 1.7649, loss: 1.7649 +2023-12-29 08:22:16,143 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 1 day, 5:49:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9400, loss_cls: 1.5725, loss: 1.5725 +2023-12-29 08:22:38,766 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 1 day, 5:49:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9325, loss_cls: 1.5018, loss: 1.5018 +2023-12-29 08:23:01,409 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 1 day, 5:48:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9300, loss_cls: 1.6239, loss: 1.6239 +2023-12-29 08:23:24,101 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 1 day, 5:48:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9331, loss_cls: 1.5977, loss: 1.5977 +2023-12-29 08:23:46,701 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 1 day, 5:48:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9300, loss_cls: 1.6087, loss: 1.6087 +2023-12-29 08:24:09,290 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 1 day, 5:47:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9344, loss_cls: 1.6028, loss: 1.6028 +2023-12-29 08:24:31,866 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 1 day, 5:47:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9437, loss_cls: 1.5300, loss: 1.5300 +2023-12-29 08:24:54,505 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 1 day, 5:46:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9425, loss_cls: 1.5784, loss: 1.5784 +2023-12-29 08:25:17,180 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 1 day, 5:46:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9237, loss_cls: 1.7146, loss: 1.7146 +2023-12-29 08:25:39,776 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 1 day, 5:46:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 1.6254, loss: 1.6254 +2023-12-29 08:26:02,375 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 1 day, 5:45:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9375, loss_cls: 1.6213, loss: 1.6213 +2023-12-29 08:26:24,996 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 1 day, 5:45:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9375, loss_cls: 1.5589, loss: 1.5589 +2023-12-29 08:26:47,536 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 1 day, 5:44:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 1.6345, loss: 1.6345 +2023-12-29 08:27:10,156 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 1 day, 5:44:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9344, loss_cls: 1.5365, loss: 1.5365 +2023-12-29 08:27:32,773 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 1 day, 5:44:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9331, loss_cls: 1.5959, loss: 1.5959 +2023-12-29 08:27:55,350 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 1 day, 5:43:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 1.6643, loss: 1.6643 +2023-12-29 08:28:17,933 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 1 day, 5:43:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9456, loss_cls: 1.5689, loss: 1.5689 +2023-12-29 08:28:40,446 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 1 day, 5:42:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9306, loss_cls: 1.6921, loss: 1.6921 +2023-12-29 08:29:03,000 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 1 day, 5:42:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9375, loss_cls: 1.6522, loss: 1.6522 +2023-12-29 08:29:25,535 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 1 day, 5:41:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9181, loss_cls: 1.7383, loss: 1.7383 +2023-12-29 08:29:48,058 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 1 day, 5:41:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9500, loss_cls: 1.5813, loss: 1.5813 +2023-12-29 08:30:10,603 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 1 day, 5:41:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9337, loss_cls: 1.6175, loss: 1.6175 +2023-12-29 08:30:33,117 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 1 day, 5:40:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9350, loss_cls: 1.4890, loss: 1.4890 +2023-12-29 08:30:55,632 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 1 day, 5:40:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9356, loss_cls: 1.5515, loss: 1.5515 +2023-12-29 08:31:18,162 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 1 day, 5:39:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 1.6144, loss: 1.6144 +2023-12-29 08:31:27,535 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-29 08:35:01,016 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 08:35:01,570 - pyskl - INFO - +top1_acc 0.6616 +top5_acc 0.9154 +2023-12-29 08:35:01,575 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_20.pth was removed +2023-12-29 08:35:01,807 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. +2023-12-29 08:35:01,809 - pyskl - INFO - Best top1_acc is 0.6616 at 32 epoch. +2023-12-29 08:35:01,829 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.6616, top5_acc: 0.9154 +2023-12-29 08:35:45,932 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 1 day, 5:40:06, time: 0.441, data_time: 0.215, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9337, loss_cls: 1.5532, loss: 1.5532 +2023-12-29 08:36:08,499 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 1 day, 5:39:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9319, loss_cls: 1.5763, loss: 1.5763 +2023-12-29 08:36:31,021 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 1 day, 5:39:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 1.4928, loss: 1.4928 +2023-12-29 08:36:53,635 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 1 day, 5:38:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9481, loss_cls: 1.5163, loss: 1.5163 +2023-12-29 08:37:16,233 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 1 day, 5:38:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9381, loss_cls: 1.5212, loss: 1.5212 +2023-12-29 08:37:38,779 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 1 day, 5:38:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9375, loss_cls: 1.5648, loss: 1.5648 +2023-12-29 08:38:01,328 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 1 day, 5:37:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 1.5803, loss: 1.5803 +2023-12-29 08:38:24,011 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 1 day, 5:37:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9256, loss_cls: 1.7238, loss: 1.7238 +2023-12-29 08:38:46,702 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 1 day, 5:36:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9437, loss_cls: 1.6216, loss: 1.6216 +2023-12-29 08:39:09,307 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 1 day, 5:36:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9263, loss_cls: 1.7053, loss: 1.7053 +2023-12-29 08:39:31,972 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 1 day, 5:36:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9306, loss_cls: 1.5843, loss: 1.5843 +2023-12-29 08:39:54,548 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 1 day, 5:35:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9337, loss_cls: 1.5825, loss: 1.5825 +2023-12-29 08:40:17,154 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 1 day, 5:35:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9319, loss_cls: 1.6682, loss: 1.6682 +2023-12-29 08:40:39,770 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 1 day, 5:34:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9394, loss_cls: 1.5554, loss: 1.5554 +2023-12-29 08:41:02,385 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 1 day, 5:34:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9300, loss_cls: 1.6136, loss: 1.6136 +2023-12-29 08:41:24,980 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 1 day, 5:34:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9337, loss_cls: 1.6073, loss: 1.6073 +2023-12-29 08:41:47,603 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 1 day, 5:33:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9344, loss_cls: 1.6213, loss: 1.6213 +2023-12-29 08:42:10,233 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 1 day, 5:33:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9256, loss_cls: 1.7244, loss: 1.7244 +2023-12-29 08:42:32,836 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 1 day, 5:32:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9337, loss_cls: 1.5742, loss: 1.5742 +2023-12-29 08:42:55,428 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 1 day, 5:32:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9369, loss_cls: 1.5335, loss: 1.5335 +2023-12-29 08:43:17,993 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 1 day, 5:31:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9306, loss_cls: 1.5618, loss: 1.5618 +2023-12-29 08:43:40,530 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 1 day, 5:31:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9400, loss_cls: 1.5487, loss: 1.5487 +2023-12-29 08:44:03,075 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 1 day, 5:31:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9287, loss_cls: 1.6015, loss: 1.6015 +2023-12-29 08:44:25,603 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 1 day, 5:30:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9331, loss_cls: 1.6194, loss: 1.6194 +2023-12-29 08:44:48,155 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 1 day, 5:30:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9350, loss_cls: 1.6124, loss: 1.6124 +2023-12-29 08:45:10,725 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 1 day, 5:29:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9337, loss_cls: 1.6681, loss: 1.6681 +2023-12-29 08:45:33,361 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 1 day, 5:29:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9356, loss_cls: 1.5867, loss: 1.5867 +2023-12-29 08:45:56,008 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 1 day, 5:29:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9363, loss_cls: 1.5614, loss: 1.5614 +2023-12-29 08:46:18,668 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 1 day, 5:28:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9237, loss_cls: 1.6460, loss: 1.6460 +2023-12-29 08:46:41,324 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 1 day, 5:28:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9331, loss_cls: 1.6135, loss: 1.6135 +2023-12-29 08:47:03,899 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 1 day, 5:27:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9463, loss_cls: 1.5110, loss: 1.5110 +2023-12-29 08:47:26,558 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 1 day, 5:27:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9319, loss_cls: 1.6328, loss: 1.6328 +2023-12-29 08:47:49,234 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 1 day, 5:27:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9350, loss_cls: 1.5664, loss: 1.5664 +2023-12-29 08:48:11,818 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 1 day, 5:26:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9313, loss_cls: 1.6644, loss: 1.6644 +2023-12-29 08:48:34,416 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 1 day, 5:26:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9263, loss_cls: 1.6785, loss: 1.6785 +2023-12-29 08:48:57,000 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 1 day, 5:25:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9269, loss_cls: 1.7234, loss: 1.7234 +2023-12-29 08:49:19,571 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 1 day, 5:25:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9381, loss_cls: 1.5100, loss: 1.5100 +2023-12-29 08:49:42,159 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 1 day, 5:25:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9350, loss_cls: 1.5667, loss: 1.5667 +2023-12-29 08:50:04,769 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 1 day, 5:24:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9319, loss_cls: 1.5686, loss: 1.5686 +2023-12-29 08:50:14,193 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-29 08:53:47,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 08:53:48,406 - pyskl - INFO - +top1_acc 0.6203 +top5_acc 0.8895 +2023-12-29 08:53:48,426 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.6203, top5_acc: 0.8895 +2023-12-29 08:54:32,050 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 1 day, 5:24:50, time: 0.436, data_time: 0.210, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 1.5238, loss: 1.5238 +2023-12-29 08:54:54,560 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 1 day, 5:24:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 1.4580, loss: 1.4580 +2023-12-29 08:55:17,095 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 1 day, 5:24:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9325, loss_cls: 1.6216, loss: 1.6216 +2023-12-29 08:55:39,592 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 1 day, 5:23:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9356, loss_cls: 1.6739, loss: 1.6739 +2023-12-29 08:56:02,111 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 1 day, 5:23:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9231, loss_cls: 1.7127, loss: 1.7127 +2023-12-29 08:56:24,676 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 1 day, 5:22:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 1.6081, loss: 1.6081 +2023-12-29 08:56:47,222 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 1 day, 5:22:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9494, loss_cls: 1.5734, loss: 1.5734 +2023-12-29 08:57:09,768 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 1 day, 5:21:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 1.5577, loss: 1.5577 +2023-12-29 08:57:32,321 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 1 day, 5:21:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9325, loss_cls: 1.6194, loss: 1.6194 +2023-12-29 08:57:55,022 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 1 day, 5:21:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 1.5736, loss: 1.5736 +2023-12-29 08:58:17,821 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 1 day, 5:20:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9363, loss_cls: 1.5972, loss: 1.5972 +2023-12-29 08:58:40,506 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 1 day, 5:20:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9194, loss_cls: 1.6050, loss: 1.6050 +2023-12-29 08:59:03,227 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 1 day, 5:19:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9363, loss_cls: 1.5088, loss: 1.5088 +2023-12-29 08:59:25,874 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 1 day, 5:19:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9344, loss_cls: 1.5835, loss: 1.5835 +2023-12-29 08:59:48,529 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 1 day, 5:19:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9387, loss_cls: 1.6145, loss: 1.6145 +2023-12-29 09:00:11,166 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 1 day, 5:18:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9369, loss_cls: 1.5296, loss: 1.5296 +2023-12-29 09:00:33,764 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 1 day, 5:18:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9269, loss_cls: 1.6368, loss: 1.6368 +2023-12-29 09:00:56,335 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 1 day, 5:17:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 1.5176, loss: 1.5176 +2023-12-29 09:01:18,882 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 1 day, 5:17:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9369, loss_cls: 1.5647, loss: 1.5647 +2023-12-29 09:01:41,482 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 1 day, 5:17:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9394, loss_cls: 1.5596, loss: 1.5596 +2023-12-29 09:02:04,084 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 1 day, 5:16:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9263, loss_cls: 1.6110, loss: 1.6110 +2023-12-29 09:02:26,702 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 1 day, 5:16:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9344, loss_cls: 1.6005, loss: 1.6005 +2023-12-29 09:02:49,269 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 1 day, 5:15:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9381, loss_cls: 1.5985, loss: 1.5985 +2023-12-29 09:03:11,851 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 1 day, 5:15:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9350, loss_cls: 1.5590, loss: 1.5590 +2023-12-29 09:03:34,578 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 1 day, 5:15:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9419, loss_cls: 1.5244, loss: 1.5244 +2023-12-29 09:03:57,287 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 1 day, 5:14:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 1.5176, loss: 1.5176 +2023-12-29 09:04:19,951 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 1 day, 5:14:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9319, loss_cls: 1.6010, loss: 1.6010 +2023-12-29 09:04:42,571 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 1 day, 5:13:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9306, loss_cls: 1.6690, loss: 1.6690 +2023-12-29 09:05:05,179 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 1 day, 5:13:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9394, loss_cls: 1.5630, loss: 1.5630 +2023-12-29 09:05:27,755 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 1 day, 5:13:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9375, loss_cls: 1.5654, loss: 1.5654 +2023-12-29 09:05:50,322 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 1 day, 5:12:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9263, loss_cls: 1.6685, loss: 1.6685 +2023-12-29 09:06:12,948 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 1 day, 5:12:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9375, loss_cls: 1.5436, loss: 1.5436 +2023-12-29 09:06:35,469 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 1 day, 5:11:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9313, loss_cls: 1.6244, loss: 1.6244 +2023-12-29 09:06:58,025 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 1 day, 5:11:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9437, loss_cls: 1.5747, loss: 1.5747 +2023-12-29 09:07:20,676 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 1 day, 5:11:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9287, loss_cls: 1.6284, loss: 1.6284 +2023-12-29 09:07:43,247 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 1 day, 5:10:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9363, loss_cls: 1.6064, loss: 1.6064 +2023-12-29 09:08:05,893 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 1 day, 5:10:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9294, loss_cls: 1.6504, loss: 1.6504 +2023-12-29 09:08:28,407 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 1 day, 5:09:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9300, loss_cls: 1.5274, loss: 1.5274 +2023-12-29 09:08:50,993 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 1 day, 5:09:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9550, loss_cls: 1.4464, loss: 1.4464 +2023-12-29 09:09:00,423 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-29 09:12:35,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 09:12:35,634 - pyskl - INFO - +top1_acc 0.6089 +top5_acc 0.8854 +2023-12-29 09:12:35,655 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.6089, top5_acc: 0.8854 +2023-12-29 09:13:19,539 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 1 day, 5:09:37, time: 0.439, data_time: 0.213, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9413, loss_cls: 1.5126, loss: 1.5126 +2023-12-29 09:13:42,163 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 1 day, 5:09:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 1.5086, loss: 1.5086 +2023-12-29 09:14:04,754 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 1 day, 5:08:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9319, loss_cls: 1.5402, loss: 1.5402 +2023-12-29 09:14:27,382 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 1 day, 5:08:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9269, loss_cls: 1.5837, loss: 1.5837 +2023-12-29 09:14:49,970 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 1 day, 5:08:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 1.5338, loss: 1.5338 +2023-12-29 09:15:12,596 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 1 day, 5:07:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9425, loss_cls: 1.5369, loss: 1.5369 +2023-12-29 09:15:35,298 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 1 day, 5:07:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9500, loss_cls: 1.5985, loss: 1.5985 +2023-12-29 09:15:58,043 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 1 day, 5:06:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9431, loss_cls: 1.5456, loss: 1.5456 +2023-12-29 09:16:20,796 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 1 day, 5:06:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9331, loss_cls: 1.5466, loss: 1.5466 +2023-12-29 09:16:43,465 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 1 day, 5:06:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9306, loss_cls: 1.5350, loss: 1.5350 +2023-12-29 09:17:06,110 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 1 day, 5:05:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9294, loss_cls: 1.6806, loss: 1.6806 +2023-12-29 09:17:28,758 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 1 day, 5:05:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9300, loss_cls: 1.6432, loss: 1.6432 +2023-12-29 09:17:51,337 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 1 day, 5:04:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9437, loss_cls: 1.5209, loss: 1.5209 +2023-12-29 09:18:13,898 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 1 day, 5:04:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9287, loss_cls: 1.6180, loss: 1.6180 +2023-12-29 09:18:36,446 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 1 day, 5:03:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9319, loss_cls: 1.5507, loss: 1.5507 +2023-12-29 09:18:58,988 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 1 day, 5:03:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9281, loss_cls: 1.6409, loss: 1.6409 +2023-12-29 09:19:21,581 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 1 day, 5:03:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9313, loss_cls: 1.6354, loss: 1.6354 +2023-12-29 09:19:44,153 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 1 day, 5:02:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9431, loss_cls: 1.5523, loss: 1.5523 +2023-12-29 09:20:06,733 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 1 day, 5:02:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9300, loss_cls: 1.6005, loss: 1.6005 +2023-12-29 09:20:29,306 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 1 day, 5:01:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9275, loss_cls: 1.6085, loss: 1.6085 +2023-12-29 09:20:51,868 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 1 day, 5:01:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9356, loss_cls: 1.6016, loss: 1.6016 +2023-12-29 09:21:14,451 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 1 day, 5:01:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9269, loss_cls: 1.6285, loss: 1.6285 +2023-12-29 09:21:37,068 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 1 day, 5:00:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9356, loss_cls: 1.5711, loss: 1.5711 +2023-12-29 09:21:59,660 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 1 day, 5:00:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9381, loss_cls: 1.6536, loss: 1.6536 +2023-12-29 09:22:22,276 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 1 day, 4:59:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9431, loss_cls: 1.5297, loss: 1.5297 +2023-12-29 09:22:44,873 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 1 day, 4:59:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9256, loss_cls: 1.6117, loss: 1.6117 +2023-12-29 09:23:07,477 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 1 day, 4:59:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9281, loss_cls: 1.6447, loss: 1.6447 +2023-12-29 09:23:30,063 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 1 day, 4:58:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9256, loss_cls: 1.6733, loss: 1.6733 +2023-12-29 09:23:52,803 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 1 day, 4:58:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 1.4840, loss: 1.4840 +2023-12-29 09:24:15,678 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 1 day, 4:57:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9275, loss_cls: 1.6917, loss: 1.6917 +2023-12-29 09:24:38,501 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 1 day, 4:57:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9337, loss_cls: 1.6394, loss: 1.6394 +2023-12-29 09:25:01,147 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 1 day, 4:57:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9350, loss_cls: 1.5134, loss: 1.5134 +2023-12-29 09:25:23,791 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 1 day, 4:56:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9300, loss_cls: 1.6875, loss: 1.6875 +2023-12-29 09:25:46,411 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 1 day, 4:56:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9350, loss_cls: 1.6355, loss: 1.6355 +2023-12-29 09:26:09,068 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 1 day, 4:55:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9281, loss_cls: 1.5837, loss: 1.5837 +2023-12-29 09:26:31,670 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 1 day, 4:55:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9219, loss_cls: 1.6946, loss: 1.6946 +2023-12-29 09:26:54,287 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 1 day, 4:55:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9325, loss_cls: 1.6341, loss: 1.6341 +2023-12-29 09:27:16,857 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 1 day, 4:54:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9337, loss_cls: 1.5902, loss: 1.5902 +2023-12-29 09:27:39,498 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 1 day, 4:54:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9363, loss_cls: 1.5045, loss: 1.5045 +2023-12-29 09:27:48,940 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-29 09:31:23,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 09:31:24,114 - pyskl - INFO - +top1_acc 0.6284 +top5_acc 0.8928 +2023-12-29 09:31:24,135 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.6284, top5_acc: 0.8928 +2023-12-29 09:32:08,268 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 1 day, 4:54:28, time: 0.441, data_time: 0.215, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9350, loss_cls: 1.5252, loss: 1.5252 +2023-12-29 09:32:30,810 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 1 day, 4:54:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9425, loss_cls: 1.5158, loss: 1.5158 +2023-12-29 09:32:53,314 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 1 day, 4:53:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9269, loss_cls: 1.6544, loss: 1.6544 +2023-12-29 09:33:16,002 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 1 day, 4:53:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9375, loss_cls: 1.5430, loss: 1.5430 +2023-12-29 09:33:38,649 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 1 day, 4:52:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9375, loss_cls: 1.5261, loss: 1.5261 +2023-12-29 09:34:01,296 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 1 day, 4:52:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9313, loss_cls: 1.5051, loss: 1.5051 +2023-12-29 09:34:23,851 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 1 day, 4:52:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9306, loss_cls: 1.6093, loss: 1.6093 +2023-12-29 09:34:46,407 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 1 day, 4:51:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9363, loss_cls: 1.5566, loss: 1.5566 +2023-12-29 09:35:09,041 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 1 day, 4:51:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9400, loss_cls: 1.5349, loss: 1.5349 +2023-12-29 09:35:31,635 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 1 day, 4:50:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9363, loss_cls: 1.4919, loss: 1.4919 +2023-12-29 09:35:54,194 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 1 day, 4:50:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9325, loss_cls: 1.5757, loss: 1.5757 +2023-12-29 09:36:16,688 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 1 day, 4:50:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9275, loss_cls: 1.6949, loss: 1.6949 +2023-12-29 09:36:39,290 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 1 day, 4:49:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9356, loss_cls: 1.5529, loss: 1.5529 +2023-12-29 09:37:01,976 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 1 day, 4:49:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9369, loss_cls: 1.5992, loss: 1.5992 +2023-12-29 09:37:24,577 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 1 day, 4:48:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9350, loss_cls: 1.5371, loss: 1.5371 +2023-12-29 09:37:47,091 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 1 day, 4:48:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9344, loss_cls: 1.5899, loss: 1.5899 +2023-12-29 09:38:09,637 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 1 day, 4:48:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 1.5345, loss: 1.5345 +2023-12-29 09:38:32,194 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 1 day, 4:47:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9400, loss_cls: 1.4707, loss: 1.4707 +2023-12-29 09:38:54,714 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 1 day, 4:47:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9300, loss_cls: 1.6423, loss: 1.6423 +2023-12-29 09:39:17,260 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 1 day, 4:46:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9331, loss_cls: 1.5654, loss: 1.5654 +2023-12-29 09:39:39,803 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 1 day, 4:46:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 1.5195, loss: 1.5195 +2023-12-29 09:40:02,414 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 1 day, 4:45:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9456, loss_cls: 1.4375, loss: 1.4375 +2023-12-29 09:40:24,981 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 1 day, 4:45:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9325, loss_cls: 1.6746, loss: 1.6746 +2023-12-29 09:40:47,562 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 1 day, 4:45:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 1.6461, loss: 1.6461 +2023-12-29 09:41:10,156 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 1 day, 4:44:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9300, loss_cls: 1.6307, loss: 1.6307 +2023-12-29 09:41:32,825 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 1 day, 4:44:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 1.5126, loss: 1.5126 +2023-12-29 09:41:55,461 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 1 day, 4:43:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9350, loss_cls: 1.5757, loss: 1.5757 +2023-12-29 09:42:18,136 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 1 day, 4:43:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9431, loss_cls: 1.6051, loss: 1.6051 +2023-12-29 09:42:40,743 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 1 day, 4:43:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 1.5713, loss: 1.5713 +2023-12-29 09:43:03,445 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 1 day, 4:42:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9369, loss_cls: 1.5732, loss: 1.5732 +2023-12-29 09:43:26,169 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 1 day, 4:42:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9394, loss_cls: 1.5538, loss: 1.5538 +2023-12-29 09:43:48,887 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 1 day, 4:41:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9300, loss_cls: 1.5795, loss: 1.5795 +2023-12-29 09:44:11,624 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 1 day, 4:41:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 1.5608, loss: 1.5608 +2023-12-29 09:44:34,323 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 1 day, 4:41:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9350, loss_cls: 1.5606, loss: 1.5606 +2023-12-29 09:44:56,984 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 1 day, 4:40:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9469, loss_cls: 1.5345, loss: 1.5345 +2023-12-29 09:45:19,611 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 1 day, 4:40:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9431, loss_cls: 1.4994, loss: 1.4994 +2023-12-29 09:45:42,252 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 1 day, 4:39:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9331, loss_cls: 1.5681, loss: 1.5681 +2023-12-29 09:46:04,829 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 1 day, 4:39:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9375, loss_cls: 1.5757, loss: 1.5757 +2023-12-29 09:46:27,429 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 1 day, 4:39:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9269, loss_cls: 1.6816, loss: 1.6816 +2023-12-29 09:46:36,793 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-29 09:50:10,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 09:50:10,967 - pyskl - INFO - +top1_acc 0.6564 +top5_acc 0.9048 +2023-12-29 09:50:10,988 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.6564, top5_acc: 0.9048 +2023-12-29 09:50:54,545 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 1 day, 4:39:15, time: 0.436, data_time: 0.209, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9394, loss_cls: 1.6266, loss: 1.6266 +2023-12-29 09:51:17,123 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 1 day, 4:38:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9313, loss_cls: 1.5867, loss: 1.5867 +2023-12-29 09:51:39,751 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 1 day, 4:38:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 1.4702, loss: 1.4702 +2023-12-29 09:52:02,421 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 1 day, 4:38:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 1.4203, loss: 1.4203 +2023-12-29 09:52:25,055 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 1 day, 4:37:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9344, loss_cls: 1.5363, loss: 1.5363 +2023-12-29 09:52:47,763 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 1 day, 4:37:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9337, loss_cls: 1.5651, loss: 1.5651 +2023-12-29 09:53:10,426 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 1 day, 4:36:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9394, loss_cls: 1.6092, loss: 1.6092 +2023-12-29 09:53:33,141 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 1 day, 4:36:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9263, loss_cls: 1.6273, loss: 1.6273 +2023-12-29 09:53:55,726 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 1 day, 4:36:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9394, loss_cls: 1.5294, loss: 1.5294 +2023-12-29 09:54:18,304 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 1 day, 4:35:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9363, loss_cls: 1.5880, loss: 1.5880 +2023-12-29 09:54:40,938 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 1 day, 4:35:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9337, loss_cls: 1.5993, loss: 1.5993 +2023-12-29 09:55:03,615 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 1 day, 4:34:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9306, loss_cls: 1.6057, loss: 1.6057 +2023-12-29 09:55:26,241 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 1 day, 4:34:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9356, loss_cls: 1.5762, loss: 1.5762 +2023-12-29 09:55:48,830 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 1 day, 4:34:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9369, loss_cls: 1.5764, loss: 1.5764 +2023-12-29 09:56:11,426 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 1 day, 4:33:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 1.4567, loss: 1.4567 +2023-12-29 09:56:34,156 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 1 day, 4:33:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9369, loss_cls: 1.4959, loss: 1.4959 +2023-12-29 09:56:56,814 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 1 day, 4:32:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9325, loss_cls: 1.6224, loss: 1.6224 +2023-12-29 09:57:19,462 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 1 day, 4:32:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9363, loss_cls: 1.5416, loss: 1.5416 +2023-12-29 09:57:42,202 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 1 day, 4:32:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9381, loss_cls: 1.5278, loss: 1.5278 +2023-12-29 09:58:04,927 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 1 day, 4:31:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 1.4616, loss: 1.4616 +2023-12-29 09:58:27,597 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 1 day, 4:31:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9300, loss_cls: 1.6965, loss: 1.6965 +2023-12-29 09:58:50,385 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 1 day, 4:30:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9369, loss_cls: 1.5011, loss: 1.5011 +2023-12-29 09:59:13,138 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 1 day, 4:30:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 1.5917, loss: 1.5917 +2023-12-29 09:59:35,904 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 1 day, 4:30:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9437, loss_cls: 1.5022, loss: 1.5022 +2023-12-29 09:59:58,492 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 1 day, 4:29:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9319, loss_cls: 1.5732, loss: 1.5732 +2023-12-29 10:00:21,079 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 1 day, 4:29:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9244, loss_cls: 1.6053, loss: 1.6053 +2023-12-29 10:00:43,702 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 1 day, 4:28:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9269, loss_cls: 1.7017, loss: 1.7017 +2023-12-29 10:01:06,309 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 1 day, 4:28:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9381, loss_cls: 1.5667, loss: 1.5667 +2023-12-29 10:01:29,059 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 1 day, 4:28:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9363, loss_cls: 1.5754, loss: 1.5754 +2023-12-29 10:01:51,600 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 1 day, 4:27:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9437, loss_cls: 1.5837, loss: 1.5837 +2023-12-29 10:02:14,194 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 1 day, 4:27:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 1.5864, loss: 1.5864 +2023-12-29 10:02:36,822 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 1 day, 4:26:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9337, loss_cls: 1.5709, loss: 1.5709 +2023-12-29 10:02:59,473 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 1 day, 4:26:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9319, loss_cls: 1.6265, loss: 1.6265 +2023-12-29 10:03:22,100 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 1 day, 4:26:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9263, loss_cls: 1.6315, loss: 1.6315 +2023-12-29 10:03:44,819 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 1 day, 4:25:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 1.5401, loss: 1.5401 +2023-12-29 10:04:07,479 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 1 day, 4:25:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9294, loss_cls: 1.5987, loss: 1.5987 +2023-12-29 10:04:30,032 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 1 day, 4:24:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 1.5483, loss: 1.5483 +2023-12-29 10:04:52,642 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 1 day, 4:24:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9481, loss_cls: 1.5000, loss: 1.5000 +2023-12-29 10:05:15,203 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 1 day, 4:24:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 1.5325, loss: 1.5325 +2023-12-29 10:05:24,624 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-29 10:08:59,378 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 10:09:00,025 - pyskl - INFO - +top1_acc 0.6564 +top5_acc 0.9077 +2023-12-29 10:09:00,047 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.6564, top5_acc: 0.9077 +2023-12-29 10:09:44,131 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 1 day, 4:24:09, time: 0.441, data_time: 0.214, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9437, loss_cls: 1.5527, loss: 1.5527 +2023-12-29 10:10:06,911 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 1 day, 4:23:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9450, loss_cls: 1.4382, loss: 1.4382 +2023-12-29 10:10:29,827 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 1 day, 4:23:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9281, loss_cls: 1.5649, loss: 1.5649 +2023-12-29 10:10:52,574 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 1 day, 4:22:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9369, loss_cls: 1.4975, loss: 1.4975 +2023-12-29 10:11:15,335 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 1 day, 4:22:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 1.4560, loss: 1.4560 +2023-12-29 10:11:38,103 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 1 day, 4:22:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9537, loss_cls: 1.4974, loss: 1.4974 +2023-12-29 10:12:00,862 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 1 day, 4:21:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9356, loss_cls: 1.6234, loss: 1.6234 +2023-12-29 10:12:23,690 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 1 day, 4:21:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9350, loss_cls: 1.5744, loss: 1.5744 +2023-12-29 10:12:46,525 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 1 day, 4:21:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9500, loss_cls: 1.5075, loss: 1.5075 +2023-12-29 10:13:09,091 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 1 day, 4:20:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9344, loss_cls: 1.5511, loss: 1.5511 +2023-12-29 10:13:31,737 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 1 day, 4:20:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9381, loss_cls: 1.5296, loss: 1.5296 +2023-12-29 10:13:54,335 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 1 day, 4:19:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9337, loss_cls: 1.6269, loss: 1.6269 +2023-12-29 10:14:17,000 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 1 day, 4:19:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 1.5282, loss: 1.5282 +2023-12-29 10:14:39,811 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 1 day, 4:19:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9425, loss_cls: 1.5575, loss: 1.5575 +2023-12-29 10:15:02,680 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 1 day, 4:18:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9356, loss_cls: 1.6065, loss: 1.6065 +2023-12-29 10:15:25,542 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 1 day, 4:18:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9263, loss_cls: 1.6436, loss: 1.6436 +2023-12-29 10:15:48,175 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 1 day, 4:17:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9287, loss_cls: 1.6271, loss: 1.6271 +2023-12-29 10:16:11,008 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 1 day, 4:17:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 1.5478, loss: 1.5478 +2023-12-29 10:16:33,614 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 1 day, 4:17:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9325, loss_cls: 1.5908, loss: 1.5908 +2023-12-29 10:16:56,204 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 1 day, 4:16:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9300, loss_cls: 1.5488, loss: 1.5488 +2023-12-29 10:17:18,949 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 1 day, 4:16:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9394, loss_cls: 1.6113, loss: 1.6113 +2023-12-29 10:17:41,687 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 1 day, 4:15:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9469, loss_cls: 1.5468, loss: 1.5468 +2023-12-29 10:18:04,347 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 1 day, 4:15:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9337, loss_cls: 1.5475, loss: 1.5475 +2023-12-29 10:18:26,993 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 1 day, 4:15:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9281, loss_cls: 1.6061, loss: 1.6061 +2023-12-29 10:18:49,629 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 1 day, 4:14:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9350, loss_cls: 1.5180, loss: 1.5180 +2023-12-29 10:19:12,214 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 1 day, 4:14:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9325, loss_cls: 1.6198, loss: 1.6198 +2023-12-29 10:19:34,879 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 1 day, 4:13:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9375, loss_cls: 1.5336, loss: 1.5336 +2023-12-29 10:19:57,468 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 1 day, 4:13:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9269, loss_cls: 1.6310, loss: 1.6310 +2023-12-29 10:20:19,988 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 1 day, 4:13:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 1.5390, loss: 1.5390 +2023-12-29 10:20:42,497 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 1 day, 4:12:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9319, loss_cls: 1.5499, loss: 1.5499 +2023-12-29 10:21:05,027 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 1 day, 4:12:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9437, loss_cls: 1.5267, loss: 1.5267 +2023-12-29 10:21:27,521 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 1 day, 4:11:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9356, loss_cls: 1.5736, loss: 1.5736 +2023-12-29 10:21:50,053 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 1 day, 4:11:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9375, loss_cls: 1.6026, loss: 1.6026 +2023-12-29 10:22:12,612 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 1 day, 4:11:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9381, loss_cls: 1.5668, loss: 1.5668 +2023-12-29 10:22:35,126 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 1 day, 4:10:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9431, loss_cls: 1.5452, loss: 1.5452 +2023-12-29 10:22:57,642 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 1 day, 4:10:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 1.5109, loss: 1.5109 +2023-12-29 10:23:20,247 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 1 day, 4:09:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9319, loss_cls: 1.6700, loss: 1.6700 +2023-12-29 10:23:42,840 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 1 day, 4:09:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9406, loss_cls: 1.5083, loss: 1.5083 +2023-12-29 10:24:05,472 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 1 day, 4:09:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9419, loss_cls: 1.5318, loss: 1.5318 +2023-12-29 10:24:14,970 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-29 10:27:48,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 10:27:49,286 - pyskl - INFO - +top1_acc 0.6334 +top5_acc 0.8844 +2023-12-29 10:27:49,309 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.6334, top5_acc: 0.8844 +2023-12-29 10:28:33,132 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 1 day, 4:09:04, time: 0.438, data_time: 0.212, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9375, loss_cls: 1.5787, loss: 1.5787 +2023-12-29 10:28:55,617 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 1 day, 4:08:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9431, loss_cls: 1.5099, loss: 1.5099 +2023-12-29 10:29:18,171 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 1 day, 4:08:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9337, loss_cls: 1.5789, loss: 1.5789 +2023-12-29 10:29:40,807 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 1 day, 4:07:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9344, loss_cls: 1.6221, loss: 1.6221 +2023-12-29 10:30:03,386 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 1 day, 4:07:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9344, loss_cls: 1.6188, loss: 1.6188 +2023-12-29 10:30:26,111 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 1 day, 4:07:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 1.5928, loss: 1.5928 +2023-12-29 10:30:48,793 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 1 day, 4:06:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9387, loss_cls: 1.5268, loss: 1.5268 +2023-12-29 10:31:11,391 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 1 day, 4:06:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9425, loss_cls: 1.5380, loss: 1.5380 +2023-12-29 10:31:34,024 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 1 day, 4:05:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9300, loss_cls: 1.5925, loss: 1.5925 +2023-12-29 10:31:56,807 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 1 day, 4:05:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9381, loss_cls: 1.5206, loss: 1.5206 +2023-12-29 10:32:19,552 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 1 day, 4:05:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9431, loss_cls: 1.4934, loss: 1.4934 +2023-12-29 10:32:42,323 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 1 day, 4:04:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 1.4605, loss: 1.4605 +2023-12-29 10:33:04,965 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 1 day, 4:04:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9387, loss_cls: 1.5850, loss: 1.5850 +2023-12-29 10:33:27,755 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 1 day, 4:03:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9300, loss_cls: 1.5563, loss: 1.5563 +2023-12-29 10:33:50,524 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 1 day, 4:03:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 1.5204, loss: 1.5204 +2023-12-29 10:34:13,180 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 1 day, 4:03:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9344, loss_cls: 1.6396, loss: 1.6396 +2023-12-29 10:34:35,741 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 1 day, 4:02:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9413, loss_cls: 1.4367, loss: 1.4367 +2023-12-29 10:34:58,315 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 1 day, 4:02:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 1.4940, loss: 1.4940 +2023-12-29 10:35:20,885 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 1 day, 4:01:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 1.4676, loss: 1.4676 +2023-12-29 10:35:43,526 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 1 day, 4:01:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9331, loss_cls: 1.5467, loss: 1.5467 +2023-12-29 10:36:06,187 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 1 day, 4:01:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9337, loss_cls: 1.5174, loss: 1.5174 +2023-12-29 10:36:28,763 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 1 day, 4:00:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9425, loss_cls: 1.4842, loss: 1.4842 +2023-12-29 10:36:51,344 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 1 day, 4:00:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9306, loss_cls: 1.5190, loss: 1.5190 +2023-12-29 10:37:13,971 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 1 day, 3:59:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9337, loss_cls: 1.5872, loss: 1.5872 +2023-12-29 10:37:36,519 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 1 day, 3:59:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9275, loss_cls: 1.7257, loss: 1.7257 +2023-12-29 10:37:59,018 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 1 day, 3:59:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9263, loss_cls: 1.6404, loss: 1.6404 +2023-12-29 10:38:21,506 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 1 day, 3:58:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9356, loss_cls: 1.5459, loss: 1.5459 +2023-12-29 10:38:44,013 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 1 day, 3:58:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9369, loss_cls: 1.4986, loss: 1.4986 +2023-12-29 10:39:06,529 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 1 day, 3:57:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9375, loss_cls: 1.5294, loss: 1.5294 +2023-12-29 10:39:29,022 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 1 day, 3:57:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9319, loss_cls: 1.5951, loss: 1.5951 +2023-12-29 10:39:51,526 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 1 day, 3:57:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9350, loss_cls: 1.5968, loss: 1.5968 +2023-12-29 10:40:14,044 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 1 day, 3:56:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9325, loss_cls: 1.5658, loss: 1.5658 +2023-12-29 10:40:36,540 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 1 day, 3:56:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9419, loss_cls: 1.6008, loss: 1.6008 +2023-12-29 10:40:59,029 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 1 day, 3:55:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 1.5936, loss: 1.5936 +2023-12-29 10:41:21,555 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 1 day, 3:55:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9419, loss_cls: 1.5493, loss: 1.5493 +2023-12-29 10:41:44,097 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 1 day, 3:55:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9313, loss_cls: 1.6003, loss: 1.6003 +2023-12-29 10:42:06,675 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 1 day, 3:54:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9375, loss_cls: 1.6146, loss: 1.6146 +2023-12-29 10:42:29,305 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 1 day, 3:54:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 1.5599, loss: 1.5599 +2023-12-29 10:42:51,939 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 1 day, 3:53:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9356, loss_cls: 1.6511, loss: 1.6511 +2023-12-29 10:43:01,361 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-29 10:46:34,375 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 10:46:34,871 - pyskl - INFO - +top1_acc 0.6608 +top5_acc 0.9094 +2023-12-29 10:46:34,892 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.6608, top5_acc: 0.9094 +2023-12-29 10:47:18,577 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 1 day, 3:53:51, time: 0.437, data_time: 0.210, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9319, loss_cls: 1.5451, loss: 1.5451 +2023-12-29 10:47:41,165 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 1 day, 3:53:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9350, loss_cls: 1.5691, loss: 1.5691 +2023-12-29 10:48:03,956 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 1 day, 3:53:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9406, loss_cls: 1.4839, loss: 1.4839 +2023-12-29 10:48:26,663 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 1 day, 3:52:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9375, loss_cls: 1.5478, loss: 1.5478 +2023-12-29 10:48:49,375 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 1 day, 3:52:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 1.5973, loss: 1.5973 +2023-12-29 10:49:12,035 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 1 day, 3:51:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 1.4988, loss: 1.4988 +2023-12-29 10:49:34,726 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 1 day, 3:51:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 1.4603, loss: 1.4603 +2023-12-29 10:49:57,381 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 1 day, 3:51:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9400, loss_cls: 1.5216, loss: 1.5216 +2023-12-29 10:50:20,064 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 1 day, 3:50:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9406, loss_cls: 1.4701, loss: 1.4701 +2023-12-29 10:50:42,662 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 1 day, 3:50:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9344, loss_cls: 1.4816, loss: 1.4816 +2023-12-29 10:51:05,241 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 1 day, 3:49:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 1.5268, loss: 1.5268 +2023-12-29 10:51:27,810 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 1 day, 3:49:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9350, loss_cls: 1.5659, loss: 1.5659 +2023-12-29 10:51:50,511 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 1 day, 3:49:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9325, loss_cls: 1.5402, loss: 1.5402 +2023-12-29 10:52:13,154 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 1 day, 3:48:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9287, loss_cls: 1.5455, loss: 1.5455 +2023-12-29 10:52:35,722 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 1 day, 3:48:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9331, loss_cls: 1.5950, loss: 1.5950 +2023-12-29 10:52:58,317 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 1 day, 3:47:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9331, loss_cls: 1.5725, loss: 1.5725 +2023-12-29 10:53:20,927 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 1 day, 3:47:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 1.4826, loss: 1.4826 +2023-12-29 10:53:43,547 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 1 day, 3:47:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9456, loss_cls: 1.5621, loss: 1.5621 +2023-12-29 10:54:06,176 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 1 day, 3:46:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 1.4690, loss: 1.4690 +2023-12-29 10:54:28,793 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 1 day, 3:46:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 1.4765, loss: 1.4765 +2023-12-29 10:54:51,452 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 1 day, 3:45:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 1.4928, loss: 1.4928 +2023-12-29 10:55:14,240 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 1 day, 3:45:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9369, loss_cls: 1.5535, loss: 1.5535 +2023-12-29 10:55:36,870 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 1 day, 3:45:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 1.5144, loss: 1.5144 +2023-12-29 10:55:59,442 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 1 day, 3:44:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9331, loss_cls: 1.6024, loss: 1.6024 +2023-12-29 10:56:22,027 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 1 day, 3:44:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 1.4661, loss: 1.4661 +2023-12-29 10:56:44,627 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 1 day, 3:43:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9369, loss_cls: 1.6001, loss: 1.6001 +2023-12-29 10:57:07,265 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 1 day, 3:43:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9500, loss_cls: 1.5328, loss: 1.5328 +2023-12-29 10:57:29,918 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 1 day, 3:43:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9319, loss_cls: 1.5843, loss: 1.5843 +2023-12-29 10:57:52,477 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 1 day, 3:42:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9363, loss_cls: 1.5491, loss: 1.5491 +2023-12-29 10:58:15,102 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 1 day, 3:42:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9287, loss_cls: 1.7143, loss: 1.7143 +2023-12-29 10:58:37,695 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 1 day, 3:41:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 1.4981, loss: 1.4981 +2023-12-29 10:59:00,432 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 1 day, 3:41:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9344, loss_cls: 1.5536, loss: 1.5536 +2023-12-29 10:59:23,132 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 1 day, 3:41:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 1.5092, loss: 1.5092 +2023-12-29 10:59:45,729 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 1 day, 3:40:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9406, loss_cls: 1.5418, loss: 1.5418 +2023-12-29 11:00:08,341 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 1 day, 3:40:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9406, loss_cls: 1.6086, loss: 1.6086 +2023-12-29 11:00:30,929 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 1 day, 3:39:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9375, loss_cls: 1.5459, loss: 1.5459 +2023-12-29 11:00:53,529 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 1 day, 3:39:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9219, loss_cls: 1.6512, loss: 1.6512 +2023-12-29 11:01:16,116 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 1 day, 3:39:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9487, loss_cls: 1.5384, loss: 1.5384 +2023-12-29 11:01:38,685 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 1 day, 3:38:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 1.4748, loss: 1.4748 +2023-12-29 11:01:48,117 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-29 11:05:22,746 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 11:05:23,231 - pyskl - INFO - +top1_acc 0.6395 +top5_acc 0.9006 +2023-12-29 11:05:23,250 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.6395, top5_acc: 0.9006 +2023-12-29 11:06:07,417 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 1 day, 3:38:44, time: 0.442, data_time: 0.217, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 1.5886, loss: 1.5886 +2023-12-29 11:06:29,951 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 1 day, 3:38:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9337, loss_cls: 1.5827, loss: 1.5827 +2023-12-29 11:06:52,500 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 1 day, 3:37:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 1.4871, loss: 1.4871 +2023-12-29 11:07:15,114 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 1 day, 3:37:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 1.3933, loss: 1.3933 +2023-12-29 11:07:37,689 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 1 day, 3:37:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9525, loss_cls: 1.4252, loss: 1.4252 +2023-12-29 11:08:00,291 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 1 day, 3:36:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9375, loss_cls: 1.4733, loss: 1.4733 +2023-12-29 11:08:22,818 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 1 day, 3:36:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9463, loss_cls: 1.4949, loss: 1.4949 +2023-12-29 11:08:45,364 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 1 day, 3:35:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 1.4646, loss: 1.4646 +2023-12-29 11:09:07,897 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 1 day, 3:35:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9369, loss_cls: 1.6309, loss: 1.6309 +2023-12-29 11:09:30,474 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 1 day, 3:35:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9337, loss_cls: 1.5668, loss: 1.5668 +2023-12-29 11:09:53,105 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 1 day, 3:34:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 1.4975, loss: 1.4975 +2023-12-29 11:10:15,830 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 1 day, 3:34:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9319, loss_cls: 1.5651, loss: 1.5651 +2023-12-29 11:10:38,552 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 1 day, 3:33:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9425, loss_cls: 1.4421, loss: 1.4421 +2023-12-29 11:11:01,251 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 1 day, 3:33:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 1.5651, loss: 1.5651 +2023-12-29 11:11:24,065 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 1 day, 3:33:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9294, loss_cls: 1.6515, loss: 1.6515 +2023-12-29 11:11:46,641 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 1 day, 3:32:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9469, loss_cls: 1.4996, loss: 1.4996 +2023-12-29 11:12:09,187 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 1 day, 3:32:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 1.5129, loss: 1.5129 +2023-12-29 11:12:31,742 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 1 day, 3:31:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 1.5216, loss: 1.5216 +2023-12-29 11:12:54,307 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 1 day, 3:31:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 1.4923, loss: 1.4923 +2023-12-29 11:13:16,844 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 1 day, 3:31:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9369, loss_cls: 1.5277, loss: 1.5277 +2023-12-29 11:13:39,432 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 1 day, 3:30:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9363, loss_cls: 1.5180, loss: 1.5180 +2023-12-29 11:14:02,012 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 1 day, 3:30:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9475, loss_cls: 1.4853, loss: 1.4853 +2023-12-29 11:14:24,664 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 1 day, 3:29:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9381, loss_cls: 1.5100, loss: 1.5100 +2023-12-29 11:14:47,449 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 1 day, 3:29:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9500, loss_cls: 1.4878, loss: 1.4878 +2023-12-29 11:15:10,165 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 1 day, 3:29:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9300, loss_cls: 1.5767, loss: 1.5767 +2023-12-29 11:15:32,813 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 1 day, 3:28:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9381, loss_cls: 1.5763, loss: 1.5763 +2023-12-29 11:15:55,535 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 1 day, 3:28:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9350, loss_cls: 1.5537, loss: 1.5537 +2023-12-29 11:16:18,175 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 1 day, 3:27:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9300, loss_cls: 1.5844, loss: 1.5844 +2023-12-29 11:16:40,850 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 1 day, 3:27:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9363, loss_cls: 1.5795, loss: 1.5795 +2023-12-29 11:17:03,588 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 1 day, 3:27:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9369, loss_cls: 1.4374, loss: 1.4374 +2023-12-29 11:17:26,268 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 1 day, 3:26:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9381, loss_cls: 1.6067, loss: 1.6067 +2023-12-29 11:17:48,920 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 1 day, 3:26:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9344, loss_cls: 1.6418, loss: 1.6418 +2023-12-29 11:18:11,515 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 1 day, 3:26:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9413, loss_cls: 1.5421, loss: 1.5421 +2023-12-29 11:18:34,084 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 1 day, 3:25:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9413, loss_cls: 1.5124, loss: 1.5124 +2023-12-29 11:18:56,648 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 1 day, 3:25:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 1.4502, loss: 1.4502 +2023-12-29 11:19:19,205 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 1 day, 3:24:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 1.5028, loss: 1.5028 +2023-12-29 11:19:41,788 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 1 day, 3:24:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9269, loss_cls: 1.6000, loss: 1.6000 +2023-12-29 11:20:04,383 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 1 day, 3:24:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 1.5745, loss: 1.5745 +2023-12-29 11:20:26,965 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 1 day, 3:23:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9344, loss_cls: 1.6038, loss: 1.6038 +2023-12-29 11:20:36,373 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-29 11:24:10,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 11:24:11,397 - pyskl - INFO - +top1_acc 0.5519 +top5_acc 0.7963 +2023-12-29 11:24:11,420 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.5519, top5_acc: 0.7963 +2023-12-29 11:24:54,590 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 1 day, 3:23:33, time: 0.432, data_time: 0.206, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9413, loss_cls: 1.5821, loss: 1.5821 +2023-12-29 11:25:17,155 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 1 day, 3:23:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9425, loss_cls: 1.5207, loss: 1.5207 +2023-12-29 11:25:39,748 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 1 day, 3:22:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 1.4387, loss: 1.4387 +2023-12-29 11:26:02,355 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 1 day, 3:22:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9394, loss_cls: 1.5212, loss: 1.5212 +2023-12-29 11:26:24,972 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 1 day, 3:21:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9363, loss_cls: 1.5772, loss: 1.5772 +2023-12-29 11:26:47,590 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 1 day, 3:21:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9519, loss_cls: 1.4438, loss: 1.4438 +2023-12-29 11:27:10,243 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 1 day, 3:21:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9413, loss_cls: 1.4453, loss: 1.4453 +2023-12-29 11:27:32,881 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 1 day, 3:20:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9337, loss_cls: 1.5439, loss: 1.5439 +2023-12-29 11:27:55,580 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 1 day, 3:20:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 1.4744, loss: 1.4744 +2023-12-29 11:28:18,272 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 1 day, 3:19:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 1.4364, loss: 1.4364 +2023-12-29 11:28:40,926 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 1 day, 3:19:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9337, loss_cls: 1.5078, loss: 1.5078 +2023-12-29 11:29:03,516 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 1 day, 3:19:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 1.5366, loss: 1.5366 +2023-12-29 11:29:26,090 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 1 day, 3:18:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9506, loss_cls: 1.4592, loss: 1.4592 +2023-12-29 11:29:48,724 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 1 day, 3:18:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9281, loss_cls: 1.6372, loss: 1.6372 +2023-12-29 11:30:11,411 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 1 day, 3:17:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 1.6236, loss: 1.6236 +2023-12-29 11:30:34,111 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 1 day, 3:17:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9344, loss_cls: 1.5533, loss: 1.5533 +2023-12-29 11:30:56,757 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 1 day, 3:17:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9400, loss_cls: 1.5686, loss: 1.5686 +2023-12-29 11:31:19,346 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 1 day, 3:16:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9300, loss_cls: 1.5707, loss: 1.5707 +2023-12-29 11:31:41,940 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 1 day, 3:16:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9487, loss_cls: 1.5021, loss: 1.5021 +2023-12-29 11:32:04,555 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 1 day, 3:16:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 1.4206, loss: 1.4206 +2023-12-29 11:32:27,139 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 1 day, 3:15:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9319, loss_cls: 1.6041, loss: 1.6041 +2023-12-29 11:32:49,739 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 1 day, 3:15:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 1.4452, loss: 1.4452 +2023-12-29 11:33:12,381 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 1 day, 3:14:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9231, loss_cls: 1.6131, loss: 1.6131 +2023-12-29 11:33:35,048 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 1 day, 3:14:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 1.4612, loss: 1.4612 +2023-12-29 11:33:57,767 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 1 day, 3:14:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9481, loss_cls: 1.5012, loss: 1.5012 +2023-12-29 11:34:20,462 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 1 day, 3:13:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 1.5078, loss: 1.5078 +2023-12-29 11:34:43,196 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 1 day, 3:13:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9400, loss_cls: 1.5789, loss: 1.5789 +2023-12-29 11:35:05,860 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 1 day, 3:12:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9269, loss_cls: 1.5918, loss: 1.5918 +2023-12-29 11:35:28,569 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 1 day, 3:12:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9356, loss_cls: 1.5746, loss: 1.5746 +2023-12-29 11:35:51,228 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 1 day, 3:12:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9369, loss_cls: 1.5462, loss: 1.5462 +2023-12-29 11:36:13,882 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 1 day, 3:11:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9325, loss_cls: 1.5139, loss: 1.5139 +2023-12-29 11:36:36,489 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 1 day, 3:11:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9419, loss_cls: 1.4941, loss: 1.4941 +2023-12-29 11:36:59,094 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 1 day, 3:10:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9350, loss_cls: 1.5576, loss: 1.5576 +2023-12-29 11:37:21,710 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 1 day, 3:10:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9369, loss_cls: 1.5251, loss: 1.5251 +2023-12-29 11:37:44,341 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 1 day, 3:10:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9319, loss_cls: 1.5448, loss: 1.5448 +2023-12-29 11:38:06,989 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 1 day, 3:09:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9419, loss_cls: 1.5862, loss: 1.5862 +2023-12-29 11:38:29,674 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 1 day, 3:09:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9456, loss_cls: 1.5389, loss: 1.5389 +2023-12-29 11:38:52,453 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 1 day, 3:08:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9325, loss_cls: 1.5680, loss: 1.5680 +2023-12-29 11:39:15,184 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 1 day, 3:08:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9350, loss_cls: 1.6197, loss: 1.6197 +2023-12-29 11:39:24,620 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-29 11:42:59,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 11:42:59,957 - pyskl - INFO - +top1_acc 0.6138 +top5_acc 0.8791 +2023-12-29 11:42:59,979 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.6138, top5_acc: 0.8791 +2023-12-29 11:43:43,708 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 1 day, 3:08:27, time: 0.437, data_time: 0.211, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9413, loss_cls: 1.5297, loss: 1.5297 +2023-12-29 11:44:06,299 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 1 day, 3:08:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9437, loss_cls: 1.4073, loss: 1.4073 +2023-12-29 11:44:28,955 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 1 day, 3:07:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 1.4356, loss: 1.4356 +2023-12-29 11:44:51,649 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 1 day, 3:07:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 1.4440, loss: 1.4440 +2023-12-29 11:45:14,356 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 1 day, 3:06:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 1.4441, loss: 1.4441 +2023-12-29 11:45:36,954 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 1 day, 3:06:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 1.3912, loss: 1.3912 +2023-12-29 11:45:59,585 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 1 day, 3:06:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9313, loss_cls: 1.5268, loss: 1.5268 +2023-12-29 11:46:22,261 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 1 day, 3:05:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 1.6253, loss: 1.6253 +2023-12-29 11:46:44,892 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 1 day, 3:05:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9300, loss_cls: 1.6316, loss: 1.6316 +2023-12-29 11:47:07,550 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 1 day, 3:04:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 1.4483, loss: 1.4483 +2023-12-29 11:47:30,198 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 1 day, 3:04:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 1.5450, loss: 1.5450 +2023-12-29 11:47:52,771 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 1 day, 3:04:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 1.5485, loss: 1.5485 +2023-12-29 11:48:15,335 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 1 day, 3:03:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9325, loss_cls: 1.5070, loss: 1.5070 +2023-12-29 11:48:37,925 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 1 day, 3:03:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9337, loss_cls: 1.5670, loss: 1.5670 +2023-12-29 11:49:00,635 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 1 day, 3:02:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9375, loss_cls: 1.5576, loss: 1.5576 +2023-12-29 11:49:23,306 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 1 day, 3:02:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9306, loss_cls: 1.5098, loss: 1.5098 +2023-12-29 11:49:45,949 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 1 day, 3:02:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9287, loss_cls: 1.6151, loss: 1.6151 +2023-12-29 11:50:08,755 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 1 day, 3:01:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9381, loss_cls: 1.4843, loss: 1.4843 +2023-12-29 11:50:31,423 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 1 day, 3:01:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9431, loss_cls: 1.5247, loss: 1.5247 +2023-12-29 11:50:54,160 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 1 day, 3:00:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9487, loss_cls: 1.4811, loss: 1.4811 +2023-12-29 11:51:16,826 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 1 day, 3:00:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 1.5434, loss: 1.5434 +2023-12-29 11:51:39,520 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 1 day, 3:00:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9337, loss_cls: 1.5566, loss: 1.5566 +2023-12-29 11:52:02,193 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 1 day, 2:59:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 1.5270, loss: 1.5270 +2023-12-29 11:52:24,979 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 1 day, 2:59:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9344, loss_cls: 1.4703, loss: 1.4703 +2023-12-29 11:52:47,677 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 1 day, 2:58:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9306, loss_cls: 1.5523, loss: 1.5523 +2023-12-29 11:53:10,367 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 1 day, 2:58:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9313, loss_cls: 1.5504, loss: 1.5504 +2023-12-29 11:53:33,047 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 1 day, 2:58:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9337, loss_cls: 1.5312, loss: 1.5312 +2023-12-29 11:53:55,752 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 1 day, 2:57:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9375, loss_cls: 1.5610, loss: 1.5610 +2023-12-29 11:54:18,596 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 1 day, 2:57:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9406, loss_cls: 1.4333, loss: 1.4333 +2023-12-29 11:54:41,429 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 1 day, 2:57:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9413, loss_cls: 1.4943, loss: 1.4943 +2023-12-29 11:55:04,091 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 1 day, 2:56:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 1.4649, loss: 1.4649 +2023-12-29 11:55:26,741 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 1 day, 2:56:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9344, loss_cls: 1.6365, loss: 1.6365 +2023-12-29 11:55:49,339 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 1 day, 2:55:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 1.5213, loss: 1.5213 +2023-12-29 11:56:11,949 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 1 day, 2:55:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 1.4736, loss: 1.4736 +2023-12-29 11:56:34,544 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 1 day, 2:55:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 1.4590, loss: 1.4590 +2023-12-29 11:56:57,117 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 1 day, 2:54:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9381, loss_cls: 1.5804, loss: 1.5804 +2023-12-29 11:57:19,717 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 1 day, 2:54:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 1.5440, loss: 1.5440 +2023-12-29 11:57:42,353 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 1 day, 2:53:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9406, loss_cls: 1.5196, loss: 1.5196 +2023-12-29 11:58:05,038 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 1 day, 2:53:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9350, loss_cls: 1.5663, loss: 1.5663 +2023-12-29 11:58:14,500 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-29 12:01:50,320 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 12:01:50,795 - pyskl - INFO - +top1_acc 0.6205 +top5_acc 0.8958 +2023-12-29 12:01:50,815 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.6205, top5_acc: 0.8958 +2023-12-29 12:02:34,518 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 1 day, 2:53:22, time: 0.437, data_time: 0.211, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 1.5415, loss: 1.5415 +2023-12-29 12:02:57,168 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 1 day, 2:52:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9531, loss_cls: 1.4794, loss: 1.4794 +2023-12-29 12:03:19,838 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 1 day, 2:52:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 1.4052, loss: 1.4052 +2023-12-29 12:03:42,591 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 1 day, 2:52:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9413, loss_cls: 1.4812, loss: 1.4812 +2023-12-29 12:04:05,268 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 1 day, 2:51:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 1.5254, loss: 1.5254 +2023-12-29 12:04:28,048 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 1 day, 2:51:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 1.4280, loss: 1.4280 +2023-12-29 12:04:50,791 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 1 day, 2:51:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9363, loss_cls: 1.5536, loss: 1.5536 +2023-12-29 12:05:13,519 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 1 day, 2:50:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9444, loss_cls: 1.5242, loss: 1.5242 +2023-12-29 12:05:36,273 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 1 day, 2:50:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 1.4978, loss: 1.4978 +2023-12-29 12:05:58,906 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 1 day, 2:49:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 1.4188, loss: 1.4188 +2023-12-29 12:06:21,603 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 1 day, 2:49:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9350, loss_cls: 1.5330, loss: 1.5330 +2023-12-29 12:06:44,226 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 1 day, 2:49:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9444, loss_cls: 1.5278, loss: 1.5278 +2023-12-29 12:07:06,851 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 1 day, 2:48:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9394, loss_cls: 1.5048, loss: 1.5048 +2023-12-29 12:07:29,510 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 1 day, 2:48:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 1.3624, loss: 1.3624 +2023-12-29 12:07:52,145 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 1 day, 2:47:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9187, loss_cls: 1.6017, loss: 1.6017 +2023-12-29 12:08:14,808 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 1 day, 2:47:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 1.4352, loss: 1.4352 +2023-12-29 12:08:37,506 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 1 day, 2:47:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 1.4427, loss: 1.4427 +2023-12-29 12:09:00,167 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 1 day, 2:46:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9400, loss_cls: 1.5029, loss: 1.5029 +2023-12-29 12:09:22,957 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 1 day, 2:46:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9394, loss_cls: 1.5393, loss: 1.5393 +2023-12-29 12:09:45,731 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 1 day, 2:45:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9444, loss_cls: 1.4634, loss: 1.4634 +2023-12-29 12:10:08,542 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 1 day, 2:45:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 1.4198, loss: 1.4198 +2023-12-29 12:10:31,215 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 1 day, 2:45:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 1.5031, loss: 1.5031 +2023-12-29 12:10:53,913 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 1 day, 2:44:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9525, loss_cls: 1.4365, loss: 1.4365 +2023-12-29 12:11:16,615 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 1 day, 2:44:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9413, loss_cls: 1.4705, loss: 1.4705 +2023-12-29 12:11:39,327 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 1 day, 2:43:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 1.4000, loss: 1.4000 +2023-12-29 12:12:01,938 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 1 day, 2:43:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9281, loss_cls: 1.6276, loss: 1.6276 +2023-12-29 12:12:24,567 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 1 day, 2:43:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9350, loss_cls: 1.5201, loss: 1.5201 +2023-12-29 12:12:47,168 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 1 day, 2:42:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 1.5214, loss: 1.5214 +2023-12-29 12:13:09,767 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 1 day, 2:42:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 1.5025, loss: 1.5025 +2023-12-29 12:13:32,488 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 1 day, 2:41:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 1.5250, loss: 1.5250 +2023-12-29 12:13:55,178 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 1 day, 2:41:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9244, loss_cls: 1.6065, loss: 1.6065 +2023-12-29 12:14:17,817 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 1 day, 2:41:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9413, loss_cls: 1.4928, loss: 1.4928 +2023-12-29 12:14:40,398 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 1 day, 2:40:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9506, loss_cls: 1.4723, loss: 1.4723 +2023-12-29 12:15:02,988 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 1 day, 2:40:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 1.4933, loss: 1.4933 +2023-12-29 12:15:25,589 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 1 day, 2:39:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 1.5236, loss: 1.5236 +2023-12-29 12:15:48,268 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 1 day, 2:39:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9306, loss_cls: 1.5838, loss: 1.5838 +2023-12-29 12:16:10,995 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 1 day, 2:39:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9437, loss_cls: 1.4569, loss: 1.4569 +2023-12-29 12:16:33,680 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 1 day, 2:38:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9406, loss_cls: 1.4578, loss: 1.4578 +2023-12-29 12:16:56,341 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 1 day, 2:38:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9337, loss_cls: 1.5562, loss: 1.5562 +2023-12-29 12:17:05,763 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-29 12:20:39,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 12:20:40,230 - pyskl - INFO - +top1_acc 0.6549 +top5_acc 0.9097 +2023-12-29 12:20:40,255 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.6549, top5_acc: 0.9097 +2023-12-29 12:21:23,834 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 1 day, 2:38:18, time: 0.436, data_time: 0.210, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9456, loss_cls: 1.5056, loss: 1.5056 +2023-12-29 12:21:46,378 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 1 day, 2:37:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 1.3931, loss: 1.3931 +2023-12-29 12:22:09,141 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 1 day, 2:37:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9344, loss_cls: 1.4883, loss: 1.4883 +2023-12-29 12:22:31,871 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 1 day, 2:37:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9331, loss_cls: 1.5536, loss: 1.5536 +2023-12-29 12:22:54,518 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 1 day, 2:36:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9456, loss_cls: 1.4456, loss: 1.4456 +2023-12-29 12:23:17,226 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 1 day, 2:36:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 1.4692, loss: 1.4692 +2023-12-29 12:23:39,963 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 1 day, 2:35:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9331, loss_cls: 1.5584, loss: 1.5584 +2023-12-29 12:24:02,692 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 1 day, 2:35:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 1.4337, loss: 1.4337 +2023-12-29 12:24:25,458 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 1 day, 2:35:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 1.4532, loss: 1.4532 +2023-12-29 12:24:48,223 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 1 day, 2:34:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 1.5131, loss: 1.5131 +2023-12-29 12:25:10,877 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 1 day, 2:34:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 1.5156, loss: 1.5156 +2023-12-29 12:25:33,516 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 1 day, 2:33:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9356, loss_cls: 1.5326, loss: 1.5326 +2023-12-29 12:25:56,129 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 1 day, 2:33:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9487, loss_cls: 1.4557, loss: 1.4557 +2023-12-29 12:26:18,777 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 1 day, 2:33:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9381, loss_cls: 1.5096, loss: 1.5096 +2023-12-29 12:26:41,434 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 1 day, 2:32:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9419, loss_cls: 1.5370, loss: 1.5370 +2023-12-29 12:27:04,080 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 1 day, 2:32:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9413, loss_cls: 1.4647, loss: 1.4647 +2023-12-29 12:27:26,836 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 1 day, 2:32:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 1.4002, loss: 1.4002 +2023-12-29 12:27:49,425 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 1 day, 2:31:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9337, loss_cls: 1.5019, loss: 1.5019 +2023-12-29 12:28:12,134 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 1 day, 2:31:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9363, loss_cls: 1.5721, loss: 1.5721 +2023-12-29 12:28:34,855 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 1 day, 2:30:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9537, loss_cls: 1.4379, loss: 1.4379 +2023-12-29 12:28:57,376 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 1 day, 2:30:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9356, loss_cls: 1.5485, loss: 1.5485 +2023-12-29 12:29:20,207 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 1 day, 2:30:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9281, loss_cls: 1.6610, loss: 1.6610 +2023-12-29 12:29:42,897 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 1 day, 2:29:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9344, loss_cls: 1.5463, loss: 1.5463 +2023-12-29 12:30:05,526 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 1 day, 2:29:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9437, loss_cls: 1.5107, loss: 1.5107 +2023-12-29 12:30:28,084 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 1 day, 2:28:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9337, loss_cls: 1.5201, loss: 1.5201 +2023-12-29 12:30:50,629 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 1 day, 2:28:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9394, loss_cls: 1.5300, loss: 1.5300 +2023-12-29 12:31:13,220 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 1 day, 2:28:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9381, loss_cls: 1.4922, loss: 1.4922 +2023-12-29 12:31:35,836 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 1 day, 2:27:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9325, loss_cls: 1.5141, loss: 1.5141 +2023-12-29 12:31:58,442 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 1 day, 2:27:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9363, loss_cls: 1.5589, loss: 1.5589 +2023-12-29 12:32:20,990 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 1 day, 2:26:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 1.4449, loss: 1.4449 +2023-12-29 12:32:43,530 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 1 day, 2:26:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9413, loss_cls: 1.4602, loss: 1.4602 +2023-12-29 12:33:06,140 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 1 day, 2:26:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9456, loss_cls: 1.4734, loss: 1.4734 +2023-12-29 12:33:28,748 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 1 day, 2:25:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 1.4899, loss: 1.4899 +2023-12-29 12:33:51,359 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 1 day, 2:25:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 1.4949, loss: 1.4949 +2023-12-29 12:34:13,957 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 1 day, 2:24:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 1.4426, loss: 1.4426 +2023-12-29 12:34:36,586 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 1 day, 2:24:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 1.4457, loss: 1.4457 +2023-12-29 12:34:59,232 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 1 day, 2:24:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 1.4373, loss: 1.4373 +2023-12-29 12:35:21,873 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 1 day, 2:23:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9275, loss_cls: 1.6112, loss: 1.6112 +2023-12-29 12:35:44,510 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 1 day, 2:23:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 1.4799, loss: 1.4799 +2023-12-29 12:35:53,964 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-29 12:39:28,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 12:39:28,619 - pyskl - INFO - +top1_acc 0.6420 +top5_acc 0.9005 +2023-12-29 12:39:28,640 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.6420, top5_acc: 0.9005 +2023-12-29 12:40:12,426 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 1 day, 2:23:12, time: 0.438, data_time: 0.213, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 1.4551, loss: 1.4551 +2023-12-29 12:40:34,973 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 1 day, 2:22:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9375, loss_cls: 1.4908, loss: 1.4908 +2023-12-29 12:40:57,594 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 1 day, 2:22:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9419, loss_cls: 1.4037, loss: 1.4037 +2023-12-29 12:41:20,173 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 1 day, 2:22:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 1.4544, loss: 1.4544 +2023-12-29 12:41:42,785 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 1 day, 2:21:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9356, loss_cls: 1.5354, loss: 1.5354 +2023-12-29 12:42:05,447 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 1 day, 2:21:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 1.4247, loss: 1.4247 +2023-12-29 12:42:28,168 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 1 day, 2:20:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9463, loss_cls: 1.4941, loss: 1.4941 +2023-12-29 12:42:50,837 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 1 day, 2:20:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9444, loss_cls: 1.5332, loss: 1.5332 +2023-12-29 12:43:13,499 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 1 day, 2:20:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9356, loss_cls: 1.5100, loss: 1.5100 +2023-12-29 12:43:36,175 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 1 day, 2:19:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 1.4390, loss: 1.4390 +2023-12-29 12:43:58,838 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 1 day, 2:19:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9387, loss_cls: 1.5233, loss: 1.5233 +2023-12-29 12:44:21,488 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 1 day, 2:18:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 1.5140, loss: 1.5140 +2023-12-29 12:44:44,125 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 1 day, 2:18:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9444, loss_cls: 1.4823, loss: 1.4823 +2023-12-29 12:45:06,743 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 1 day, 2:18:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9400, loss_cls: 1.5860, loss: 1.5860 +2023-12-29 12:45:29,353 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 1 day, 2:17:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 1.4599, loss: 1.4599 +2023-12-29 12:45:51,937 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 1 day, 2:17:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9494, loss_cls: 1.3747, loss: 1.3747 +2023-12-29 12:46:14,524 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 1 day, 2:16:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 1.4865, loss: 1.4865 +2023-12-29 12:46:37,190 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 1 day, 2:16:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 1.4502, loss: 1.4502 +2023-12-29 12:46:59,836 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 1 day, 2:16:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9356, loss_cls: 1.4689, loss: 1.4689 +2023-12-29 12:47:22,613 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 1 day, 2:15:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9500, loss_cls: 1.4948, loss: 1.4948 +2023-12-29 12:47:45,374 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 1 day, 2:15:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9437, loss_cls: 1.5164, loss: 1.5164 +2023-12-29 12:48:08,074 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 1 day, 2:14:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9237, loss_cls: 1.6228, loss: 1.6228 +2023-12-29 12:48:30,746 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 1 day, 2:14:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9450, loss_cls: 1.4342, loss: 1.4342 +2023-12-29 12:48:53,433 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 1 day, 2:14:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9350, loss_cls: 1.4828, loss: 1.4828 +2023-12-29 12:49:16,047 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 1 day, 2:13:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9281, loss_cls: 1.5623, loss: 1.5623 +2023-12-29 12:49:38,650 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 1 day, 2:13:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9431, loss_cls: 1.4526, loss: 1.4526 +2023-12-29 12:50:01,251 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 1 day, 2:12:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 1.4311, loss: 1.4311 +2023-12-29 12:50:23,954 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 1 day, 2:12:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 1.4138, loss: 1.4138 +2023-12-29 12:50:46,616 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 1 day, 2:12:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9431, loss_cls: 1.4509, loss: 1.4509 +2023-12-29 12:51:09,202 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 1 day, 2:11:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 1.4383, loss: 1.4383 +2023-12-29 12:51:31,785 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 1 day, 2:11:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9419, loss_cls: 1.4159, loss: 1.4159 +2023-12-29 12:51:54,367 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 1 day, 2:10:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9413, loss_cls: 1.4219, loss: 1.4219 +2023-12-29 12:52:17,094 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 1 day, 2:10:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9319, loss_cls: 1.5680, loss: 1.5680 +2023-12-29 12:52:39,914 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 1 day, 2:10:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 1.5302, loss: 1.5302 +2023-12-29 12:53:02,812 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 1 day, 2:09:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 1.5432, loss: 1.5432 +2023-12-29 12:53:25,459 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 1 day, 2:09:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 1.4518, loss: 1.4518 +2023-12-29 12:53:48,099 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 1 day, 2:09:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 1.6176, loss: 1.6176 +2023-12-29 12:54:10,777 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 1 day, 2:08:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9506, loss_cls: 1.5179, loss: 1.5179 +2023-12-29 12:54:33,400 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 1 day, 2:08:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 1.4678, loss: 1.4678 +2023-12-29 12:54:42,836 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-29 12:58:17,398 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 12:58:17,899 - pyskl - INFO - +top1_acc 0.6404 +top5_acc 0.9071 +2023-12-29 12:58:17,921 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.6404, top5_acc: 0.9071 +2023-12-29 12:59:01,633 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 1 day, 2:08:07, time: 0.437, data_time: 0.211, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9306, loss_cls: 1.5670, loss: 1.5670 +2023-12-29 12:59:24,269 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 1 day, 2:07:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 1.4038, loss: 1.4038 +2023-12-29 12:59:46,889 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 1 day, 2:07:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 1.4234, loss: 1.4234 +2023-12-29 13:00:09,491 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 1 day, 2:06:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 1.4082, loss: 1.4082 +2023-12-29 13:00:32,116 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 1 day, 2:06:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.4618, loss: 1.4618 +2023-12-29 13:00:54,765 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 1 day, 2:06:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 1.4114, loss: 1.4114 +2023-12-29 13:01:17,432 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 1 day, 2:05:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 1.4342, loss: 1.4342 +2023-12-29 13:01:39,976 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 1 day, 2:05:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9506, loss_cls: 1.4728, loss: 1.4728 +2023-12-29 13:02:02,611 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 1 day, 2:04:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9269, loss_cls: 1.5847, loss: 1.5847 +2023-12-29 13:02:25,187 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 1 day, 2:04:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 1.5180, loss: 1.5180 +2023-12-29 13:02:47,768 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 1 day, 2:04:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 1.4779, loss: 1.4779 +2023-12-29 13:03:10,449 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 1 day, 2:03:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 1.3981, loss: 1.3981 +2023-12-29 13:03:33,087 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 1 day, 2:03:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 1.4648, loss: 1.4648 +2023-12-29 13:03:55,819 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 1 day, 2:02:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9450, loss_cls: 1.3587, loss: 1.3587 +2023-12-29 13:04:18,479 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 1 day, 2:02:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9369, loss_cls: 1.4747, loss: 1.4747 +2023-12-29 13:04:41,021 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 1 day, 2:02:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9356, loss_cls: 1.4734, loss: 1.4734 +2023-12-29 13:05:03,596 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 1 day, 2:01:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 1.4015, loss: 1.4015 +2023-12-29 13:05:26,212 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 1 day, 2:01:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 1.5059, loss: 1.5059 +2023-12-29 13:05:48,822 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 1 day, 2:00:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 1.5404, loss: 1.5404 +2023-12-29 13:06:11,457 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 1 day, 2:00:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 1.3866, loss: 1.3866 +2023-12-29 13:06:34,067 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 1 day, 2:00:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 1.4997, loss: 1.4997 +2023-12-29 13:06:56,634 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 1 day, 1:59:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 1.5704, loss: 1.5704 +2023-12-29 13:07:19,216 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 1 day, 1:59:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9350, loss_cls: 1.4870, loss: 1.4870 +2023-12-29 13:07:41,787 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 1 day, 1:59:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9394, loss_cls: 1.4747, loss: 1.4747 +2023-12-29 13:08:04,373 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 1 day, 1:58:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9394, loss_cls: 1.4920, loss: 1.4920 +2023-12-29 13:08:27,075 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 1 day, 1:58:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 1.4815, loss: 1.4815 +2023-12-29 13:08:49,666 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 1 day, 1:57:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9400, loss_cls: 1.4814, loss: 1.4814 +2023-12-29 13:09:12,276 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 1 day, 1:57:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9406, loss_cls: 1.5051, loss: 1.5051 +2023-12-29 13:09:34,885 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 1 day, 1:57:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9450, loss_cls: 1.5150, loss: 1.5150 +2023-12-29 13:09:57,449 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 1 day, 1:56:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 1.4570, loss: 1.4570 +2023-12-29 13:10:19,948 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 1 day, 1:56:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9431, loss_cls: 1.4147, loss: 1.4147 +2023-12-29 13:10:42,456 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 1 day, 1:55:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 1.4797, loss: 1.4797 +2023-12-29 13:11:05,036 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 1 day, 1:55:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9306, loss_cls: 1.5771, loss: 1.5771 +2023-12-29 13:11:27,690 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 1 day, 1:55:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9281, loss_cls: 1.6387, loss: 1.6387 +2023-12-29 13:11:50,330 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 1 day, 1:54:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9319, loss_cls: 1.5419, loss: 1.5419 +2023-12-29 13:12:13,049 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 1 day, 1:54:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 1.4444, loss: 1.4444 +2023-12-29 13:12:35,692 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 1 day, 1:53:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9381, loss_cls: 1.5472, loss: 1.5472 +2023-12-29 13:12:58,315 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 1 day, 1:53:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 1.5726, loss: 1.5726 +2023-12-29 13:13:20,870 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 1 day, 1:53:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9400, loss_cls: 1.5056, loss: 1.5056 +2023-12-29 13:13:30,268 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-29 13:17:04,203 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 13:17:04,689 - pyskl - INFO - +top1_acc 0.6467 +top5_acc 0.9031 +2023-12-29 13:17:04,713 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.6467, top5_acc: 0.9031 +2023-12-29 13:17:48,036 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 1 day, 1:52:57, time: 0.433, data_time: 0.208, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9475, loss_cls: 1.4798, loss: 1.4798 +2023-12-29 13:18:10,582 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 1 day, 1:52:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 1.3076, loss: 1.3076 +2023-12-29 13:18:33,196 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 1 day, 1:52:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9519, loss_cls: 1.4140, loss: 1.4140 +2023-12-29 13:18:55,793 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 1 day, 1:51:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9469, loss_cls: 1.4022, loss: 1.4022 +2023-12-29 13:19:18,370 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 1 day, 1:51:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 1.3934, loss: 1.3934 +2023-12-29 13:19:41,088 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 1 day, 1:50:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 1.4804, loss: 1.4804 +2023-12-29 13:20:03,876 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 1 day, 1:50:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9369, loss_cls: 1.5128, loss: 1.5128 +2023-12-29 13:20:26,541 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 1 day, 1:50:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9444, loss_cls: 1.4238, loss: 1.4238 +2023-12-29 13:20:49,208 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 1 day, 1:49:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 1.4283, loss: 1.4283 +2023-12-29 13:21:11,860 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 1 day, 1:49:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 1.3950, loss: 1.3950 +2023-12-29 13:21:34,467 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 1 day, 1:49:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 1.4617, loss: 1.4617 +2023-12-29 13:21:57,097 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 1 day, 1:48:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9431, loss_cls: 1.4697, loss: 1.4697 +2023-12-29 13:22:19,693 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 1 day, 1:48:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9400, loss_cls: 1.4217, loss: 1.4217 +2023-12-29 13:22:42,274 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 1 day, 1:47:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9363, loss_cls: 1.5424, loss: 1.5424 +2023-12-29 13:23:04,867 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 1 day, 1:47:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9344, loss_cls: 1.5816, loss: 1.5816 +2023-12-29 13:23:27,447 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 1 day, 1:47:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9363, loss_cls: 1.5149, loss: 1.5149 +2023-12-29 13:23:50,035 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 1 day, 1:46:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9394, loss_cls: 1.4438, loss: 1.4438 +2023-12-29 13:24:12,663 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 1 day, 1:46:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 1.4465, loss: 1.4465 +2023-12-29 13:24:35,352 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 1 day, 1:45:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9363, loss_cls: 1.5637, loss: 1.5637 +2023-12-29 13:24:58,025 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 1 day, 1:45:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9375, loss_cls: 1.4977, loss: 1.4977 +2023-12-29 13:25:20,801 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 1 day, 1:45:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9506, loss_cls: 1.4796, loss: 1.4796 +2023-12-29 13:25:43,497 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 1 day, 1:44:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 1.4427, loss: 1.4427 +2023-12-29 13:26:06,217 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 1 day, 1:44:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9369, loss_cls: 1.5590, loss: 1.5590 +2023-12-29 13:26:28,880 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 1 day, 1:43:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9475, loss_cls: 1.4745, loss: 1.4745 +2023-12-29 13:26:51,488 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 1 day, 1:43:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 1.4035, loss: 1.4035 +2023-12-29 13:27:14,161 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 1 day, 1:43:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 1.4741, loss: 1.4741 +2023-12-29 13:27:36,798 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 1 day, 1:42:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9469, loss_cls: 1.5008, loss: 1.5008 +2023-12-29 13:27:59,475 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 1 day, 1:42:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 1.4494, loss: 1.4494 +2023-12-29 13:28:22,072 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 1 day, 1:41:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9450, loss_cls: 1.4582, loss: 1.4582 +2023-12-29 13:28:44,601 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 1 day, 1:41:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9344, loss_cls: 1.4745, loss: 1.4745 +2023-12-29 13:29:07,139 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 1 day, 1:41:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 1.4935, loss: 1.4935 +2023-12-29 13:29:29,702 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 1 day, 1:40:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9363, loss_cls: 1.4830, loss: 1.4830 +2023-12-29 13:29:52,346 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 1 day, 1:40:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9456, loss_cls: 1.4783, loss: 1.4783 +2023-12-29 13:30:15,018 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 1 day, 1:39:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9400, loss_cls: 1.5394, loss: 1.5394 +2023-12-29 13:30:37,729 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 1 day, 1:39:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9425, loss_cls: 1.4609, loss: 1.4609 +2023-12-29 13:31:00,333 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 1 day, 1:39:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9300, loss_cls: 1.5631, loss: 1.5631 +2023-12-29 13:31:22,964 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 1 day, 1:38:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9369, loss_cls: 1.5122, loss: 1.5122 +2023-12-29 13:31:45,753 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 1 day, 1:38:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 1.4633, loss: 1.4633 +2023-12-29 13:32:08,472 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 1 day, 1:37:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9356, loss_cls: 1.5214, loss: 1.5214 +2023-12-29 13:32:17,976 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-29 13:35:52,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 13:35:52,799 - pyskl - INFO - +top1_acc 0.6839 +top5_acc 0.9252 +2023-12-29 13:35:52,803 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_32.pth was removed +2023-12-29 13:35:52,937 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2023-12-29 13:35:52,939 - pyskl - INFO - Best top1_acc is 0.6839 at 48 epoch. +2023-12-29 13:35:52,958 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.6839, top5_acc: 0.9252 +2023-12-29 13:36:36,430 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 1 day, 1:37:50, time: 0.435, data_time: 0.209, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 1.3813, loss: 1.3813 +2023-12-29 13:36:59,149 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 1 day, 1:37:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9400, loss_cls: 1.4335, loss: 1.4335 +2023-12-29 13:37:21,839 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 1 day, 1:37:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9387, loss_cls: 1.5017, loss: 1.5017 +2023-12-29 13:37:44,540 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 1 day, 1:36:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9463, loss_cls: 1.4601, loss: 1.4601 +2023-12-29 13:38:07,376 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 1 day, 1:36:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 1.3702, loss: 1.3702 +2023-12-29 13:38:30,032 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 1 day, 1:35:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9450, loss_cls: 1.4096, loss: 1.4096 +2023-12-29 13:38:52,696 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 1 day, 1:35:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 1.4368, loss: 1.4368 +2023-12-29 13:39:15,318 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 1 day, 1:35:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 1.4231, loss: 1.4231 +2023-12-29 13:39:37,971 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 1 day, 1:34:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9494, loss_cls: 1.4397, loss: 1.4397 +2023-12-29 13:40:00,613 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 1 day, 1:34:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 1.3339, loss: 1.3339 +2023-12-29 13:40:23,276 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 1 day, 1:33:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9475, loss_cls: 1.4913, loss: 1.4913 +2023-12-29 13:40:45,900 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 1 day, 1:33:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 1.3619, loss: 1.3619 +2023-12-29 13:41:08,570 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 1 day, 1:33:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9387, loss_cls: 1.4310, loss: 1.4310 +2023-12-29 13:41:31,209 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 1 day, 1:32:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9487, loss_cls: 1.4698, loss: 1.4698 +2023-12-29 13:41:53,865 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 1 day, 1:32:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9456, loss_cls: 1.4712, loss: 1.4712 +2023-12-29 13:42:16,600 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 1 day, 1:31:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 1.4733, loss: 1.4733 +2023-12-29 13:42:39,394 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 1 day, 1:31:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 1.4727, loss: 1.4727 +2023-12-29 13:43:02,053 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 1 day, 1:31:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9569, loss_cls: 1.3461, loss: 1.3461 +2023-12-29 13:43:24,682 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 1 day, 1:30:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9400, loss_cls: 1.4964, loss: 1.4964 +2023-12-29 13:43:47,321 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 1 day, 1:30:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9363, loss_cls: 1.5091, loss: 1.5091 +2023-12-29 13:44:10,000 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 1 day, 1:29:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9444, loss_cls: 1.4513, loss: 1.4513 +2023-12-29 13:44:32,737 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 1 day, 1:29:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 1.4877, loss: 1.4877 +2023-12-29 13:44:55,428 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 1 day, 1:29:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 1.4220, loss: 1.4220 +2023-12-29 13:45:18,253 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 1 day, 1:28:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 1.4951, loss: 1.4951 +2023-12-29 13:45:40,960 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 1 day, 1:28:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9394, loss_cls: 1.5218, loss: 1.5218 +2023-12-29 13:46:03,654 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 1 day, 1:28:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 1.3987, loss: 1.3987 +2023-12-29 13:46:26,327 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 1 day, 1:27:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 1.4211, loss: 1.4211 +2023-12-29 13:46:48,996 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 1 day, 1:27:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9400, loss_cls: 1.5022, loss: 1.5022 +2023-12-29 13:47:11,645 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 1 day, 1:26:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 1.4938, loss: 1.4938 +2023-12-29 13:47:34,415 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 1 day, 1:26:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 1.3994, loss: 1.3994 +2023-12-29 13:47:57,198 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 1 day, 1:26:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9463, loss_cls: 1.4944, loss: 1.4944 +2023-12-29 13:48:19,956 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 1 day, 1:25:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9387, loss_cls: 1.4890, loss: 1.4890 +2023-12-29 13:48:42,566 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 1 day, 1:25:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 1.4564, loss: 1.4564 +2023-12-29 13:49:05,272 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 1 day, 1:24:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9450, loss_cls: 1.5510, loss: 1.5510 +2023-12-29 13:49:27,949 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 1 day, 1:24:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9425, loss_cls: 1.4429, loss: 1.4429 +2023-12-29 13:49:50,613 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 1 day, 1:24:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 1.4250, loss: 1.4250 +2023-12-29 13:50:13,328 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 1 day, 1:23:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9425, loss_cls: 1.4643, loss: 1.4643 +2023-12-29 13:50:36,039 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 1 day, 1:23:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9381, loss_cls: 1.4841, loss: 1.4841 +2023-12-29 13:50:58,780 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 1 day, 1:22:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9344, loss_cls: 1.5171, loss: 1.5171 +2023-12-29 13:51:08,305 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-29 13:54:44,330 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 13:54:44,818 - pyskl - INFO - +top1_acc 0.6631 +top5_acc 0.9190 +2023-12-29 13:54:44,842 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.6631, top5_acc: 0.9190 +2023-12-29 13:55:29,349 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 1 day, 1:22:49, time: 0.445, data_time: 0.218, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9531, loss_cls: 1.4326, loss: 1.4326 +2023-12-29 13:55:52,077 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 1 day, 1:22:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 1.3865, loss: 1.3865 +2023-12-29 13:56:14,758 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 1 day, 1:22:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9487, loss_cls: 1.3948, loss: 1.3948 +2023-12-29 13:56:37,382 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 1 day, 1:21:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9413, loss_cls: 1.5377, loss: 1.5377 +2023-12-29 13:57:00,005 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 1 day, 1:21:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9456, loss_cls: 1.4774, loss: 1.4774 +2023-12-29 13:57:22,902 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 1 day, 1:20:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9475, loss_cls: 1.3860, loss: 1.3860 +2023-12-29 13:57:45,664 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 1 day, 1:20:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 1.4369, loss: 1.4369 +2023-12-29 13:58:08,345 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 1 day, 1:20:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 1.4533, loss: 1.4533 +2023-12-29 13:58:31,020 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 1 day, 1:19:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9500, loss_cls: 1.4730, loss: 1.4730 +2023-12-29 13:58:53,854 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 1 day, 1:19:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 1.4742, loss: 1.4742 +2023-12-29 13:59:16,554 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 1 day, 1:18:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 1.4173, loss: 1.4173 +2023-12-29 13:59:39,270 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 1 day, 1:18:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 1.4840, loss: 1.4840 +2023-12-29 14:00:01,932 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 1 day, 1:18:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9425, loss_cls: 1.4864, loss: 1.4864 +2023-12-29 14:00:24,608 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 1 day, 1:17:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 1.4296, loss: 1.4296 +2023-12-29 14:00:47,225 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 1 day, 1:17:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 1.3919, loss: 1.3919 +2023-12-29 14:01:09,830 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 1 day, 1:16:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 1.4436, loss: 1.4436 +2023-12-29 14:01:32,495 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 1 day, 1:16:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9387, loss_cls: 1.4939, loss: 1.4939 +2023-12-29 14:01:55,158 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 1 day, 1:16:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 1.4337, loss: 1.4337 +2023-12-29 14:02:17,846 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 1 day, 1:15:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 1.4395, loss: 1.4395 +2023-12-29 14:02:40,483 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 1 day, 1:15:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 1.5124, loss: 1.5124 +2023-12-29 14:03:03,107 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 1 day, 1:14:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9500, loss_cls: 1.3331, loss: 1.3331 +2023-12-29 14:03:25,746 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 1 day, 1:14:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9444, loss_cls: 1.4501, loss: 1.4501 +2023-12-29 14:03:48,402 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 1 day, 1:14:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 1.3861, loss: 1.3861 +2023-12-29 14:04:11,042 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 1 day, 1:13:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9413, loss_cls: 1.5228, loss: 1.5228 +2023-12-29 14:04:33,645 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 1 day, 1:13:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9337, loss_cls: 1.4314, loss: 1.4314 +2023-12-29 14:04:56,269 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 1 day, 1:13:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9444, loss_cls: 1.4164, loss: 1.4164 +2023-12-29 14:05:18,918 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 1 day, 1:12:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9387, loss_cls: 1.4748, loss: 1.4748 +2023-12-29 14:05:41,554 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 1 day, 1:12:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 1.5023, loss: 1.5023 +2023-12-29 14:06:04,228 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 1 day, 1:11:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9469, loss_cls: 1.4170, loss: 1.4170 +2023-12-29 14:06:26,958 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 1 day, 1:11:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 1.4752, loss: 1.4752 +2023-12-29 14:06:49,675 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 1 day, 1:11:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 1.4949, loss: 1.4949 +2023-12-29 14:07:12,417 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 1 day, 1:10:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9369, loss_cls: 1.5484, loss: 1.5484 +2023-12-29 14:07:35,091 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 1 day, 1:10:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9344, loss_cls: 1.4855, loss: 1.4855 +2023-12-29 14:07:57,814 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 1 day, 1:09:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9519, loss_cls: 1.3975, loss: 1.3975 +2023-12-29 14:08:20,515 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 1 day, 1:09:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 1.4418, loss: 1.4418 +2023-12-29 14:08:43,207 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 1 day, 1:09:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 1.5241, loss: 1.5241 +2023-12-29 14:09:05,921 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 1 day, 1:08:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9475, loss_cls: 1.4793, loss: 1.4793 +2023-12-29 14:09:28,647 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 1 day, 1:08:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9413, loss_cls: 1.5128, loss: 1.5128 +2023-12-29 14:09:51,219 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 1 day, 1:07:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9369, loss_cls: 1.4635, loss: 1.4635 +2023-12-29 14:10:00,710 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-29 14:13:36,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 14:13:37,028 - pyskl - INFO - +top1_acc 0.6760 +top5_acc 0.9143 +2023-12-29 14:13:37,050 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.6760, top5_acc: 0.9143 +2023-12-29 14:14:21,430 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 1 day, 1:07:47, time: 0.444, data_time: 0.217, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 1.3424, loss: 1.3424 +2023-12-29 14:14:44,087 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 1 day, 1:07:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 1.3610, loss: 1.3610 +2023-12-29 14:15:06,767 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 1 day, 1:07:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 1.3753, loss: 1.3753 +2023-12-29 14:15:29,460 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 1 day, 1:06:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9363, loss_cls: 1.5116, loss: 1.5116 +2023-12-29 14:15:52,141 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 1 day, 1:06:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 1.4358, loss: 1.4358 +2023-12-29 14:16:14,869 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 1 day, 1:05:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9469, loss_cls: 1.4326, loss: 1.4326 +2023-12-29 14:16:37,621 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 1 day, 1:05:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 1.4107, loss: 1.4107 +2023-12-29 14:17:00,391 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 1 day, 1:05:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9425, loss_cls: 1.3509, loss: 1.3509 +2023-12-29 14:17:23,256 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 1 day, 1:04:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 1.4662, loss: 1.4662 +2023-12-29 14:17:45,963 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 1 day, 1:04:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 1.3726, loss: 1.3726 +2023-12-29 14:18:08,618 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 1 day, 1:03:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9481, loss_cls: 1.4040, loss: 1.4040 +2023-12-29 14:18:31,242 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 1 day, 1:03:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9406, loss_cls: 1.4042, loss: 1.4042 +2023-12-29 14:18:54,091 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 1 day, 1:03:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9500, loss_cls: 1.4800, loss: 1.4800 +2023-12-29 14:19:16,824 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 1 day, 1:02:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 1.4090, loss: 1.4090 +2023-12-29 14:19:39,517 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 1 day, 1:02:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 1.3928, loss: 1.3928 +2023-12-29 14:20:02,205 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 1 day, 1:01:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9406, loss_cls: 1.4674, loss: 1.4674 +2023-12-29 14:20:24,846 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 1 day, 1:01:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 1.3273, loss: 1.3273 +2023-12-29 14:20:47,480 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 1 day, 1:01:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9313, loss_cls: 1.5211, loss: 1.5211 +2023-12-29 14:21:10,098 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 1 day, 1:00:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 1.4424, loss: 1.4424 +2023-12-29 14:21:32,715 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 1 day, 1:00:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 1.4150, loss: 1.4150 +2023-12-29 14:21:55,505 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 1 day, 0:59:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 1.4041, loss: 1.4041 +2023-12-29 14:22:18,180 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 1 day, 0:59:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 1.3521, loss: 1.3521 +2023-12-29 14:22:40,812 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 1 day, 0:59:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9469, loss_cls: 1.4914, loss: 1.4914 +2023-12-29 14:23:03,411 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 1 day, 0:58:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9450, loss_cls: 1.4517, loss: 1.4517 +2023-12-29 14:23:26,122 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 1 day, 0:58:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9413, loss_cls: 1.4538, loss: 1.4538 +2023-12-29 14:23:48,801 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 1 day, 0:57:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9387, loss_cls: 1.4953, loss: 1.4953 +2023-12-29 14:24:11,489 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 1 day, 0:57:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 1.3943, loss: 1.3943 +2023-12-29 14:24:34,215 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 1 day, 0:57:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9425, loss_cls: 1.3767, loss: 1.3767 +2023-12-29 14:24:56,964 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 1 day, 0:56:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9406, loss_cls: 1.4256, loss: 1.4256 +2023-12-29 14:25:19,688 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 1 day, 0:56:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9387, loss_cls: 1.5246, loss: 1.5246 +2023-12-29 14:25:42,350 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 1 day, 0:56:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9387, loss_cls: 1.4943, loss: 1.4943 +2023-12-29 14:26:05,063 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 1 day, 0:55:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9356, loss_cls: 1.5506, loss: 1.5506 +2023-12-29 14:26:27,818 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 1 day, 0:55:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 1.4560, loss: 1.4560 +2023-12-29 14:26:50,553 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 1 day, 0:54:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9513, loss_cls: 1.4720, loss: 1.4720 +2023-12-29 14:27:13,146 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 1 day, 0:54:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 1.4896, loss: 1.4896 +2023-12-29 14:27:35,737 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 1 day, 0:54:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9469, loss_cls: 1.5366, loss: 1.5366 +2023-12-29 14:27:58,334 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 1 day, 0:53:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 1.4705, loss: 1.4705 +2023-12-29 14:28:20,918 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 1 day, 0:53:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 1.4229, loss: 1.4229 +2023-12-29 14:28:43,576 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 1 day, 0:52:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9369, loss_cls: 1.4655, loss: 1.4655 +2023-12-29 14:28:53,095 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-29 14:32:27,086 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 14:32:27,575 - pyskl - INFO - +top1_acc 0.6651 +top5_acc 0.9159 +2023-12-29 14:32:27,597 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.6651, top5_acc: 0.9159 +2023-12-29 14:33:11,353 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 1 day, 0:52:44, time: 0.437, data_time: 0.211, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 1.4352, loss: 1.4352 +2023-12-29 14:33:33,956 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 1 day, 0:52:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 1.4315, loss: 1.4315 +2023-12-29 14:33:56,575 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 1 day, 0:51:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9325, loss_cls: 1.5341, loss: 1.5341 +2023-12-29 14:34:19,258 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 1 day, 0:51:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 1.4165, loss: 1.4165 +2023-12-29 14:34:41,929 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 1 day, 0:51:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 1.3979, loss: 1.3979 +2023-12-29 14:35:04,555 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 1 day, 0:50:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 1.4926, loss: 1.4926 +2023-12-29 14:35:27,252 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 1 day, 0:50:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9356, loss_cls: 1.4800, loss: 1.4800 +2023-12-29 14:35:50,072 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 1 day, 0:49:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9494, loss_cls: 1.3939, loss: 1.3939 +2023-12-29 14:36:12,873 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 1 day, 0:49:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 1.4317, loss: 1.4317 +2023-12-29 14:36:35,591 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 1 day, 0:49:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9394, loss_cls: 1.3920, loss: 1.3920 +2023-12-29 14:36:58,248 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 1 day, 0:48:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9456, loss_cls: 1.4498, loss: 1.4498 +2023-12-29 14:37:20,884 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 1 day, 0:48:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9537, loss_cls: 1.3687, loss: 1.3687 +2023-12-29 14:37:43,640 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 1 day, 0:48:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9425, loss_cls: 1.4573, loss: 1.4573 +2023-12-29 14:38:06,356 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 1 day, 0:47:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9481, loss_cls: 1.4409, loss: 1.4409 +2023-12-29 14:38:29,150 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 1 day, 0:47:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9350, loss_cls: 1.5123, loss: 1.5123 +2023-12-29 14:38:51,857 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 1 day, 0:46:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9481, loss_cls: 1.3843, loss: 1.3843 +2023-12-29 14:39:14,596 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 1 day, 0:46:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9394, loss_cls: 1.4922, loss: 1.4922 +2023-12-29 14:39:37,374 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 1 day, 0:46:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 1.4492, loss: 1.4492 +2023-12-29 14:40:00,215 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 1 day, 0:45:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9487, loss_cls: 1.4306, loss: 1.4306 +2023-12-29 14:40:22,958 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 1 day, 0:45:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 1.4305, loss: 1.4305 +2023-12-29 14:40:45,784 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 1 day, 0:44:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 1.4635, loss: 1.4635 +2023-12-29 14:41:08,555 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 1 day, 0:44:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 1.4682, loss: 1.4682 +2023-12-29 14:41:31,316 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 1 day, 0:44:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 1.4576, loss: 1.4576 +2023-12-29 14:41:54,036 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 1 day, 0:43:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9387, loss_cls: 1.4405, loss: 1.4405 +2023-12-29 14:42:16,724 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 1 day, 0:43:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 1.4524, loss: 1.4524 +2023-12-29 14:42:39,432 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 1 day, 0:42:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 1.4755, loss: 1.4755 +2023-12-29 14:43:02,162 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 1 day, 0:42:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 1.4088, loss: 1.4088 +2023-12-29 14:43:24,902 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 1 day, 0:42:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 1.4626, loss: 1.4626 +2023-12-29 14:43:47,576 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 1 day, 0:41:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9406, loss_cls: 1.4332, loss: 1.4332 +2023-12-29 14:44:10,204 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 1 day, 0:41:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9356, loss_cls: 1.4981, loss: 1.4981 +2023-12-29 14:44:32,811 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 1 day, 0:41:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9500, loss_cls: 1.4359, loss: 1.4359 +2023-12-29 14:44:55,445 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 1 day, 0:40:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 1.4733, loss: 1.4733 +2023-12-29 14:45:18,193 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 1 day, 0:40:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 1.3831, loss: 1.3831 +2023-12-29 14:45:40,926 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 1 day, 0:39:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9363, loss_cls: 1.4689, loss: 1.4689 +2023-12-29 14:46:03,632 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 1 day, 0:39:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9437, loss_cls: 1.4308, loss: 1.4308 +2023-12-29 14:46:26,329 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 1 day, 0:39:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9369, loss_cls: 1.4708, loss: 1.4708 +2023-12-29 14:46:49,077 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 1 day, 0:38:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 1.4674, loss: 1.4674 +2023-12-29 14:47:11,873 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 1 day, 0:38:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9369, loss_cls: 1.5452, loss: 1.5452 +2023-12-29 14:47:34,696 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 0:37:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9513, loss_cls: 1.4447, loss: 1.4447 +2023-12-29 14:47:44,129 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-29 14:51:18,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 14:51:19,388 - pyskl - INFO - +top1_acc 0.6683 +top5_acc 0.9131 +2023-12-29 14:51:19,411 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.6683, top5_acc: 0.9131 +2023-12-29 14:52:03,352 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 0:37:43, time: 0.439, data_time: 0.211, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 1.4481, loss: 1.4481 +2023-12-29 14:52:26,127 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 0:37:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9513, loss_cls: 1.3910, loss: 1.3910 +2023-12-29 14:52:48,800 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 0:36:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 1.3873, loss: 1.3873 +2023-12-29 14:53:11,447 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 0:36:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9419, loss_cls: 1.4479, loss: 1.4479 +2023-12-29 14:53:34,047 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 0:36:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9369, loss_cls: 1.5359, loss: 1.5359 +2023-12-29 14:53:56,675 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 0:35:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9381, loss_cls: 1.4635, loss: 1.4635 +2023-12-29 14:54:19,299 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 0:35:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 1.3909, loss: 1.3909 +2023-12-29 14:54:41,926 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 0:34:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 1.3705, loss: 1.3705 +2023-12-29 14:55:04,535 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 0:34:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9456, loss_cls: 1.4119, loss: 1.4119 +2023-12-29 14:55:27,139 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 0:34:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 1.3310, loss: 1.3310 +2023-12-29 14:55:49,772 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 0:33:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 1.3881, loss: 1.3881 +2023-12-29 14:56:12,343 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 0:33:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9431, loss_cls: 1.4475, loss: 1.4475 +2023-12-29 14:56:34,899 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 0:33:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 1.4135, loss: 1.4135 +2023-12-29 14:56:57,462 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 0:32:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9456, loss_cls: 1.4539, loss: 1.4539 +2023-12-29 14:57:20,084 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 0:32:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 1.4237, loss: 1.4237 +2023-12-29 14:57:42,724 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 0:31:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9431, loss_cls: 1.3925, loss: 1.3925 +2023-12-29 14:58:05,332 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 0:31:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 1.3813, loss: 1.3813 +2023-12-29 14:58:27,906 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 0:31:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 1.3827, loss: 1.3827 +2023-12-29 14:58:50,445 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 0:30:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9313, loss_cls: 1.5142, loss: 1.5142 +2023-12-29 14:59:12,999 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 0:30:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 1.3953, loss: 1.3953 +2023-12-29 14:59:35,575 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 0:29:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9519, loss_cls: 1.4189, loss: 1.4189 +2023-12-29 14:59:58,147 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 0:29:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9569, loss_cls: 1.3367, loss: 1.3367 +2023-12-29 15:00:20,732 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 0:29:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9375, loss_cls: 1.5099, loss: 1.5099 +2023-12-29 15:00:43,325 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 0:28:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 1.3392, loss: 1.3392 +2023-12-29 15:01:05,880 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 0:28:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 1.3495, loss: 1.3495 +2023-12-29 15:01:28,450 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 0:27:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 1.3741, loss: 1.3741 +2023-12-29 15:01:51,029 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 0:27:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 1.4526, loss: 1.4526 +2023-12-29 15:02:13,679 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 0:27:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 1.4089, loss: 1.4089 +2023-12-29 15:02:36,284 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 0:26:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 1.3701, loss: 1.3701 +2023-12-29 15:02:58,905 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 0:26:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9400, loss_cls: 1.4674, loss: 1.4674 +2023-12-29 15:03:21,494 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 0:25:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9431, loss_cls: 1.5039, loss: 1.5039 +2023-12-29 15:03:44,106 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 0:25:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9481, loss_cls: 1.4871, loss: 1.4871 +2023-12-29 15:04:06,734 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 0:25:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 1.5099, loss: 1.5099 +2023-12-29 15:04:29,278 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 0:24:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 1.3602, loss: 1.3602 +2023-12-29 15:04:51,760 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 0:24:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9450, loss_cls: 1.4163, loss: 1.4163 +2023-12-29 15:05:14,256 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 0:23:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9387, loss_cls: 1.5468, loss: 1.5468 +2023-12-29 15:05:36,806 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 0:23:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 1.4402, loss: 1.4402 +2023-12-29 15:05:59,484 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 0:23:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9400, loss_cls: 1.4652, loss: 1.4652 +2023-12-29 15:06:22,108 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 0:22:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9306, loss_cls: 1.4877, loss: 1.4877 +2023-12-29 15:06:31,589 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-29 15:10:05,289 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 15:10:05,779 - pyskl - INFO - +top1_acc 0.5524 +top5_acc 0.8245 +2023-12-29 15:10:05,802 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.5524, top5_acc: 0.8245 +2023-12-29 15:10:49,495 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 0:22:34, time: 0.437, data_time: 0.212, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 1.3862, loss: 1.3862 +2023-12-29 15:11:11,992 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 0:22:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9487, loss_cls: 1.3480, loss: 1.3480 +2023-12-29 15:11:34,474 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 0:21:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 1.3205, loss: 1.3205 +2023-12-29 15:11:57,057 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 0:21:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9481, loss_cls: 1.3391, loss: 1.3391 +2023-12-29 15:12:19,643 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 0:20:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 1.3161, loss: 1.3161 +2023-12-29 15:12:42,200 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 0:20:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 1.3690, loss: 1.3690 +2023-12-29 15:13:04,758 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 0:20:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 1.3877, loss: 1.3877 +2023-12-29 15:13:27,330 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 0:19:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 1.3428, loss: 1.3428 +2023-12-29 15:13:49,905 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 0:19:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 1.3757, loss: 1.3757 +2023-12-29 15:14:12,479 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 0:19:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 1.3840, loss: 1.3840 +2023-12-29 15:14:35,069 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 0:18:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 1.3561, loss: 1.3561 +2023-12-29 15:14:57,649 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 0:18:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9406, loss_cls: 1.4264, loss: 1.4264 +2023-12-29 15:15:20,264 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 0:17:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9394, loss_cls: 1.5423, loss: 1.5423 +2023-12-29 15:15:42,857 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 0:17:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 1.3885, loss: 1.3885 +2023-12-29 15:16:05,405 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 0:17:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 1.3921, loss: 1.3921 +2023-12-29 15:16:27,929 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 0:16:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9469, loss_cls: 1.3683, loss: 1.3683 +2023-12-29 15:16:50,508 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 0:16:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9463, loss_cls: 1.4188, loss: 1.4188 +2023-12-29 15:17:13,132 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 0:15:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9406, loss_cls: 1.4381, loss: 1.4381 +2023-12-29 15:17:35,707 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 0:15:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 1.4461, loss: 1.4461 +2023-12-29 15:17:58,289 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 0:15:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 1.5041, loss: 1.5041 +2023-12-29 15:18:20,845 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 0:14:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9494, loss_cls: 1.4783, loss: 1.4783 +2023-12-29 15:18:43,403 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 0:14:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 1.4499, loss: 1.4499 +2023-12-29 15:19:05,991 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 0:13:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 1.4279, loss: 1.4279 +2023-12-29 15:19:28,548 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 0:13:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 1.4598, loss: 1.4598 +2023-12-29 15:19:51,095 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 0:13:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 1.4844, loss: 1.4844 +2023-12-29 15:20:13,648 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 0:12:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 1.4833, loss: 1.4833 +2023-12-29 15:20:36,227 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 0:12:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 1.4508, loss: 1.4508 +2023-12-29 15:20:58,812 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 0:11:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9363, loss_cls: 1.4420, loss: 1.4420 +2023-12-29 15:21:21,387 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 0:11:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9381, loss_cls: 1.4575, loss: 1.4575 +2023-12-29 15:21:43,943 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 0:11:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9381, loss_cls: 1.4297, loss: 1.4297 +2023-12-29 15:22:06,444 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 0:10:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 1.4142, loss: 1.4142 +2023-12-29 15:22:28,952 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 0:10:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 1.3764, loss: 1.3764 +2023-12-29 15:22:51,537 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 0:09:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 1.5086, loss: 1.5086 +2023-12-29 15:23:14,101 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 0:09:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 1.3945, loss: 1.3945 +2023-12-29 15:23:36,688 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 0:09:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9337, loss_cls: 1.4934, loss: 1.4934 +2023-12-29 15:23:59,260 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 0:08:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 1.4015, loss: 1.4015 +2023-12-29 15:24:21,935 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 1 day, 0:08:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 1.4374, loss: 1.4374 +2023-12-29 15:24:44,535 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 0:07:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 1.4740, loss: 1.4740 +2023-12-29 15:25:07,189 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 0:07:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9494, loss_cls: 1.4261, loss: 1.4261 +2023-12-29 15:25:16,649 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-29 15:28:50,134 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 15:28:50,620 - pyskl - INFO - +top1_acc 0.6858 +top5_acc 0.9222 +2023-12-29 15:28:50,625 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_48.pth was removed +2023-12-29 15:28:50,767 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. +2023-12-29 15:28:50,769 - pyskl - INFO - Best top1_acc is 0.6858 at 54 epoch. +2023-12-29 15:28:50,791 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.6858, top5_acc: 0.9222 +2023-12-29 15:29:34,933 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 0:07:23, time: 0.441, data_time: 0.215, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 1.3196, loss: 1.3196 +2023-12-29 15:29:57,539 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 0:07:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 1.3460, loss: 1.3460 +2023-12-29 15:30:20,135 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 0:06:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 1.3883, loss: 1.3883 +2023-12-29 15:30:42,731 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 0:06:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 1.2747, loss: 1.2747 +2023-12-29 15:31:05,389 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 0:05:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 1.4528, loss: 1.4528 +2023-12-29 15:31:27,911 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 0:05:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9444, loss_cls: 1.4364, loss: 1.4364 +2023-12-29 15:31:50,439 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 0:05:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9437, loss_cls: 1.3566, loss: 1.3566 +2023-12-29 15:32:13,000 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 0:04:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 1.4218, loss: 1.4218 +2023-12-29 15:32:35,679 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 0:04:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 1.3939, loss: 1.3939 +2023-12-29 15:32:58,285 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 0:03:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9475, loss_cls: 1.4541, loss: 1.4541 +2023-12-29 15:33:21,090 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 0:03:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9469, loss_cls: 1.4323, loss: 1.4323 +2023-12-29 15:33:43,835 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 0:03:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9500, loss_cls: 1.3875, loss: 1.3875 +2023-12-29 15:34:06,572 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 0:02:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9363, loss_cls: 1.4955, loss: 1.4955 +2023-12-29 15:34:29,188 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 0:02:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 1.3564, loss: 1.3564 +2023-12-29 15:34:51,844 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 0:01:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 1.3373, loss: 1.3373 +2023-12-29 15:35:14,418 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 0:01:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 1.3911, loss: 1.3911 +2023-12-29 15:35:37,031 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 0:01:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9500, loss_cls: 1.2935, loss: 1.2935 +2023-12-29 15:35:59,745 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 0:00:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9463, loss_cls: 1.4559, loss: 1.4559 +2023-12-29 15:36:22,351 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 0:00:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9425, loss_cls: 1.4408, loss: 1.4408 +2023-12-29 15:36:44,928 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 23:59:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 1.5084, loss: 1.5084 +2023-12-29 15:37:07,506 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 23:59:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9425, loss_cls: 1.3540, loss: 1.3540 +2023-12-29 15:37:30,213 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 23:59:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 1.4147, loss: 1.4147 +2023-12-29 15:37:52,838 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 23:58:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 1.4766, loss: 1.4766 +2023-12-29 15:38:15,393 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 23:58:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9419, loss_cls: 1.5258, loss: 1.5258 +2023-12-29 15:38:37,925 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 23:57:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9306, loss_cls: 1.4642, loss: 1.4642 +2023-12-29 15:39:00,446 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 23:57:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9431, loss_cls: 1.4966, loss: 1.4966 +2023-12-29 15:39:22,962 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 23:57:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 1.4211, loss: 1.4211 +2023-12-29 15:39:45,494 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 23:56:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 1.3770, loss: 1.3770 +2023-12-29 15:40:08,044 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 23:56:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 1.4448, loss: 1.4448 +2023-12-29 15:40:30,602 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 23:55:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 1.4670, loss: 1.4670 +2023-12-29 15:40:53,180 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 23:55:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 1.4478, loss: 1.4478 +2023-12-29 15:41:15,746 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 23:55:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 1.4386, loss: 1.4386 +2023-12-29 15:41:38,289 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 23:54:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 1.3741, loss: 1.3741 +2023-12-29 15:42:00,790 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 23:54:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9419, loss_cls: 1.4048, loss: 1.4048 +2023-12-29 15:42:23,298 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 23:54:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 1.2855, loss: 1.2855 +2023-12-29 15:42:45,805 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 23:53:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 1.4006, loss: 1.4006 +2023-12-29 15:43:08,305 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 23:53:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 1.4967, loss: 1.4967 +2023-12-29 15:43:30,900 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 23:52:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9363, loss_cls: 1.4746, loss: 1.4746 +2023-12-29 15:43:53,482 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 23:52:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 1.3949, loss: 1.3949 +2023-12-29 15:44:02,857 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-29 15:47:35,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 15:47:36,399 - pyskl - INFO - +top1_acc 0.6954 +top5_acc 0.9277 +2023-12-29 15:47:36,403 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_54.pth was removed +2023-12-29 15:47:36,541 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2023-12-29 15:47:36,543 - pyskl - INFO - Best top1_acc is 0.6954 at 55 epoch. +2023-12-29 15:47:36,565 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.6954, top5_acc: 0.9277 +2023-12-29 15:48:20,860 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 23:52:15, time: 0.443, data_time: 0.217, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 1.3259, loss: 1.3259 +2023-12-29 15:48:43,388 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 23:51:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 1.3743, loss: 1.3743 +2023-12-29 15:49:05,841 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 23:51:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 1.2932, loss: 1.2932 +2023-12-29 15:49:28,504 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 23:51:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9531, loss_cls: 1.2804, loss: 1.2804 +2023-12-29 15:49:51,109 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 23:50:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9494, loss_cls: 1.3242, loss: 1.3242 +2023-12-29 15:50:13,749 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 23:50:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9463, loss_cls: 1.3789, loss: 1.3789 +2023-12-29 15:50:36,312 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 23:49:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9444, loss_cls: 1.3875, loss: 1.3875 +2023-12-29 15:50:58,870 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 23:49:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 1.4405, loss: 1.4405 +2023-12-29 15:51:21,421 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 23:49:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9394, loss_cls: 1.4797, loss: 1.4797 +2023-12-29 15:51:43,929 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 23:48:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 1.3109, loss: 1.3109 +2023-12-29 15:52:06,517 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 23:48:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 1.4592, loss: 1.4592 +2023-12-29 15:52:29,148 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 23:47:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9369, loss_cls: 1.5327, loss: 1.5327 +2023-12-29 15:52:51,758 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 23:47:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9406, loss_cls: 1.4762, loss: 1.4762 +2023-12-29 15:53:14,378 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 23:47:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9475, loss_cls: 1.4052, loss: 1.4052 +2023-12-29 15:53:36,841 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 23:46:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9437, loss_cls: 1.4132, loss: 1.4132 +2023-12-29 15:53:59,292 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 23:46:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 1.3595, loss: 1.3595 +2023-12-29 15:54:21,757 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 23:45:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 1.3553, loss: 1.3553 +2023-12-29 15:54:44,226 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 23:45:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 1.4090, loss: 1.4090 +2023-12-29 15:55:06,707 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 23:45:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 1.5052, loss: 1.5052 +2023-12-29 15:55:29,210 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 23:44:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9431, loss_cls: 1.4011, loss: 1.4011 +2023-12-29 15:55:51,697 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 23:44:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9456, loss_cls: 1.3890, loss: 1.3890 +2023-12-29 15:56:14,218 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 23:43:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 1.4242, loss: 1.4242 +2023-12-29 15:56:36,770 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 23:43:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 1.3730, loss: 1.3730 +2023-12-29 15:56:59,243 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 23:43:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9487, loss_cls: 1.4653, loss: 1.4653 +2023-12-29 15:57:21,719 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 23:42:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 1.3347, loss: 1.3347 +2023-12-29 15:57:44,227 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 23:42:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 1.4292, loss: 1.4292 +2023-12-29 15:58:06,713 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 23:41:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9475, loss_cls: 1.3613, loss: 1.3613 +2023-12-29 15:58:29,196 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 23:41:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9613, loss_cls: 1.3107, loss: 1.3107 +2023-12-29 15:58:51,649 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 23:41:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 1.4451, loss: 1.4451 +2023-12-29 15:59:14,128 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 23:40:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9406, loss_cls: 1.4966, loss: 1.4966 +2023-12-29 15:59:36,613 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 23:40:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 1.4056, loss: 1.4056 +2023-12-29 15:59:59,172 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 23:40:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9469, loss_cls: 1.3413, loss: 1.3413 +2023-12-29 16:00:21,752 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 23:39:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 1.4256, loss: 1.4256 +2023-12-29 16:00:44,306 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 23:39:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9413, loss_cls: 1.4407, loss: 1.4407 +2023-12-29 16:01:06,874 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 23:38:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9487, loss_cls: 1.4433, loss: 1.4433 +2023-12-29 16:01:29,474 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 23:38:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 1.3670, loss: 1.3670 +2023-12-29 16:01:52,044 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 23:38:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9525, loss_cls: 1.4450, loss: 1.4450 +2023-12-29 16:02:14,617 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 23:37:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 1.3746, loss: 1.3746 +2023-12-29 16:02:37,205 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 23:37:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 1.4781, loss: 1.4781 +2023-12-29 16:02:46,686 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-29 16:06:20,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 16:06:21,211 - pyskl - INFO - +top1_acc 0.6707 +top5_acc 0.9120 +2023-12-29 16:06:21,231 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.6707, top5_acc: 0.9120 +2023-12-29 16:07:05,645 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 23:37:03, time: 0.444, data_time: 0.218, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 1.3055, loss: 1.3055 +2023-12-29 16:07:28,181 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 23:36:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 1.2917, loss: 1.2917 +2023-12-29 16:07:50,691 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 23:36:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 1.3958, loss: 1.3958 +2023-12-29 16:08:13,350 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 23:35:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9481, loss_cls: 1.3345, loss: 1.3345 +2023-12-29 16:08:36,011 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 23:35:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 1.3696, loss: 1.3696 +2023-12-29 16:08:58,632 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 23:35:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 1.4564, loss: 1.4564 +2023-12-29 16:09:21,243 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 23:34:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 1.3099, loss: 1.3099 +2023-12-29 16:09:43,838 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 23:34:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 1.5461, loss: 1.5461 +2023-12-29 16:10:06,489 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 23:33:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9444, loss_cls: 1.4055, loss: 1.4055 +2023-12-29 16:10:29,046 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 23:33:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9400, loss_cls: 1.4548, loss: 1.4548 +2023-12-29 16:10:51,662 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 23:33:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 1.3369, loss: 1.3369 +2023-12-29 16:11:14,192 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 23:32:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.3260, loss: 1.3260 +2023-12-29 16:11:36,758 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 23:32:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 1.4424, loss: 1.4424 +2023-12-29 16:11:59,303 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 23:31:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 1.3422, loss: 1.3422 +2023-12-29 16:12:21,864 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 23:31:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 1.4395, loss: 1.4395 +2023-12-29 16:12:44,392 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 23:31:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 1.4247, loss: 1.4247 +2023-12-29 16:13:06,958 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 23:30:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 1.3810, loss: 1.3810 +2023-12-29 16:13:29,537 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 23:30:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 1.4157, loss: 1.4157 +2023-12-29 16:13:52,134 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 23:29:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 1.3178, loss: 1.3178 +2023-12-29 16:14:14,699 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 23:29:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 1.3461, loss: 1.3461 +2023-12-29 16:14:37,273 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 23:29:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9406, loss_cls: 1.4530, loss: 1.4530 +2023-12-29 16:14:59,800 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 23:28:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.4433, loss: 1.4433 +2023-12-29 16:15:22,309 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 23:28:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9369, loss_cls: 1.3476, loss: 1.3476 +2023-12-29 16:15:44,925 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 23:28:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 1.4201, loss: 1.4201 +2023-12-29 16:16:07,605 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 23:27:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 1.4260, loss: 1.4260 +2023-12-29 16:16:30,259 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 23:27:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9331, loss_cls: 1.4886, loss: 1.4886 +2023-12-29 16:16:52,837 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 23:26:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9487, loss_cls: 1.3751, loss: 1.3751 +2023-12-29 16:17:15,386 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 23:26:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 1.3141, loss: 1.3141 +2023-12-29 16:17:37,967 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 23:26:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 1.4861, loss: 1.4861 +2023-12-29 16:18:00,603 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 23:25:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 1.4020, loss: 1.4020 +2023-12-29 16:18:23,234 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 23:25:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 1.3931, loss: 1.3931 +2023-12-29 16:18:45,831 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 23:24:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 1.4067, loss: 1.4067 +2023-12-29 16:19:08,415 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 23:24:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9463, loss_cls: 1.4109, loss: 1.4109 +2023-12-29 16:19:30,984 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 23:24:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.3833, loss: 1.3833 +2023-12-29 16:19:53,546 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 23:23:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 1.3714, loss: 1.3714 +2023-12-29 16:20:16,061 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 23:23:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 1.3479, loss: 1.3479 +2023-12-29 16:20:38,615 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 23:22:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 1.4789, loss: 1.4789 +2023-12-29 16:21:01,192 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 23:22:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9413, loss_cls: 1.3833, loss: 1.3833 +2023-12-29 16:21:23,738 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 23:22:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9456, loss_cls: 1.3584, loss: 1.3584 +2023-12-29 16:21:33,152 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-29 16:25:06,424 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 16:25:06,920 - pyskl - INFO - +top1_acc 0.6767 +top5_acc 0.9192 +2023-12-29 16:25:06,942 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.6767, top5_acc: 0.9192 +2023-12-29 16:25:53,126 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 23:21:58, time: 0.462, data_time: 0.236, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 1.2459, loss: 1.2459 +2023-12-29 16:26:15,791 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 23:21:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9425, loss_cls: 1.4025, loss: 1.4025 +2023-12-29 16:26:38,433 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 23:21:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 1.3515, loss: 1.3515 +2023-12-29 16:27:01,118 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 23:20:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9444, loss_cls: 1.3976, loss: 1.3976 +2023-12-29 16:27:23,802 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 23:20:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9463, loss_cls: 1.3786, loss: 1.3786 +2023-12-29 16:27:46,537 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 23:20:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 1.3208, loss: 1.3208 +2023-12-29 16:28:09,190 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 23:19:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 1.3423, loss: 1.3423 +2023-12-29 16:28:31,713 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 23:19:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 1.4010, loss: 1.4010 +2023-12-29 16:28:54,312 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 23:18:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 1.4295, loss: 1.4295 +2023-12-29 16:29:16,852 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 23:18:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9519, loss_cls: 1.3313, loss: 1.3313 +2023-12-29 16:29:39,346 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 23:18:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9413, loss_cls: 1.3943, loss: 1.3943 +2023-12-29 16:30:01,888 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 23:17:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 1.3457, loss: 1.3457 +2023-12-29 16:30:24,478 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 23:17:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 1.3820, loss: 1.3820 +2023-12-29 16:30:47,048 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 23:16:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9350, loss_cls: 1.4842, loss: 1.4842 +2023-12-29 16:31:09,554 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 23:16:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 1.3561, loss: 1.3561 +2023-12-29 16:31:32,128 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 23:16:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 1.3254, loss: 1.3254 +2023-12-29 16:31:54,598 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 23:15:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9537, loss_cls: 1.3728, loss: 1.3728 +2023-12-29 16:32:17,039 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 23:15:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 1.4484, loss: 1.4484 +2023-12-29 16:32:39,489 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 23:14:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 1.3420, loss: 1.3420 +2023-12-29 16:33:01,957 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 23:14:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9487, loss_cls: 1.4069, loss: 1.4069 +2023-12-29 16:33:24,427 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 23:14:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 1.4029, loss: 1.4029 +2023-12-29 16:33:46,903 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 23:13:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9400, loss_cls: 1.4403, loss: 1.4403 +2023-12-29 16:34:09,376 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 23:13:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9413, loss_cls: 1.4496, loss: 1.4496 +2023-12-29 16:34:31,838 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 23:12:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9475, loss_cls: 1.3464, loss: 1.3464 +2023-12-29 16:34:54,288 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 23:12:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9437, loss_cls: 1.3712, loss: 1.3712 +2023-12-29 16:35:16,798 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 23:12:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9356, loss_cls: 1.4887, loss: 1.4887 +2023-12-29 16:35:39,320 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 23:11:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9500, loss_cls: 1.3101, loss: 1.3101 +2023-12-29 16:36:01,861 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 23:11:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 1.4654, loss: 1.4654 +2023-12-29 16:36:24,383 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 23:10:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9450, loss_cls: 1.4079, loss: 1.4079 +2023-12-29 16:36:46,862 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 23:10:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9406, loss_cls: 1.4940, loss: 1.4940 +2023-12-29 16:37:09,359 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 23:10:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9475, loss_cls: 1.3374, loss: 1.3374 +2023-12-29 16:37:31,979 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 23:09:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9550, loss_cls: 1.4017, loss: 1.4017 +2023-12-29 16:37:54,536 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 23:09:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9413, loss_cls: 1.3814, loss: 1.3814 +2023-12-29 16:38:17,085 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 23:08:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9431, loss_cls: 1.4588, loss: 1.4588 +2023-12-29 16:38:39,607 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 23:08:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 1.2917, loss: 1.2917 +2023-12-29 16:39:02,121 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 23:08:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9356, loss_cls: 1.4592, loss: 1.4592 +2023-12-29 16:39:24,638 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 23:07:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9444, loss_cls: 1.3755, loss: 1.3755 +2023-12-29 16:39:47,157 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 23:07:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 1.4148, loss: 1.4148 +2023-12-29 16:40:09,685 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 23:06:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 1.4060, loss: 1.4060 +2023-12-29 16:40:19,034 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-29 16:43:54,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 16:43:54,939 - pyskl - INFO - +top1_acc 0.7026 +top5_acc 0.9252 +2023-12-29 16:43:54,943 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_55.pth was removed +2023-12-29 16:43:55,079 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2023-12-29 16:43:55,081 - pyskl - INFO - Best top1_acc is 0.7026 at 58 epoch. +2023-12-29 16:43:55,102 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7026, top5_acc: 0.9252 +2023-12-29 16:44:39,820 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 23:06:47, time: 0.447, data_time: 0.221, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9463, loss_cls: 1.4511, loss: 1.4511 +2023-12-29 16:45:02,568 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 23:06:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 1.3679, loss: 1.3679 +2023-12-29 16:45:25,410 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 23:06:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 1.3173, loss: 1.3173 +2023-12-29 16:45:48,065 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 23:05:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 1.2505, loss: 1.2505 +2023-12-29 16:46:10,640 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 23:05:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9613, loss_cls: 1.3172, loss: 1.3172 +2023-12-29 16:46:33,217 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 23:04:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 1.3726, loss: 1.3726 +2023-12-29 16:46:55,800 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 23:04:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9631, loss_cls: 1.2689, loss: 1.2689 +2023-12-29 16:47:18,306 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 23:04:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9481, loss_cls: 1.3216, loss: 1.3216 +2023-12-29 16:47:40,803 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 23:03:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9413, loss_cls: 1.4123, loss: 1.4123 +2023-12-29 16:48:03,267 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 23:03:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.3215, loss: 1.3215 +2023-12-29 16:48:25,708 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 23:02:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9419, loss_cls: 1.3399, loss: 1.3399 +2023-12-29 16:48:48,131 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 23:02:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9375, loss_cls: 1.4528, loss: 1.4528 +2023-12-29 16:49:10,560 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 23:02:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 1.3190, loss: 1.3190 +2023-12-29 16:49:33,002 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 23:01:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 1.3483, loss: 1.3483 +2023-12-29 16:49:55,478 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 23:01:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9331, loss_cls: 1.4377, loss: 1.4377 +2023-12-29 16:50:17,934 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 23:00:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 1.4127, loss: 1.4127 +2023-12-29 16:50:40,384 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 23:00:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9356, loss_cls: 1.4619, loss: 1.4619 +2023-12-29 16:51:02,855 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 23:00:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 1.3596, loss: 1.3596 +2023-12-29 16:51:25,310 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 22:59:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9456, loss_cls: 1.4949, loss: 1.4949 +2023-12-29 16:51:47,749 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 22:59:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 1.3751, loss: 1.3751 +2023-12-29 16:52:10,228 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 22:58:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 1.3759, loss: 1.3759 +2023-12-29 16:52:32,680 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 22:58:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 1.3336, loss: 1.3336 +2023-12-29 16:52:55,190 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 22:58:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 1.4542, loss: 1.4542 +2023-12-29 16:53:17,684 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 22:57:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 1.4186, loss: 1.4186 +2023-12-29 16:53:40,179 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 22:57:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9431, loss_cls: 1.4087, loss: 1.4087 +2023-12-29 16:54:02,702 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 22:56:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 1.3112, loss: 1.3112 +2023-12-29 16:54:25,209 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 22:56:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9506, loss_cls: 1.2905, loss: 1.2905 +2023-12-29 16:54:47,698 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 22:56:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 1.3483, loss: 1.3483 +2023-12-29 16:55:10,209 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 22:55:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 1.3716, loss: 1.3716 +2023-12-29 16:55:32,690 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 22:55:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 1.4048, loss: 1.4048 +2023-12-29 16:55:55,230 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 22:54:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 1.4410, loss: 1.4410 +2023-12-29 16:56:17,791 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 22:54:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9400, loss_cls: 1.3925, loss: 1.3925 +2023-12-29 16:56:40,434 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 22:54:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 1.3300, loss: 1.3300 +2023-12-29 16:57:02,984 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 22:53:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9406, loss_cls: 1.3467, loss: 1.3467 +2023-12-29 16:57:25,522 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 22:53:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 1.4825, loss: 1.4825 +2023-12-29 16:57:48,095 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 22:53:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9419, loss_cls: 1.3824, loss: 1.3824 +2023-12-29 16:58:10,651 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 22:52:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 1.3823, loss: 1.3823 +2023-12-29 16:58:33,194 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 22:52:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 1.3480, loss: 1.3480 +2023-12-29 16:58:55,779 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 22:51:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9431, loss_cls: 1.4141, loss: 1.4141 +2023-12-29 16:59:05,180 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-29 17:02:38,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 17:02:38,732 - pyskl - INFO - +top1_acc 0.6619 +top5_acc 0.9188 +2023-12-29 17:02:38,751 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.6619, top5_acc: 0.9188 +2023-12-29 17:03:23,044 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 22:51:36, time: 0.443, data_time: 0.218, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 1.2609, loss: 1.2609 +2023-12-29 17:03:45,606 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 22:51:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 1.2476, loss: 1.2476 +2023-12-29 17:04:08,126 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 22:50:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 1.3527, loss: 1.3527 +2023-12-29 17:04:30,644 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 22:50:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9525, loss_cls: 1.2768, loss: 1.2768 +2023-12-29 17:04:53,173 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 22:50:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 1.2978, loss: 1.2978 +2023-12-29 17:05:15,633 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 22:49:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 1.5076, loss: 1.5076 +2023-12-29 17:05:38,106 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 22:49:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 1.3365, loss: 1.3365 +2023-12-29 17:06:00,573 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 22:48:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9456, loss_cls: 1.3447, loss: 1.3447 +2023-12-29 17:06:23,049 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 22:48:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9437, loss_cls: 1.4393, loss: 1.4393 +2023-12-29 17:06:45,613 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 22:48:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 1.3974, loss: 1.3974 +2023-12-29 17:07:08,095 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 22:47:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 1.2369, loss: 1.2369 +2023-12-29 17:07:30,550 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 22:47:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 1.4248, loss: 1.4248 +2023-12-29 17:07:53,007 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 22:46:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 1.3190, loss: 1.3190 +2023-12-29 17:08:15,464 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 22:46:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9413, loss_cls: 1.4117, loss: 1.4117 +2023-12-29 17:08:37,958 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 22:46:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 1.3400, loss: 1.3400 +2023-12-29 17:09:00,497 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 22:45:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9394, loss_cls: 1.4124, loss: 1.4124 +2023-12-29 17:09:22,978 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 22:45:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 1.2750, loss: 1.2750 +2023-12-29 17:09:45,457 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 22:44:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 1.3796, loss: 1.3796 +2023-12-29 17:10:07,970 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 22:44:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9487, loss_cls: 1.4120, loss: 1.4120 +2023-12-29 17:10:30,434 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 22:44:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 1.4617, loss: 1.4617 +2023-12-29 17:10:52,934 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 22:43:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9544, loss_cls: 1.4433, loss: 1.4433 +2023-12-29 17:11:15,504 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 22:43:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9431, loss_cls: 1.4099, loss: 1.4099 +2023-12-29 17:11:37,989 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 22:42:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9487, loss_cls: 1.3532, loss: 1.3532 +2023-12-29 17:12:00,483 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 22:42:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 1.3458, loss: 1.3458 +2023-12-29 17:12:23,023 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 22:42:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 1.3631, loss: 1.3631 +2023-12-29 17:12:45,547 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 22:41:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 1.3304, loss: 1.3304 +2023-12-29 17:13:08,082 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 22:41:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 1.2962, loss: 1.2962 +2023-12-29 17:13:30,578 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 22:40:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9419, loss_cls: 1.3860, loss: 1.3860 +2023-12-29 17:13:53,064 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 22:40:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9437, loss_cls: 1.3867, loss: 1.3867 +2023-12-29 17:14:15,564 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 22:40:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 1.3474, loss: 1.3474 +2023-12-29 17:14:38,160 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 22:39:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 1.3291, loss: 1.3291 +2023-12-29 17:15:00,683 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 22:39:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 1.3523, loss: 1.3523 +2023-12-29 17:15:23,201 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 22:38:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 1.3306, loss: 1.3306 +2023-12-29 17:15:45,727 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 22:38:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9463, loss_cls: 1.4093, loss: 1.4093 +2023-12-29 17:16:08,235 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 22:38:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9375, loss_cls: 1.4807, loss: 1.4807 +2023-12-29 17:16:30,728 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 22:37:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 1.3983, loss: 1.3983 +2023-12-29 17:16:53,258 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 22:37:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9431, loss_cls: 1.3839, loss: 1.3839 +2023-12-29 17:17:15,765 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 22:37:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9469, loss_cls: 1.4227, loss: 1.4227 +2023-12-29 17:17:38,340 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 22:36:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9406, loss_cls: 1.4189, loss: 1.4189 +2023-12-29 17:17:47,782 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-29 17:21:22,373 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 17:21:22,894 - pyskl - INFO - +top1_acc 0.6987 +top5_acc 0.9271 +2023-12-29 17:21:22,916 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.6987, top5_acc: 0.9271 +2023-12-29 17:22:07,758 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 22:36:24, time: 0.448, data_time: 0.223, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 1.2867, loss: 1.2867 +2023-12-29 17:22:30,275 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 22:36:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 1.3025, loss: 1.3025 +2023-12-29 17:22:52,747 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 22:35:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 1.2835, loss: 1.2835 +2023-12-29 17:23:15,259 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 22:35:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 1.2939, loss: 1.2939 +2023-12-29 17:23:37,725 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 22:34:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 1.2641, loss: 1.2641 +2023-12-29 17:24:00,196 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 22:34:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 1.3939, loss: 1.3939 +2023-12-29 17:24:22,719 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 22:34:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 1.4354, loss: 1.4354 +2023-12-29 17:24:45,278 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 22:33:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 1.2947, loss: 1.2947 +2023-12-29 17:25:07,941 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 22:33:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 1.2690, loss: 1.2690 +2023-12-29 17:25:30,614 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 22:32:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 1.2970, loss: 1.2970 +2023-12-29 17:25:53,263 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 22:32:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9494, loss_cls: 1.3222, loss: 1.3222 +2023-12-29 17:26:15,946 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 22:32:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 1.2991, loss: 1.2991 +2023-12-29 17:26:38,520 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 22:31:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.3880, loss: 1.3880 +2023-12-29 17:27:01,053 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 22:31:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 1.2667, loss: 1.2667 +2023-12-29 17:27:23,562 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 22:30:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9463, loss_cls: 1.3233, loss: 1.3233 +2023-12-29 17:27:46,066 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 22:30:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9494, loss_cls: 1.3949, loss: 1.3949 +2023-12-29 17:28:08,537 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 22:30:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9431, loss_cls: 1.4268, loss: 1.4268 +2023-12-29 17:28:31,060 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 22:29:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 1.3008, loss: 1.3008 +2023-12-29 17:28:53,632 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 22:29:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9387, loss_cls: 1.4310, loss: 1.4310 +2023-12-29 17:29:16,182 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 22:28:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 1.3650, loss: 1.3650 +2023-12-29 17:29:38,741 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 22:28:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 1.3255, loss: 1.3255 +2023-12-29 17:30:01,287 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 22:28:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 1.3765, loss: 1.3765 +2023-12-29 17:30:23,874 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 22:27:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9487, loss_cls: 1.2926, loss: 1.2926 +2023-12-29 17:30:46,412 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 22:27:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 1.2744, loss: 1.2744 +2023-12-29 17:31:09,021 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 22:26:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9463, loss_cls: 1.3370, loss: 1.3370 +2023-12-29 17:31:31,620 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 22:26:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 1.3360, loss: 1.3360 +2023-12-29 17:31:54,240 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 22:26:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9381, loss_cls: 1.4474, loss: 1.4474 +2023-12-29 17:32:16,853 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 22:25:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9387, loss_cls: 1.4544, loss: 1.4544 +2023-12-29 17:32:39,453 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 22:25:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9475, loss_cls: 1.3723, loss: 1.3723 +2023-12-29 17:33:02,053 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 22:25:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9437, loss_cls: 1.3809, loss: 1.3809 +2023-12-29 17:33:24,516 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 22:24:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 1.3820, loss: 1.3820 +2023-12-29 17:33:47,084 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 22:24:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9413, loss_cls: 1.3857, loss: 1.3857 +2023-12-29 17:34:09,641 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 22:23:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 1.3475, loss: 1.3475 +2023-12-29 17:34:32,201 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 22:23:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9400, loss_cls: 1.3766, loss: 1.3766 +2023-12-29 17:34:54,693 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 22:23:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 1.2938, loss: 1.2938 +2023-12-29 17:35:17,203 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 22:22:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 1.3618, loss: 1.3618 +2023-12-29 17:35:39,744 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 22:22:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 1.4920, loss: 1.4920 +2023-12-29 17:36:02,288 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 22:21:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 1.3949, loss: 1.3949 +2023-12-29 17:36:24,905 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 22:21:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9444, loss_cls: 1.3881, loss: 1.3881 +2023-12-29 17:36:34,300 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-29 17:40:07,853 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 17:40:08,325 - pyskl - INFO - +top1_acc 0.7107 +top5_acc 0.9328 +2023-12-29 17:40:08,329 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_58.pth was removed +2023-12-29 17:40:08,463 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2023-12-29 17:40:08,464 - pyskl - INFO - Best top1_acc is 0.7107 at 61 epoch. +2023-12-29 17:40:08,484 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7107, top5_acc: 0.9328 +2023-12-29 17:40:52,079 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 22:21:14, time: 0.436, data_time: 0.211, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 1.1681, loss: 1.1681 +2023-12-29 17:41:14,650 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 22:20:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 1.2870, loss: 1.2870 +2023-12-29 17:41:37,169 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 22:20:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 1.3051, loss: 1.3051 +2023-12-29 17:41:59,735 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 22:20:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 1.4109, loss: 1.4109 +2023-12-29 17:42:22,295 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 22:19:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 1.3880, loss: 1.3880 +2023-12-29 17:42:44,998 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 22:19:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 1.3062, loss: 1.3062 +2023-12-29 17:43:07,671 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 22:18:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 1.2938, loss: 1.2938 +2023-12-29 17:43:30,317 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 22:18:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9469, loss_cls: 1.3272, loss: 1.3272 +2023-12-29 17:43:53,033 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 22:18:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 1.3882, loss: 1.3882 +2023-12-29 17:44:15,613 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 22:17:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 1.3488, loss: 1.3488 +2023-12-29 17:44:38,218 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 22:17:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 1.3503, loss: 1.3503 +2023-12-29 17:45:00,752 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 22:16:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 1.2881, loss: 1.2881 +2023-12-29 17:45:23,219 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 22:16:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9419, loss_cls: 1.4025, loss: 1.4025 +2023-12-29 17:45:45,785 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 22:16:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 1.2586, loss: 1.2586 +2023-12-29 17:46:08,266 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 22:15:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9506, loss_cls: 1.2909, loss: 1.2909 +2023-12-29 17:46:30,688 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 22:15:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9425, loss_cls: 1.4148, loss: 1.4148 +2023-12-29 17:46:53,121 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 22:14:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9375, loss_cls: 1.4638, loss: 1.4638 +2023-12-29 17:47:15,560 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 22:14:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 1.2719, loss: 1.2719 +2023-12-29 17:47:37,996 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 22:14:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 1.2567, loss: 1.2567 +2023-12-29 17:48:00,452 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 22:13:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 1.3076, loss: 1.3076 +2023-12-29 17:48:22,940 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 22:13:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.3992, loss: 1.3992 +2023-12-29 17:48:45,444 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 22:13:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 1.4249, loss: 1.4249 +2023-12-29 17:49:07,937 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 22:12:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 1.3609, loss: 1.3609 +2023-12-29 17:49:30,412 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 22:12:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 1.2960, loss: 1.2960 +2023-12-29 17:49:52,920 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 22:11:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9400, loss_cls: 1.3752, loss: 1.3752 +2023-12-29 17:50:15,422 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 22:11:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9425, loss_cls: 1.3501, loss: 1.3501 +2023-12-29 17:50:37,928 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 22:11:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 1.3538, loss: 1.3538 +2023-12-29 17:51:00,420 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 22:10:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9444, loss_cls: 1.4661, loss: 1.4661 +2023-12-29 17:51:22,956 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 22:10:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9500, loss_cls: 1.2959, loss: 1.2959 +2023-12-29 17:51:45,510 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 22:09:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 1.2977, loss: 1.2977 +2023-12-29 17:52:08,088 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 22:09:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9475, loss_cls: 1.4239, loss: 1.4239 +2023-12-29 17:52:30,643 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 22:09:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 1.2933, loss: 1.2933 +2023-12-29 17:52:53,188 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 22:08:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9606, loss_cls: 1.3433, loss: 1.3433 +2023-12-29 17:53:15,697 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 22:08:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 1.4317, loss: 1.4317 +2023-12-29 17:53:38,260 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 22:07:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9456, loss_cls: 1.3876, loss: 1.3876 +2023-12-29 17:54:00,790 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 22:07:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9481, loss_cls: 1.3919, loss: 1.3919 +2023-12-29 17:54:23,256 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 22:07:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 1.3010, loss: 1.3010 +2023-12-29 17:54:45,762 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 22:06:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 1.3395, loss: 1.3395 +2023-12-29 17:55:08,275 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 22:06:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 1.3065, loss: 1.3065 +2023-12-29 17:55:17,667 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-29 17:58:52,529 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 17:58:53,013 - pyskl - INFO - +top1_acc 0.7019 +top5_acc 0.9339 +2023-12-29 17:58:53,037 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7019, top5_acc: 0.9339 +2023-12-29 17:59:36,966 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 22:06:04, time: 0.439, data_time: 0.214, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 1.3872, loss: 1.3872 +2023-12-29 17:59:59,429 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 22:05:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 1.2835, loss: 1.2835 +2023-12-29 18:00:21,891 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 22:05:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 1.3647, loss: 1.3647 +2023-12-29 18:00:44,421 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 22:04:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 1.2587, loss: 1.2587 +2023-12-29 18:01:06,974 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 22:04:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 1.3073, loss: 1.3073 +2023-12-29 18:01:29,612 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 22:04:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 1.2539, loss: 1.2539 +2023-12-29 18:01:52,224 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 22:03:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9450, loss_cls: 1.3628, loss: 1.3628 +2023-12-29 18:02:14,860 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 22:03:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9394, loss_cls: 1.4013, loss: 1.4013 +2023-12-29 18:02:37,451 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 22:02:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9431, loss_cls: 1.3078, loss: 1.3078 +2023-12-29 18:03:00,064 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 22:02:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9450, loss_cls: 1.3351, loss: 1.3351 +2023-12-29 18:03:22,684 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 22:02:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 1.2879, loss: 1.2879 +2023-12-29 18:03:45,259 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 22:01:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9656, loss_cls: 1.2504, loss: 1.2504 +2023-12-29 18:04:07,850 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 22:01:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9481, loss_cls: 1.3313, loss: 1.3313 +2023-12-29 18:04:30,490 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 22:00:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 1.4041, loss: 1.4041 +2023-12-29 18:04:53,071 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 22:00:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 1.2728, loss: 1.2728 +2023-12-29 18:05:15,647 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 22:00:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 1.3278, loss: 1.3278 +2023-12-29 18:05:38,160 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 21:59:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 1.3080, loss: 1.3080 +2023-12-29 18:06:00,678 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 21:59:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 1.2848, loss: 1.2848 +2023-12-29 18:06:23,214 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 21:59:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 1.3515, loss: 1.3515 +2023-12-29 18:06:45,743 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 21:58:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9463, loss_cls: 1.3845, loss: 1.3845 +2023-12-29 18:07:08,297 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 21:58:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9469, loss_cls: 1.3355, loss: 1.3355 +2023-12-29 18:07:30,893 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 21:57:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 1.3234, loss: 1.3234 +2023-12-29 18:07:53,447 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 21:57:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 1.3061, loss: 1.3061 +2023-12-29 18:08:15,940 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 21:57:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 1.3561, loss: 1.3561 +2023-12-29 18:08:38,480 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 21:56:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 1.2625, loss: 1.2625 +2023-12-29 18:09:01,001 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 21:56:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9456, loss_cls: 1.3877, loss: 1.3877 +2023-12-29 18:09:23,527 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 21:55:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 1.2531, loss: 1.2531 +2023-12-29 18:09:46,054 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 21:55:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9375, loss_cls: 1.4413, loss: 1.4413 +2023-12-29 18:10:08,557 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 21:55:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 1.3417, loss: 1.3417 +2023-12-29 18:10:31,073 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 21:54:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 1.3264, loss: 1.3264 +2023-12-29 18:10:53,572 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 21:54:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 1.3612, loss: 1.3612 +2023-12-29 18:11:16,084 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 21:53:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 1.3740, loss: 1.3740 +2023-12-29 18:11:38,635 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 21:53:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 1.3288, loss: 1.3288 +2023-12-29 18:12:01,197 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 21:53:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 1.3922, loss: 1.3922 +2023-12-29 18:12:23,725 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 21:52:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 1.3986, loss: 1.3986 +2023-12-29 18:12:46,307 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 21:52:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 1.3114, loss: 1.3114 +2023-12-29 18:13:08,849 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 21:51:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 1.2206, loss: 1.2206 +2023-12-29 18:13:31,401 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 21:51:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 1.4162, loss: 1.4162 +2023-12-29 18:13:53,972 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 21:51:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9450, loss_cls: 1.3643, loss: 1.3643 +2023-12-29 18:14:03,382 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-29 18:17:36,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 18:17:37,160 - pyskl - INFO - +top1_acc 0.6920 +top5_acc 0.9230 +2023-12-29 18:17:37,183 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.6920, top5_acc: 0.9230 +2023-12-29 18:18:21,620 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 21:50:55, time: 0.444, data_time: 0.219, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 1.2672, loss: 1.2672 +2023-12-29 18:18:44,102 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 21:50:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9525, loss_cls: 1.2671, loss: 1.2671 +2023-12-29 18:19:06,587 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 21:50:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 1.2678, loss: 1.2678 +2023-12-29 18:19:29,099 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 21:49:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9487, loss_cls: 1.4137, loss: 1.4137 +2023-12-29 18:19:51,652 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 21:49:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 1.3838, loss: 1.3838 +2023-12-29 18:20:14,226 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 21:48:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 1.3697, loss: 1.3697 +2023-12-29 18:20:36,811 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 21:48:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 1.3397, loss: 1.3397 +2023-12-29 18:20:59,454 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 21:48:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9537, loss_cls: 1.3046, loss: 1.3046 +2023-12-29 18:21:22,160 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 21:47:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 1.2513, loss: 1.2513 +2023-12-29 18:21:44,692 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 21:47:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 1.2358, loss: 1.2358 +2023-12-29 18:22:07,222 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 21:47:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 1.2351, loss: 1.2351 +2023-12-29 18:22:29,839 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 21:46:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 1.3688, loss: 1.3688 +2023-12-29 18:22:52,663 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 21:46:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9619, loss_cls: 1.2707, loss: 1.2707 +2023-12-29 18:23:15,336 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 21:45:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9450, loss_cls: 1.3840, loss: 1.3840 +2023-12-29 18:23:37,965 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 21:45:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 1.3178, loss: 1.3178 +2023-12-29 18:24:00,555 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 21:45:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 1.2187, loss: 1.2187 +2023-12-29 18:24:23,116 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 21:44:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9437, loss_cls: 1.3426, loss: 1.3426 +2023-12-29 18:24:45,731 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 21:44:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9356, loss_cls: 1.4297, loss: 1.4297 +2023-12-29 18:25:08,289 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 21:43:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9456, loss_cls: 1.3841, loss: 1.3841 +2023-12-29 18:25:30,901 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 21:43:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 1.3564, loss: 1.3564 +2023-12-29 18:25:53,387 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 21:43:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 1.2752, loss: 1.2752 +2023-12-29 18:26:15,943 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 21:42:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 1.3272, loss: 1.3272 +2023-12-29 18:26:38,519 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 21:42:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 1.3084, loss: 1.3084 +2023-12-29 18:27:01,138 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 21:41:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 1.3180, loss: 1.3180 +2023-12-29 18:27:23,708 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 21:41:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9594, loss_cls: 1.3764, loss: 1.3764 +2023-12-29 18:27:46,198 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 21:41:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 1.2642, loss: 1.2642 +2023-12-29 18:28:08,800 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 21:40:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9481, loss_cls: 1.3332, loss: 1.3332 +2023-12-29 18:28:31,393 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 21:40:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 1.3423, loss: 1.3423 +2023-12-29 18:28:53,947 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 21:39:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9450, loss_cls: 1.3450, loss: 1.3450 +2023-12-29 18:29:16,494 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 21:39:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9425, loss_cls: 1.2912, loss: 1.2912 +2023-12-29 18:29:39,042 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 21:39:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 1.3765, loss: 1.3765 +2023-12-29 18:30:01,606 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 21:38:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9469, loss_cls: 1.4093, loss: 1.4093 +2023-12-29 18:30:24,210 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 21:38:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9419, loss_cls: 1.4349, loss: 1.4349 +2023-12-29 18:30:46,737 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 21:38:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 1.3634, loss: 1.3634 +2023-12-29 18:31:09,208 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 21:37:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9363, loss_cls: 1.4375, loss: 1.4375 +2023-12-29 18:31:31,714 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 21:37:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9456, loss_cls: 1.3353, loss: 1.3353 +2023-12-29 18:31:54,194 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 21:36:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 1.3286, loss: 1.3286 +2023-12-29 18:32:16,703 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 21:36:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 1.2798, loss: 1.2798 +2023-12-29 18:32:39,266 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 21:36:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 1.3018, loss: 1.3018 +2023-12-29 18:32:48,748 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-29 18:36:21,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 18:36:22,477 - pyskl - INFO - +top1_acc 0.6705 +top5_acc 0.9115 +2023-12-29 18:36:22,499 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.6705, top5_acc: 0.9115 +2023-12-29 18:37:06,875 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 21:35:48, time: 0.444, data_time: 0.219, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 1.2560, loss: 1.2560 +2023-12-29 18:37:29,309 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 21:35:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 1.2380, loss: 1.2380 +2023-12-29 18:37:51,819 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 21:35:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 1.2463, loss: 1.2463 +2023-12-29 18:38:14,377 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 21:34:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 1.2702, loss: 1.2702 +2023-12-29 18:38:36,955 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 21:34:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 1.2282, loss: 1.2282 +2023-12-29 18:38:59,521 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 21:33:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 1.3221, loss: 1.3221 +2023-12-29 18:39:22,117 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 21:33:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 1.3230, loss: 1.3230 +2023-12-29 18:39:44,710 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 21:33:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9469, loss_cls: 1.3056, loss: 1.3056 +2023-12-29 18:40:07,308 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 21:32:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 1.2717, loss: 1.2717 +2023-12-29 18:40:29,972 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 21:32:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 1.2940, loss: 1.2940 +2023-12-29 18:40:52,599 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 21:31:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 1.2830, loss: 1.2830 +2023-12-29 18:41:15,171 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 21:31:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 1.3345, loss: 1.3345 +2023-12-29 18:41:37,774 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 21:31:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 1.3991, loss: 1.3991 +2023-12-29 18:42:00,303 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 21:30:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 1.2688, loss: 1.2688 +2023-12-29 18:42:22,852 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 21:30:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9431, loss_cls: 1.3421, loss: 1.3421 +2023-12-29 18:42:45,391 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 21:29:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 1.2562, loss: 1.2562 +2023-12-29 18:43:08,123 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 21:29:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 1.3732, loss: 1.3732 +2023-12-29 18:43:30,765 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 21:29:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 1.2680, loss: 1.2680 +2023-12-29 18:43:53,348 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 21:28:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9425, loss_cls: 1.3648, loss: 1.3648 +2023-12-29 18:44:15,905 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 21:28:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 1.2341, loss: 1.2341 +2023-12-29 18:44:38,297 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 21:27:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9544, loss_cls: 1.2566, loss: 1.2566 +2023-12-29 18:45:00,797 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 21:27:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 1.2880, loss: 1.2880 +2023-12-29 18:45:23,184 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 21:27:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 1.3038, loss: 1.3038 +2023-12-29 18:45:45,575 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 21:26:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 1.3018, loss: 1.3018 +2023-12-29 18:46:08,100 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 21:26:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 1.3262, loss: 1.3262 +2023-12-29 18:46:30,591 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 21:26:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 1.4011, loss: 1.4011 +2023-12-29 18:46:53,113 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 21:25:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 1.2728, loss: 1.2728 +2023-12-29 18:47:15,484 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 21:25:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 1.2989, loss: 1.2989 +2023-12-29 18:47:37,807 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 21:24:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 1.3515, loss: 1.3515 +2023-12-29 18:48:00,075 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 21:24:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9406, loss_cls: 1.4443, loss: 1.4443 +2023-12-29 18:48:22,379 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 21:24:02, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 1.2888, loss: 1.2888 +2023-12-29 18:48:44,636 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 21:23:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 1.2821, loss: 1.2821 +2023-12-29 18:49:06,879 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 21:23:14, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9481, loss_cls: 1.3229, loss: 1.3229 +2023-12-29 18:49:29,121 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 21:22:50, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 1.3630, loss: 1.3630 +2023-12-29 18:49:51,358 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 21:22:26, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9431, loss_cls: 1.3809, loss: 1.3809 +2023-12-29 18:50:13,592 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 21:22:02, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 1.2425, loss: 1.2425 +2023-12-29 18:50:35,865 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 21:21:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 1.4646, loss: 1.4646 +2023-12-29 18:50:58,230 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 21:21:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 1.3498, loss: 1.3498 +2023-12-29 18:51:20,639 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 21:20:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 1.3346, loss: 1.3346 +2023-12-29 18:51:30,136 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-29 18:55:04,677 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 18:55:05,154 - pyskl - INFO - +top1_acc 0.6844 +top5_acc 0.9257 +2023-12-29 18:55:05,177 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.6844, top5_acc: 0.9257 +2023-12-29 18:55:49,599 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 21:20:35, time: 0.444, data_time: 0.221, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 1.2924, loss: 1.2924 +2023-12-29 18:56:12,238 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 21:20:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 1.1840, loss: 1.1840 +2023-12-29 18:56:34,664 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 21:19:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 1.2194, loss: 1.2194 +2023-12-29 18:56:57,136 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 21:19:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 1.3098, loss: 1.3098 +2023-12-29 18:57:19,620 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 21:19:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9531, loss_cls: 1.3186, loss: 1.3186 +2023-12-29 18:57:41,957 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 21:18:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 1.2441, loss: 1.2441 +2023-12-29 18:58:04,451 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 21:18:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9494, loss_cls: 1.3755, loss: 1.3755 +2023-12-29 18:58:26,878 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 21:17:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 1.3538, loss: 1.3538 +2023-12-29 18:58:49,370 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 21:17:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 1.2702, loss: 1.2702 +2023-12-29 18:59:11,793 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 21:17:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 1.2917, loss: 1.2917 +2023-12-29 18:59:34,347 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 21:16:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 1.2296, loss: 1.2296 +2023-12-29 18:59:56,715 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 21:16:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9431, loss_cls: 1.3578, loss: 1.3578 +2023-12-29 19:00:19,104 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 21:15:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9494, loss_cls: 1.3140, loss: 1.3140 +2023-12-29 19:00:41,433 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 21:15:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 1.2983, loss: 1.2983 +2023-12-29 19:01:03,741 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 21:15:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 1.1931, loss: 1.1931 +2023-12-29 19:01:26,058 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 21:14:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 1.2975, loss: 1.2975 +2023-12-29 19:01:48,452 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 21:14:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.2438, loss: 1.2438 +2023-12-29 19:02:10,724 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 21:13:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 1.4075, loss: 1.4075 +2023-12-29 19:02:33,049 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 21:13:30, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 1.2471, loss: 1.2471 +2023-12-29 19:02:55,333 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 21:13:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 1.2968, loss: 1.2968 +2023-12-29 19:03:17,630 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 21:12:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 1.2884, loss: 1.2884 +2023-12-29 19:03:39,912 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 21:12:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.3220, loss: 1.3220 +2023-12-29 19:04:02,284 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 21:11:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 1.3461, loss: 1.3461 +2023-12-29 19:04:24,693 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 21:11:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 1.2124, loss: 1.2124 +2023-12-29 19:04:47,111 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 21:11:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 1.3371, loss: 1.3371 +2023-12-29 19:05:09,616 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 21:10:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 1.3546, loss: 1.3546 +2023-12-29 19:05:32,076 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 21:10:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 1.3932, loss: 1.3932 +2023-12-29 19:05:54,395 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 21:09:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 1.4256, loss: 1.4256 +2023-12-29 19:06:16,689 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 21:09:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 1.3890, loss: 1.3890 +2023-12-29 19:06:39,068 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 21:09:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 1.2587, loss: 1.2587 +2023-12-29 19:07:01,443 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 21:08:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9475, loss_cls: 1.3423, loss: 1.3423 +2023-12-29 19:07:23,937 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 21:08:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9444, loss_cls: 1.4039, loss: 1.4039 +2023-12-29 19:07:46,487 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 21:07:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 1.3368, loss: 1.3368 +2023-12-29 19:08:08,893 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 21:07:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9375, loss_cls: 1.4618, loss: 1.4618 +2023-12-29 19:08:31,247 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 21:07:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 1.2633, loss: 1.2633 +2023-12-29 19:08:53,592 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 21:06:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 1.2762, loss: 1.2762 +2023-12-29 19:09:16,036 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 21:06:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 1.2019, loss: 1.2019 +2023-12-29 19:09:38,532 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 21:06:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 1.4026, loss: 1.4026 +2023-12-29 19:10:00,951 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 21:05:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 1.3875, loss: 1.3875 +2023-12-29 19:10:10,354 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-29 19:13:44,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 19:13:44,933 - pyskl - INFO - +top1_acc 0.6588 +top5_acc 0.9057 +2023-12-29 19:13:44,955 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.6588, top5_acc: 0.9057 +2023-12-29 19:14:29,006 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 21:05:20, time: 0.440, data_time: 0.216, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 1.2080, loss: 1.2080 +2023-12-29 19:14:51,434 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 21:04:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 1.2939, loss: 1.2939 +2023-12-29 19:15:13,779 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 21:04:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9506, loss_cls: 1.2818, loss: 1.2818 +2023-12-29 19:15:36,180 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 21:04:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 1.2091, loss: 1.2091 +2023-12-29 19:15:58,556 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 21:03:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 1.2239, loss: 1.2239 +2023-12-29 19:16:20,973 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 21:03:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 1.2218, loss: 1.2218 +2023-12-29 19:16:43,264 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 21:02:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 1.2583, loss: 1.2583 +2023-12-29 19:17:05,550 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 21:02:34, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9487, loss_cls: 1.2640, loss: 1.2640 +2023-12-29 19:17:27,814 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 21:02:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 1.1858, loss: 1.1858 +2023-12-29 19:17:50,095 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 21:01:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 1.2803, loss: 1.2803 +2023-12-29 19:18:12,363 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 21:01:23, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9463, loss_cls: 1.3596, loss: 1.3596 +2023-12-29 19:18:34,636 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 21:00:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 1.2713, loss: 1.2713 +2023-12-29 19:18:56,906 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 21:00:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 1.2719, loss: 1.2719 +2023-12-29 19:19:19,204 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 21:00:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 1.2916, loss: 1.2916 +2023-12-29 19:19:41,521 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 20:59:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 1.2575, loss: 1.2575 +2023-12-29 19:20:03,789 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 20:59:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 1.2952, loss: 1.2952 +2023-12-29 19:20:26,041 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 20:59:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9456, loss_cls: 1.3437, loss: 1.3437 +2023-12-29 19:20:48,299 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 20:58:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9487, loss_cls: 1.2494, loss: 1.2494 +2023-12-29 19:21:10,573 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 20:58:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 1.2363, loss: 1.2363 +2023-12-29 19:21:32,906 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 20:57:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 1.3419, loss: 1.3419 +2023-12-29 19:21:55,420 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 20:57:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.2681, loss: 1.2681 +2023-12-29 19:22:17,859 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 20:57:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 1.3154, loss: 1.3154 +2023-12-29 19:22:40,289 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 20:56:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 1.2334, loss: 1.2334 +2023-12-29 19:23:02,690 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 20:56:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9419, loss_cls: 1.3030, loss: 1.3030 +2023-12-29 19:23:25,072 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 20:55:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 1.3215, loss: 1.3215 +2023-12-29 19:23:47,475 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 20:55:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9437, loss_cls: 1.3862, loss: 1.3862 +2023-12-29 19:24:09,791 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 20:55:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9425, loss_cls: 1.3855, loss: 1.3855 +2023-12-29 19:24:32,055 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 20:54:40, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 1.2781, loss: 1.2781 +2023-12-29 19:24:54,430 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 20:54:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 1.2938, loss: 1.2938 +2023-12-29 19:25:16,834 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 20:53:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 1.3001, loss: 1.3001 +2023-12-29 19:25:39,274 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 20:53:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 1.3316, loss: 1.3316 +2023-12-29 19:26:01,628 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 20:53:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 1.3254, loss: 1.3254 +2023-12-29 19:26:23,987 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 20:52:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9475, loss_cls: 1.2429, loss: 1.2429 +2023-12-29 19:26:46,316 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 20:52:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9400, loss_cls: 1.4151, loss: 1.4151 +2023-12-29 19:27:08,619 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 20:51:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9494, loss_cls: 1.2974, loss: 1.2974 +2023-12-29 19:27:30,936 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 20:51:30, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9537, loss_cls: 1.3704, loss: 1.3704 +2023-12-29 19:27:53,495 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 20:51:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9475, loss_cls: 1.3311, loss: 1.3311 +2023-12-29 19:28:15,905 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 20:50:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 1.2695, loss: 1.2695 +2023-12-29 19:28:38,295 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 20:50:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 1.2909, loss: 1.2909 +2023-12-29 19:28:47,603 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-29 19:32:21,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 19:32:21,718 - pyskl - INFO - +top1_acc 0.6966 +top5_acc 0.9223 +2023-12-29 19:32:21,740 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.6966, top5_acc: 0.9223 +2023-12-29 19:33:05,770 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 20:50:02, time: 0.440, data_time: 0.216, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 1.2543, loss: 1.2543 +2023-12-29 19:33:28,172 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 20:49:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 1.1715, loss: 1.1715 +2023-12-29 19:33:50,515 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 20:49:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 1.1785, loss: 1.1785 +2023-12-29 19:34:12,869 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 20:48:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 1.2099, loss: 1.2099 +2023-12-29 19:34:35,323 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 20:48:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 1.3075, loss: 1.3075 +2023-12-29 19:34:57,649 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 20:48:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 1.2154, loss: 1.2154 +2023-12-29 19:35:19,908 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 20:47:40, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 1.2638, loss: 1.2638 +2023-12-29 19:35:42,178 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 20:47:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 1.2463, loss: 1.2463 +2023-12-29 19:36:04,494 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 20:46:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 1.2527, loss: 1.2527 +2023-12-29 19:36:26,748 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 20:46:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9500, loss_cls: 1.2604, loss: 1.2604 +2023-12-29 19:36:49,066 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 20:46:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 1.3571, loss: 1.3571 +2023-12-29 19:37:11,407 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 20:45:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 1.3825, loss: 1.3825 +2023-12-29 19:37:33,734 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 20:45:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9437, loss_cls: 1.3665, loss: 1.3665 +2023-12-29 19:37:56,047 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 20:44:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9563, loss_cls: 1.2189, loss: 1.2189 +2023-12-29 19:38:18,430 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 20:44:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 1.3059, loss: 1.3059 +2023-12-29 19:38:40,781 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 20:44:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 1.1328, loss: 1.1328 +2023-12-29 19:39:03,110 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 20:43:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 1.3043, loss: 1.3043 +2023-12-29 19:39:25,388 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 20:43:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 1.2022, loss: 1.2022 +2023-12-29 19:39:47,649 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 20:42:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 1.2492, loss: 1.2492 +2023-12-29 19:40:09,923 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 20:42:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 1.3275, loss: 1.3275 +2023-12-29 19:40:32,196 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 20:42:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 1.3441, loss: 1.3441 +2023-12-29 19:40:54,494 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 20:41:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9525, loss_cls: 1.2801, loss: 1.2801 +2023-12-29 19:41:16,860 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 20:41:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9456, loss_cls: 1.3660, loss: 1.3660 +2023-12-29 19:41:39,142 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 20:40:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9413, loss_cls: 1.3822, loss: 1.3822 +2023-12-29 19:42:01,428 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 20:40:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 1.2924, loss: 1.2924 +2023-12-29 19:42:23,723 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 20:40:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 1.3553, loss: 1.3553 +2023-12-29 19:42:46,045 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 20:39:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 1.3333, loss: 1.3333 +2023-12-29 19:43:08,321 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 20:39:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 1.3704, loss: 1.3704 +2023-12-29 19:43:30,571 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 20:38:59, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 1.3086, loss: 1.3086 +2023-12-29 19:43:53,004 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 20:38:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9500, loss_cls: 1.3453, loss: 1.3453 +2023-12-29 19:44:15,296 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 20:38:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 1.2469, loss: 1.2469 +2023-12-29 19:44:37,515 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 20:37:47, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 1.3358, loss: 1.3358 +2023-12-29 19:44:59,710 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 20:37:24, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 1.2706, loss: 1.2706 +2023-12-29 19:45:21,920 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 20:37:00, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 1.2484, loss: 1.2484 +2023-12-29 19:45:44,172 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 20:36:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9500, loss_cls: 1.3352, loss: 1.3352 +2023-12-29 19:46:06,423 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 20:36:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 1.4224, loss: 1.4224 +2023-12-29 19:46:28,708 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 20:35:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 1.2773, loss: 1.2773 +2023-12-29 19:46:51,050 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 20:35:25, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 1.2764, loss: 1.2764 +2023-12-29 19:47:13,360 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 20:35:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 1.2864, loss: 1.2864 +2023-12-29 19:47:22,727 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-29 19:50:55,898 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 19:50:56,411 - pyskl - INFO - +top1_acc 0.7056 +top5_acc 0.9320 +2023-12-29 19:50:56,430 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7056, top5_acc: 0.9320 +2023-12-29 19:51:39,958 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 20:34:43, time: 0.435, data_time: 0.213, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 1.2313, loss: 1.2313 +2023-12-29 19:52:02,185 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 20:34:19, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 1.3734, loss: 1.3734 +2023-12-29 19:52:24,403 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 20:33:55, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.2651, loss: 1.2651 +2023-12-29 19:52:46,809 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 20:33:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 1.1955, loss: 1.1955 +2023-12-29 19:53:09,151 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 20:33:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 1.1880, loss: 1.1880 +2023-12-29 19:53:31,500 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 20:32:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 1.3035, loss: 1.3035 +2023-12-29 19:53:53,868 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 20:32:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9525, loss_cls: 1.1954, loss: 1.1954 +2023-12-29 19:54:16,287 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 20:31:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 1.1942, loss: 1.1942 +2023-12-29 19:54:38,661 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 20:31:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 1.2763, loss: 1.2763 +2023-12-29 19:55:01,024 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 20:31:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 1.1759, loss: 1.1759 +2023-12-29 19:55:23,352 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 20:30:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 1.1917, loss: 1.1917 +2023-12-29 19:55:45,680 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 20:30:23, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 1.2617, loss: 1.2617 +2023-12-29 19:56:07,928 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 20:29:59, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 1.2504, loss: 1.2504 +2023-12-29 19:56:30,155 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 20:29:35, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 1.2239, loss: 1.2239 +2023-12-29 19:56:52,374 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 20:29:11, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9513, loss_cls: 1.2548, loss: 1.2548 +2023-12-29 19:57:14,582 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 20:28:48, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9437, loss_cls: 1.3395, loss: 1.3395 +2023-12-29 19:57:36,802 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 20:28:24, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 1.2891, loss: 1.2891 +2023-12-29 19:57:59,041 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 20:28:00, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 1.2415, loss: 1.2415 +2023-12-29 19:58:21,288 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 20:27:36, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 1.1919, loss: 1.1919 +2023-12-29 19:58:43,537 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 20:27:13, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 1.2567, loss: 1.2567 +2023-12-29 19:59:05,845 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 20:26:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 1.2524, loss: 1.2524 +2023-12-29 19:59:28,134 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 20:26:25, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 1.2839, loss: 1.2839 +2023-12-29 19:59:50,466 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 20:26:02, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 1.2613, loss: 1.2613 +2023-12-29 20:00:12,790 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 20:25:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 1.2693, loss: 1.2693 +2023-12-29 20:00:35,131 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 20:25:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 1.2899, loss: 1.2899 +2023-12-29 20:00:57,437 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 20:24:51, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 1.3443, loss: 1.3443 +2023-12-29 20:01:19,747 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 20:24:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 1.3440, loss: 1.3440 +2023-12-29 20:01:41,998 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 20:24:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 1.3081, loss: 1.3081 +2023-12-29 20:02:04,310 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 20:23:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 1.3351, loss: 1.3351 +2023-12-29 20:02:26,712 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 20:23:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 1.2442, loss: 1.2442 +2023-12-29 20:02:49,142 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 20:22:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 1.2877, loss: 1.2877 +2023-12-29 20:03:11,561 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 20:22:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9444, loss_cls: 1.3626, loss: 1.3626 +2023-12-29 20:03:33,937 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 20:22:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 1.2511, loss: 1.2511 +2023-12-29 20:03:56,271 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 20:21:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 1.2232, loss: 1.2232 +2023-12-29 20:04:18,579 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 20:21:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 1.3009, loss: 1.3009 +2023-12-29 20:04:40,883 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 20:20:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9425, loss_cls: 1.3514, loss: 1.3514 +2023-12-29 20:05:03,173 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 20:20:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9450, loss_cls: 1.3505, loss: 1.3505 +2023-12-29 20:05:25,486 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 20:20:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 1.3591, loss: 1.3591 +2023-12-29 20:05:47,993 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 20:19:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9456, loss_cls: 1.3367, loss: 1.3367 +2023-12-29 20:05:57,370 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-29 20:09:30,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 20:09:31,098 - pyskl - INFO - +top1_acc 0.6924 +top5_acc 0.9263 +2023-12-29 20:09:31,120 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.6924, top5_acc: 0.9263 +2023-12-29 20:10:15,296 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 20:19:26, time: 0.442, data_time: 0.218, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 1.2898, loss: 1.2898 +2023-12-29 20:10:37,665 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 20:19:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.1427, loss: 1.1427 +2023-12-29 20:10:59,935 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 20:18:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 1.1742, loss: 1.1742 +2023-12-29 20:11:22,414 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 20:18:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 1.2234, loss: 1.2234 +2023-12-29 20:11:44,800 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 20:17:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 1.2195, loss: 1.2195 +2023-12-29 20:12:07,200 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 20:17:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 1.2131, loss: 1.2131 +2023-12-29 20:12:29,517 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 20:17:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9550, loss_cls: 1.1837, loss: 1.1837 +2023-12-29 20:12:51,920 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 20:16:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 1.1273, loss: 1.1273 +2023-12-29 20:13:14,547 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 20:16:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 1.2914, loss: 1.2914 +2023-12-29 20:13:37,044 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 20:15:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 1.2842, loss: 1.2842 +2023-12-29 20:13:59,418 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 20:15:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9519, loss_cls: 1.2468, loss: 1.2468 +2023-12-29 20:14:21,725 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 20:15:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9413, loss_cls: 1.3597, loss: 1.3597 +2023-12-29 20:14:44,009 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 20:14:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 1.1569, loss: 1.1569 +2023-12-29 20:15:06,293 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 20:14:19, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 1.2230, loss: 1.2230 +2023-12-29 20:15:28,628 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 20:13:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9463, loss_cls: 1.2914, loss: 1.2914 +2023-12-29 20:15:50,968 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 20:13:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 1.2124, loss: 1.2124 +2023-12-29 20:16:13,369 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 20:13:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9431, loss_cls: 1.3125, loss: 1.3125 +2023-12-29 20:16:35,749 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 20:12:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 1.2545, loss: 1.2545 +2023-12-29 20:16:58,073 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 20:12:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9494, loss_cls: 1.2915, loss: 1.2915 +2023-12-29 20:17:20,347 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 20:11:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 1.2241, loss: 1.2241 +2023-12-29 20:17:42,642 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 20:11:34, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 1.2771, loss: 1.2771 +2023-12-29 20:18:04,937 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 20:11:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9569, loss_cls: 1.3251, loss: 1.3251 +2023-12-29 20:18:27,257 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 20:10:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 1.3120, loss: 1.3120 +2023-12-29 20:18:49,597 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 20:10:23, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 1.2222, loss: 1.2222 +2023-12-29 20:19:12,028 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 20:09:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9450, loss_cls: 1.3248, loss: 1.3248 +2023-12-29 20:19:34,359 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 20:09:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 1.2521, loss: 1.2521 +2023-12-29 20:19:56,683 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 20:09:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 1.2836, loss: 1.2836 +2023-12-29 20:20:19,246 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 20:08:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 1.2187, loss: 1.2187 +2023-12-29 20:20:41,705 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 20:08:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9450, loss_cls: 1.2822, loss: 1.2822 +2023-12-29 20:21:04,111 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 20:08:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9487, loss_cls: 1.3065, loss: 1.3065 +2023-12-29 20:21:26,589 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 20:07:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 1.2592, loss: 1.2592 +2023-12-29 20:21:48,986 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 20:07:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9413, loss_cls: 1.3806, loss: 1.3806 +2023-12-29 20:22:11,330 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 20:06:51, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 1.3077, loss: 1.3077 +2023-12-29 20:22:33,675 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 20:06:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 1.2669, loss: 1.2669 +2023-12-29 20:22:55,997 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 20:06:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 1.2661, loss: 1.2661 +2023-12-29 20:23:18,361 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 20:05:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 1.2434, loss: 1.2434 +2023-12-29 20:23:40,686 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 20:05:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9419, loss_cls: 1.3524, loss: 1.3524 +2023-12-29 20:24:02,918 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 20:04:53, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 1.1654, loss: 1.1654 +2023-12-29 20:24:25,291 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 20:04:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9675, loss_cls: 1.2268, loss: 1.2268 +2023-12-29 20:24:34,593 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-29 20:28:08,562 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 20:28:09,038 - pyskl - INFO - +top1_acc 0.6986 +top5_acc 0.9315 +2023-12-29 20:28:09,060 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.6986, top5_acc: 0.9315 +2023-12-29 20:28:52,757 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 20:04:11, time: 0.437, data_time: 0.214, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 1.1901, loss: 1.1901 +2023-12-29 20:29:15,144 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 20:03:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 1.0816, loss: 1.0816 +2023-12-29 20:29:37,433 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 20:03:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 1.1394, loss: 1.1394 +2023-12-29 20:29:59,727 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 20:03:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9550, loss_cls: 1.2189, loss: 1.2189 +2023-12-29 20:30:22,041 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 20:02:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 1.1554, loss: 1.1554 +2023-12-29 20:30:44,402 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 20:02:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 1.1752, loss: 1.1752 +2023-12-29 20:31:06,753 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 20:01:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9563, loss_cls: 1.2381, loss: 1.2381 +2023-12-29 20:31:29,021 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 20:01:25, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 1.2286, loss: 1.2286 +2023-12-29 20:31:51,294 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 20:01:02, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 1.1755, loss: 1.1755 +2023-12-29 20:32:13,686 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 20:00:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 1.2619, loss: 1.2619 +2023-12-29 20:32:36,018 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 20:00:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 1.2453, loss: 1.2453 +2023-12-29 20:32:58,374 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 19:59:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 1.2317, loss: 1.2317 +2023-12-29 20:33:20,736 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 19:59:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9550, loss_cls: 1.1757, loss: 1.1757 +2023-12-29 20:33:43,072 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 19:59:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 1.3047, loss: 1.3047 +2023-12-29 20:34:05,388 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 19:58:40, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 1.2757, loss: 1.2757 +2023-12-29 20:34:27,796 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 19:58:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 1.2540, loss: 1.2540 +2023-12-29 20:34:50,249 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 19:57:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 1.1997, loss: 1.1997 +2023-12-29 20:35:12,711 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 19:57:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9463, loss_cls: 1.3126, loss: 1.3126 +2023-12-29 20:35:35,042 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 19:57:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 1.3041, loss: 1.3041 +2023-12-29 20:35:57,326 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 19:56:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 1.2121, loss: 1.2121 +2023-12-29 20:36:19,781 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 19:56:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 1.2617, loss: 1.2617 +2023-12-29 20:36:42,154 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 19:55:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9500, loss_cls: 1.2634, loss: 1.2634 +2023-12-29 20:37:04,576 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 19:55:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 1.2695, loss: 1.2695 +2023-12-29 20:37:27,034 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 19:55:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9544, loss_cls: 1.2895, loss: 1.2895 +2023-12-29 20:37:49,351 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 19:54:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 1.2258, loss: 1.2258 +2023-12-29 20:38:11,646 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 19:54:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 1.2931, loss: 1.2931 +2023-12-29 20:38:33,947 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 19:53:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 1.2836, loss: 1.2836 +2023-12-29 20:38:56,239 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 19:53:34, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 1.2243, loss: 1.2243 +2023-12-29 20:39:18,583 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 19:53:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 1.3052, loss: 1.3052 +2023-12-29 20:39:40,919 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 19:52:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 1.2904, loss: 1.2904 +2023-12-29 20:40:03,288 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 19:52:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 1.2517, loss: 1.2517 +2023-12-29 20:40:25,659 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 19:52:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 1.3507, loss: 1.3507 +2023-12-29 20:40:47,976 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 19:51:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 1.3058, loss: 1.3058 +2023-12-29 20:41:10,292 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 19:51:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 1.2975, loss: 1.2975 +2023-12-29 20:41:32,561 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 19:50:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 1.2247, loss: 1.2247 +2023-12-29 20:41:54,852 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 19:50:25, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9450, loss_cls: 1.3549, loss: 1.3549 +2023-12-29 20:42:17,121 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 19:50:02, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 1.2716, loss: 1.2716 +2023-12-29 20:42:39,363 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 19:49:38, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 1.2773, loss: 1.2773 +2023-12-29 20:43:01,738 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 19:49:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 1.2666, loss: 1.2666 +2023-12-29 20:43:11,157 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-29 20:46:44,809 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 20:46:45,382 - pyskl - INFO - +top1_acc 0.7157 +top5_acc 0.9309 +2023-12-29 20:46:45,388 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_61.pth was removed +2023-12-29 20:46:45,528 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2023-12-29 20:46:45,530 - pyskl - INFO - Best top1_acc is 0.7157 at 71 epoch. +2023-12-29 20:46:45,552 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7157, top5_acc: 0.9309 +2023-12-29 20:47:29,032 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 19:48:55, time: 0.435, data_time: 0.212, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9644, loss_cls: 1.2566, loss: 1.2566 +2023-12-29 20:47:51,238 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 19:48:31, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 1.1809, loss: 1.1809 +2023-12-29 20:48:13,475 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 19:48:08, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 1.0999, loss: 1.0999 +2023-12-29 20:48:35,704 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 19:47:44, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 1.1367, loss: 1.1367 +2023-12-29 20:48:58,102 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 19:47:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 1.1903, loss: 1.1903 +2023-12-29 20:49:20,388 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 19:46:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 1.1980, loss: 1.1980 +2023-12-29 20:49:42,717 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 19:46:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 1.1572, loss: 1.1572 +2023-12-29 20:50:05,219 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 19:46:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 1.2426, loss: 1.2426 +2023-12-29 20:50:27,642 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 19:45:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 1.2298, loss: 1.2298 +2023-12-29 20:50:50,088 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 19:45:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 1.2188, loss: 1.2188 +2023-12-29 20:51:12,537 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 19:44:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 1.2157, loss: 1.2157 +2023-12-29 20:51:34,854 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 19:44:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 1.2328, loss: 1.2328 +2023-12-29 20:51:57,141 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 19:44:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 1.1032, loss: 1.1032 +2023-12-29 20:52:19,424 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 19:43:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.1322, loss: 1.1322 +2023-12-29 20:52:41,737 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 19:43:25, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9463, loss_cls: 1.2538, loss: 1.2538 +2023-12-29 20:53:04,074 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 19:43:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 1.2156, loss: 1.2156 +2023-12-29 20:53:26,471 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 19:42:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9481, loss_cls: 1.3256, loss: 1.3256 +2023-12-29 20:53:48,816 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 19:42:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 1.3157, loss: 1.3157 +2023-12-29 20:54:11,172 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 19:41:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 1.1515, loss: 1.1515 +2023-12-29 20:54:33,482 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 19:41:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 1.2115, loss: 1.2115 +2023-12-29 20:54:55,734 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 19:41:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 1.2400, loss: 1.2400 +2023-12-29 20:55:18,008 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 19:40:40, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 1.2529, loss: 1.2529 +2023-12-29 20:55:40,264 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 19:40:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 1.3048, loss: 1.3048 +2023-12-29 20:56:02,518 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 19:39:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 1.2355, loss: 1.2355 +2023-12-29 20:56:24,789 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 19:39:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9525, loss_cls: 1.3062, loss: 1.3062 +2023-12-29 20:56:47,102 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 19:39:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 1.2191, loss: 1.2191 +2023-12-29 20:57:09,411 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 19:38:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 1.2575, loss: 1.2575 +2023-12-29 20:57:31,692 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 19:38:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9519, loss_cls: 1.2480, loss: 1.2480 +2023-12-29 20:57:54,008 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 19:37:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 1.2362, loss: 1.2362 +2023-12-29 20:58:16,301 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 19:37:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 1.2148, loss: 1.2148 +2023-12-29 20:58:38,563 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 19:37:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 1.2913, loss: 1.2913 +2023-12-29 20:59:00,818 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 19:36:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9519, loss_cls: 1.2444, loss: 1.2444 +2023-12-29 20:59:23,079 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 19:36:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9506, loss_cls: 1.3090, loss: 1.3090 +2023-12-29 20:59:45,343 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 19:35:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 1.3120, loss: 1.3120 +2023-12-29 21:00:07,732 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 19:35:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 1.2582, loss: 1.2582 +2023-12-29 21:00:30,013 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 19:35:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 1.2499, loss: 1.2499 +2023-12-29 21:00:52,325 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 19:34:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 1.2585, loss: 1.2585 +2023-12-29 21:01:14,602 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 19:34:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9587, loss_cls: 1.3402, loss: 1.3402 +2023-12-29 21:01:36,886 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 19:33:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 1.2272, loss: 1.2272 +2023-12-29 21:01:46,197 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-29 21:05:19,623 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 21:05:20,165 - pyskl - INFO - +top1_acc 0.6884 +top5_acc 0.9180 +2023-12-29 21:05:20,187 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.6884, top5_acc: 0.9180 +2023-12-29 21:06:04,548 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 19:33:40, time: 0.444, data_time: 0.221, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 1.1584, loss: 1.1584 +2023-12-29 21:06:26,871 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 19:33:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 1.1052, loss: 1.1052 +2023-12-29 21:06:49,242 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 19:32:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 1.0807, loss: 1.0807 +2023-12-29 21:07:11,571 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 19:32:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.2632, loss: 1.2632 +2023-12-29 21:07:33,847 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 19:32:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 1.1783, loss: 1.1783 +2023-12-29 21:07:56,110 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 19:31:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 1.3266, loss: 1.3266 +2023-12-29 21:08:18,380 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 19:31:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9550, loss_cls: 1.1762, loss: 1.1762 +2023-12-29 21:08:40,623 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 19:30:55, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 1.1195, loss: 1.1195 +2023-12-29 21:09:03,008 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 19:30:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 1.2117, loss: 1.2117 +2023-12-29 21:09:25,445 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 19:30:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 1.1803, loss: 1.1803 +2023-12-29 21:09:47,827 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 19:29:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 1.2428, loss: 1.2428 +2023-12-29 21:10:10,142 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 19:29:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 1.1840, loss: 1.1840 +2023-12-29 21:10:32,432 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 19:28:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 1.1616, loss: 1.1616 +2023-12-29 21:10:54,756 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 19:28:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 1.2453, loss: 1.2453 +2023-12-29 21:11:17,067 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 19:28:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 1.2727, loss: 1.2727 +2023-12-29 21:11:39,377 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 19:27:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 1.2786, loss: 1.2786 +2023-12-29 21:12:01,625 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 19:27:23, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 1.3115, loss: 1.3115 +2023-12-29 21:12:23,868 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 19:26:59, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 1.1516, loss: 1.1516 +2023-12-29 21:12:46,179 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 19:26:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9550, loss_cls: 1.1810, loss: 1.1810 +2023-12-29 21:13:08,432 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 19:26:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 1.2498, loss: 1.2498 +2023-12-29 21:13:30,671 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 19:25:48, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 1.2820, loss: 1.2820 +2023-12-29 21:13:52,916 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 19:25:25, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9631, loss_cls: 1.3016, loss: 1.3016 +2023-12-29 21:14:15,165 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 19:25:01, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9575, loss_cls: 1.1975, loss: 1.1975 +2023-12-29 21:14:37,465 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 19:24:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 1.2194, loss: 1.2194 +2023-12-29 21:14:59,764 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 19:24:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 1.2264, loss: 1.2264 +2023-12-29 21:15:22,034 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 19:23:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 1.2826, loss: 1.2826 +2023-12-29 21:15:44,284 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 19:23:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 1.2746, loss: 1.2746 +2023-12-29 21:16:06,568 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 19:23:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 1.2358, loss: 1.2358 +2023-12-29 21:16:28,868 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 19:22:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 1.2047, loss: 1.2047 +2023-12-29 21:16:51,253 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 19:22:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 1.2562, loss: 1.2562 +2023-12-29 21:17:13,636 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 19:21:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 1.2124, loss: 1.2124 +2023-12-29 21:17:36,033 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 19:21:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9525, loss_cls: 1.2328, loss: 1.2328 +2023-12-29 21:17:58,365 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 19:21:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 1.2935, loss: 1.2935 +2023-12-29 21:18:20,681 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 19:20:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 1.2313, loss: 1.2313 +2023-12-29 21:18:43,033 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 19:20:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 1.2607, loss: 1.2607 +2023-12-29 21:19:05,374 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 19:19:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 1.2711, loss: 1.2711 +2023-12-29 21:19:27,692 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 19:19:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 1.1691, loss: 1.1691 +2023-12-29 21:19:50,091 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 19:19:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9544, loss_cls: 1.2479, loss: 1.2479 +2023-12-29 21:20:12,630 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 19:18:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 1.1780, loss: 1.1780 +2023-12-29 21:20:22,063 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-29 21:23:56,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 21:23:57,458 - pyskl - INFO - +top1_acc 0.7215 +top5_acc 0.9335 +2023-12-29 21:23:57,462 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_71.pth was removed +2023-12-29 21:23:57,599 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2023-12-29 21:23:57,601 - pyskl - INFO - Best top1_acc is 0.7215 at 73 epoch. +2023-12-29 21:23:57,623 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7215, top5_acc: 0.9335 +2023-12-29 21:24:40,303 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 19:18:24, time: 0.427, data_time: 0.204, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 1.1353, loss: 1.1353 +2023-12-29 21:25:02,696 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 19:18:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 1.2011, loss: 1.2011 +2023-12-29 21:25:25,109 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 19:17:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.2352, loss: 1.2352 +2023-12-29 21:25:47,463 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 19:17:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 1.1247, loss: 1.1247 +2023-12-29 21:26:09,769 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 19:16:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 1.1809, loss: 1.1809 +2023-12-29 21:26:32,145 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 19:16:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 1.1475, loss: 1.1475 +2023-12-29 21:26:54,557 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 19:16:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9531, loss_cls: 1.1658, loss: 1.1658 +2023-12-29 21:27:16,957 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 19:15:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 1.1416, loss: 1.1416 +2023-12-29 21:27:39,348 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 19:15:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 1.1694, loss: 1.1694 +2023-12-29 21:28:01,780 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 19:14:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 1.2776, loss: 1.2776 +2023-12-29 21:28:24,054 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 19:14:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 1.1639, loss: 1.1639 +2023-12-29 21:28:46,354 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 19:14:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 1.2169, loss: 1.2169 +2023-12-29 21:29:08,644 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 19:13:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 1.2297, loss: 1.2297 +2023-12-29 21:29:30,935 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 19:13:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 1.2826, loss: 1.2826 +2023-12-29 21:29:53,256 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 19:12:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 1.2796, loss: 1.2796 +2023-12-29 21:30:15,541 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 19:12:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 1.2103, loss: 1.2103 +2023-12-29 21:30:37,819 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 19:12:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 1.1701, loss: 1.1701 +2023-12-29 21:31:00,093 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 19:11:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 1.1150, loss: 1.1150 +2023-12-29 21:31:22,364 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 19:11:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9487, loss_cls: 1.3255, loss: 1.3255 +2023-12-29 21:31:44,612 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 19:10:57, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 1.3051, loss: 1.3051 +2023-12-29 21:32:06,828 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 19:10:33, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9563, loss_cls: 1.1572, loss: 1.1572 +2023-12-29 21:32:29,039 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 19:10:09, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 1.1672, loss: 1.1672 +2023-12-29 21:32:51,273 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 19:09:46, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 1.3414, loss: 1.3414 +2023-12-29 21:33:13,503 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 19:09:22, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9500, loss_cls: 1.1863, loss: 1.1863 +2023-12-29 21:33:35,767 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 19:08:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 1.2363, loss: 1.2363 +2023-12-29 21:33:58,017 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 19:08:35, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9556, loss_cls: 1.1886, loss: 1.1886 +2023-12-29 21:34:20,274 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 19:08:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 1.1222, loss: 1.1222 +2023-12-29 21:34:42,517 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 19:07:48, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 1.2637, loss: 1.2637 +2023-12-29 21:35:04,844 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 19:07:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 1.2805, loss: 1.2805 +2023-12-29 21:35:27,185 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 19:07:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 1.2620, loss: 1.2620 +2023-12-29 21:35:49,488 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 19:06:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 1.2113, loss: 1.2113 +2023-12-29 21:36:11,821 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 19:06:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 1.1862, loss: 1.1862 +2023-12-29 21:36:34,106 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 19:05:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 1.2312, loss: 1.2312 +2023-12-29 21:36:56,389 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 19:05:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 1.2993, loss: 1.2993 +2023-12-29 21:37:18,672 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 19:05:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9513, loss_cls: 1.2695, loss: 1.2695 +2023-12-29 21:37:40,927 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 19:04:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.2076, loss: 1.2076 +2023-12-29 21:38:03,218 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 19:04:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 1.1932, loss: 1.1932 +2023-12-29 21:38:25,490 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 19:03:52, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 1.2712, loss: 1.2712 +2023-12-29 21:38:47,755 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 19:03:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9525, loss_cls: 1.2182, loss: 1.2182 +2023-12-29 21:38:57,032 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-29 21:42:29,858 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 21:42:30,334 - pyskl - INFO - +top1_acc 0.7185 +top5_acc 0.9350 +2023-12-29 21:42:30,357 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7185, top5_acc: 0.9350 +2023-12-29 21:43:13,225 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 19:03:08, time: 0.429, data_time: 0.207, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 1.2347, loss: 1.2347 +2023-12-29 21:43:35,374 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 19:02:44, time: 0.221, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 1.1647, loss: 1.1647 +2023-12-29 21:43:57,555 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 19:02:20, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9569, loss_cls: 1.1677, loss: 1.1677 +2023-12-29 21:44:19,791 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 19:01:57, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 1.1768, loss: 1.1768 +2023-12-29 21:44:42,011 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 19:01:33, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 1.1988, loss: 1.1988 +2023-12-29 21:45:04,225 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 19:01:09, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9669, loss_cls: 1.0488, loss: 1.0488 +2023-12-29 21:45:26,434 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 19:00:46, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 1.1623, loss: 1.1623 +2023-12-29 21:45:48,640 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 19:00:22, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 1.1863, loss: 1.1863 +2023-12-29 21:46:10,887 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 18:59:59, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9569, loss_cls: 1.1568, loss: 1.1568 +2023-12-29 21:46:33,144 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 18:59:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9550, loss_cls: 1.2321, loss: 1.2321 +2023-12-29 21:46:55,437 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 18:59:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 1.1195, loss: 1.1195 +2023-12-29 21:47:17,705 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 18:58:48, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9700, loss_cls: 1.1616, loss: 1.1616 +2023-12-29 21:47:39,972 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 18:58:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 1.1990, loss: 1.1990 +2023-12-29 21:48:02,281 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 18:58:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 1.1543, loss: 1.1543 +2023-12-29 21:48:24,561 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 18:57:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 1.2538, loss: 1.2538 +2023-12-29 21:48:46,810 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 18:57:14, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 1.1978, loss: 1.1978 +2023-12-29 21:49:09,090 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 18:56:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 1.2457, loss: 1.2457 +2023-12-29 21:49:31,341 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 18:56:27, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 1.1956, loss: 1.1956 +2023-12-29 21:49:53,606 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 18:56:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 1.3318, loss: 1.3318 +2023-12-29 21:50:15,845 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 18:55:39, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 1.1994, loss: 1.1994 +2023-12-29 21:50:38,092 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 18:55:16, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 1.2134, loss: 1.2134 +2023-12-29 21:51:00,370 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 18:54:52, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 1.1754, loss: 1.1754 +2023-12-29 21:51:22,593 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 18:54:29, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 1.3222, loss: 1.3222 +2023-12-29 21:51:44,818 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 18:54:05, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 1.2521, loss: 1.2521 +2023-12-29 21:52:07,067 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 18:53:42, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9450, loss_cls: 1.2665, loss: 1.2665 +2023-12-29 21:52:29,310 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 18:53:18, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9506, loss_cls: 1.2198, loss: 1.2198 +2023-12-29 21:52:51,572 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 18:52:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 1.1897, loss: 1.1897 +2023-12-29 21:53:13,850 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 18:52:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 1.2313, loss: 1.2313 +2023-12-29 21:53:36,108 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 18:52:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 1.1984, loss: 1.1984 +2023-12-29 21:53:58,381 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 18:51:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 1.2166, loss: 1.2166 +2023-12-29 21:54:20,675 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 18:51:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 1.2411, loss: 1.2411 +2023-12-29 21:54:43,142 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 18:50:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 1.2662, loss: 1.2662 +2023-12-29 21:55:05,463 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 18:50:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 1.1698, loss: 1.1698 +2023-12-29 21:55:27,775 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 18:50:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9500, loss_cls: 1.2557, loss: 1.2557 +2023-12-29 21:55:50,045 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 18:49:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9569, loss_cls: 1.1650, loss: 1.1650 +2023-12-29 21:56:12,292 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 18:49:23, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 1.1687, loss: 1.1687 +2023-12-29 21:56:34,545 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 18:48:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9475, loss_cls: 1.2514, loss: 1.2514 +2023-12-29 21:56:56,808 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 18:48:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 1.1958, loss: 1.1958 +2023-12-29 21:57:19,042 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 18:48:12, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 1.1589, loss: 1.1589 +2023-12-29 21:57:28,304 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-29 22:01:01,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 22:01:02,101 - pyskl - INFO - +top1_acc 0.7180 +top5_acc 0.9339 +2023-12-29 22:01:02,125 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7180, top5_acc: 0.9339 +2023-12-29 22:01:46,198 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 18:47:52, time: 0.441, data_time: 0.218, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 1.2095, loss: 1.2095 +2023-12-29 22:02:08,503 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 18:47:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 1.1621, loss: 1.1621 +2023-12-29 22:02:30,856 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 18:47:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 1.1689, loss: 1.1689 +2023-12-29 22:02:53,303 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 18:46:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 1.2341, loss: 1.2341 +2023-12-29 22:03:15,810 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 18:46:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 1.1604, loss: 1.1604 +2023-12-29 22:03:38,267 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 18:45:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 1.1875, loss: 1.1875 +2023-12-29 22:04:00,677 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 18:45:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9500, loss_cls: 1.2118, loss: 1.2118 +2023-12-29 22:04:23,035 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 18:45:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 1.1809, loss: 1.1809 +2023-12-29 22:04:45,331 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 18:44:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 1.2211, loss: 1.2211 +2023-12-29 22:05:07,625 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 18:44:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9525, loss_cls: 1.2204, loss: 1.2204 +2023-12-29 22:05:29,902 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 18:43:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 1.1884, loss: 1.1884 +2023-12-29 22:05:52,203 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 18:43:34, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 1.1979, loss: 1.1979 +2023-12-29 22:06:14,496 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 18:43:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9619, loss_cls: 1.1010, loss: 1.1010 +2023-12-29 22:06:36,795 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 18:42:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 1.2314, loss: 1.2314 +2023-12-29 22:06:59,084 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 18:42:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 1.2141, loss: 1.2141 +2023-12-29 22:07:21,399 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 18:42:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 1.2646, loss: 1.2646 +2023-12-29 22:07:43,699 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 18:41:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9513, loss_cls: 1.2414, loss: 1.2414 +2023-12-29 22:08:06,015 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 18:41:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9544, loss_cls: 1.1413, loss: 1.1413 +2023-12-29 22:08:28,306 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 18:40:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 1.2068, loss: 1.2068 +2023-12-29 22:08:50,575 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 18:40:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 1.2918, loss: 1.2918 +2023-12-29 22:09:12,896 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 18:40:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 1.1645, loss: 1.1645 +2023-12-29 22:09:35,383 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 18:39:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 1.1682, loss: 1.1682 +2023-12-29 22:09:57,873 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 18:39:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9575, loss_cls: 1.1504, loss: 1.1504 +2023-12-29 22:10:20,325 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 18:38:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 1.2520, loss: 1.2520 +2023-12-29 22:10:42,658 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 18:38:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 1.1569, loss: 1.1569 +2023-12-29 22:11:04,979 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 18:38:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 1.2308, loss: 1.2308 +2023-12-29 22:11:27,298 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 18:37:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 1.2565, loss: 1.2565 +2023-12-29 22:11:49,673 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 18:37:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9550, loss_cls: 1.2069, loss: 1.2069 +2023-12-29 22:12:12,000 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 18:36:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 1.1742, loss: 1.1742 +2023-12-29 22:12:34,376 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 18:36:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 1.1115, loss: 1.1115 +2023-12-29 22:12:56,715 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 18:36:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9575, loss_cls: 1.1549, loss: 1.1549 +2023-12-29 22:13:19,072 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 18:35:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 1.1904, loss: 1.1904 +2023-12-29 22:13:41,355 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 18:35:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9581, loss_cls: 1.2003, loss: 1.2003 +2023-12-29 22:14:03,644 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 18:34:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 1.1429, loss: 1.1429 +2023-12-29 22:14:25,940 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 18:34:34, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9525, loss_cls: 1.2018, loss: 1.2018 +2023-12-29 22:14:48,365 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 18:34:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9513, loss_cls: 1.2698, loss: 1.2698 +2023-12-29 22:15:10,790 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 18:33:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 1.2711, loss: 1.2711 +2023-12-29 22:15:33,118 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 18:33:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 1.1708, loss: 1.1708 +2023-12-29 22:15:55,425 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 18:33:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 1.1706, loss: 1.1706 +2023-12-29 22:16:04,761 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-29 22:19:39,179 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 22:19:39,837 - pyskl - INFO - +top1_acc 0.6819 +top5_acc 0.9156 +2023-12-29 22:19:39,862 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.6819, top5_acc: 0.9156 +2023-12-29 22:20:23,876 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 18:32:40, time: 0.440, data_time: 0.217, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 1.0583, loss: 1.0583 +2023-12-29 22:20:46,197 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 18:32:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 1.1676, loss: 1.1676 +2023-12-29 22:21:08,632 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 18:31:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9587, loss_cls: 1.1292, loss: 1.1292 +2023-12-29 22:21:30,927 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 18:31:30, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 1.0393, loss: 1.0393 +2023-12-29 22:21:53,217 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 18:31:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 1.0995, loss: 1.0995 +2023-12-29 22:22:15,527 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 18:30:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 1.2415, loss: 1.2415 +2023-12-29 22:22:37,840 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 18:30:19, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9581, loss_cls: 1.1367, loss: 1.1367 +2023-12-29 22:23:00,152 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 18:29:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 1.1853, loss: 1.1853 +2023-12-29 22:23:22,489 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 18:29:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 1.1584, loss: 1.1584 +2023-12-29 22:23:44,807 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 18:29:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 1.1086, loss: 1.1086 +2023-12-29 22:24:07,149 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 18:28:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 1.1772, loss: 1.1772 +2023-12-29 22:24:29,515 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 18:28:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 1.1702, loss: 1.1702 +2023-12-29 22:24:51,866 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 18:27:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9425, loss_cls: 1.2603, loss: 1.2603 +2023-12-29 22:25:14,240 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 18:27:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 1.2272, loss: 1.2272 +2023-12-29 22:25:36,670 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 18:27:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 1.1036, loss: 1.1036 +2023-12-29 22:25:59,094 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 18:26:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 1.1660, loss: 1.1660 +2023-12-29 22:26:21,478 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 18:26:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 1.1843, loss: 1.1843 +2023-12-29 22:26:43,852 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 18:26:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 1.1969, loss: 1.1969 +2023-12-29 22:27:06,227 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 18:25:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 1.1989, loss: 1.1989 +2023-12-29 22:27:28,682 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 18:25:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9506, loss_cls: 1.2376, loss: 1.2376 +2023-12-29 22:27:51,084 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 18:24:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 1.1277, loss: 1.1277 +2023-12-29 22:28:13,427 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 18:24:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9544, loss_cls: 1.1868, loss: 1.1868 +2023-12-29 22:28:35,797 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 18:24:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 1.2402, loss: 1.2402 +2023-12-29 22:28:58,149 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 18:23:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9581, loss_cls: 1.1330, loss: 1.1330 +2023-12-29 22:29:20,724 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 18:23:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 1.1472, loss: 1.1472 +2023-12-29 22:29:43,181 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 18:22:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 1.1978, loss: 1.1978 +2023-12-29 22:30:05,668 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 18:22:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 1.1195, loss: 1.1195 +2023-12-29 22:30:28,120 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 18:22:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 1.2023, loss: 1.2023 +2023-12-29 22:30:50,533 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 18:21:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 1.1736, loss: 1.1736 +2023-12-29 22:31:12,915 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 18:21:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 1.1048, loss: 1.1048 +2023-12-29 22:31:35,279 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 18:20:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 1.1703, loss: 1.1703 +2023-12-29 22:31:57,649 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 18:20:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 1.2848, loss: 1.2848 +2023-12-29 22:32:20,064 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 18:20:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 1.2397, loss: 1.2397 +2023-12-29 22:32:42,607 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 18:19:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9519, loss_cls: 1.2317, loss: 1.2317 +2023-12-29 22:33:05,107 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 18:19:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 1.1770, loss: 1.1770 +2023-12-29 22:33:27,599 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 18:19:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9475, loss_cls: 1.3095, loss: 1.3095 +2023-12-29 22:33:50,052 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 18:18:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 1.1851, loss: 1.1851 +2023-12-29 22:34:12,622 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 18:18:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 1.1655, loss: 1.1655 +2023-12-29 22:34:35,067 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 18:17:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 1.1114, loss: 1.1114 +2023-12-29 22:34:44,472 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-29 22:38:19,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 22:38:20,318 - pyskl - INFO - +top1_acc 0.6898 +top5_acc 0.9236 +2023-12-29 22:38:20,341 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.6898, top5_acc: 0.9236 +2023-12-29 22:39:04,442 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 18:17:31, time: 0.441, data_time: 0.217, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 1.1890, loss: 1.1890 +2023-12-29 22:39:26,880 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 18:17:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9606, loss_cls: 1.1061, loss: 1.1061 +2023-12-29 22:39:49,168 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 18:16:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9650, loss_cls: 1.0399, loss: 1.0399 +2023-12-29 22:40:11,583 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 18:16:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 1.1256, loss: 1.1256 +2023-12-29 22:40:33,962 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 18:15:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9519, loss_cls: 1.1684, loss: 1.1684 +2023-12-29 22:40:56,286 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 18:15:34, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 1.1497, loss: 1.1497 +2023-12-29 22:41:18,624 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 18:15:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 1.0824, loss: 1.0824 +2023-12-29 22:41:40,920 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 18:14:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 1.1456, loss: 1.1456 +2023-12-29 22:42:03,275 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 18:14:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 1.1502, loss: 1.1502 +2023-12-29 22:42:25,633 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 18:14:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 1.1454, loss: 1.1454 +2023-12-29 22:42:47,978 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 18:13:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 1.1680, loss: 1.1680 +2023-12-29 22:43:10,356 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 18:13:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9587, loss_cls: 1.1140, loss: 1.1140 +2023-12-29 22:43:32,783 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 18:12:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 1.1629, loss: 1.1629 +2023-12-29 22:43:55,165 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 18:12:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9544, loss_cls: 1.1946, loss: 1.1946 +2023-12-29 22:44:17,489 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 18:12:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9550, loss_cls: 1.1403, loss: 1.1403 +2023-12-29 22:44:39,841 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 18:11:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 1.2033, loss: 1.2033 +2023-12-29 22:45:02,199 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 18:11:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 1.1270, loss: 1.1270 +2023-12-29 22:45:24,544 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 18:10:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 1.0928, loss: 1.0928 +2023-12-29 22:45:46,895 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 18:10:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9556, loss_cls: 1.1381, loss: 1.1381 +2023-12-29 22:46:09,258 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 18:10:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 1.2288, loss: 1.2288 +2023-12-29 22:46:31,596 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 18:09:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 1.2099, loss: 1.2099 +2023-12-29 22:46:53,937 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 18:09:19, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 1.1521, loss: 1.1521 +2023-12-29 22:47:16,262 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 18:08:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 1.2867, loss: 1.2867 +2023-12-29 22:47:38,605 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 18:08:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 1.2552, loss: 1.2552 +2023-12-29 22:48:00,959 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 18:08:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 1.1721, loss: 1.1721 +2023-12-29 22:48:23,544 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 18:07:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 1.2045, loss: 1.2045 +2023-12-29 22:48:45,921 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 18:07:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 1.2240, loss: 1.2240 +2023-12-29 22:49:08,312 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 18:06:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 1.1101, loss: 1.1101 +2023-12-29 22:49:30,684 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 18:06:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 1.0812, loss: 1.0812 +2023-12-29 22:49:53,056 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 18:06:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 1.1958, loss: 1.1958 +2023-12-29 22:50:15,419 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 18:05:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 1.3099, loss: 1.3099 +2023-12-29 22:50:37,769 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 18:05:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 1.2074, loss: 1.2074 +2023-12-29 22:51:00,248 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 18:05:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 1.1575, loss: 1.1575 +2023-12-29 22:51:22,892 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 18:04:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9519, loss_cls: 1.2425, loss: 1.2425 +2023-12-29 22:51:45,347 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 18:04:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 1.2486, loss: 1.2486 +2023-12-29 22:52:07,842 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 18:03:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 1.2614, loss: 1.2614 +2023-12-29 22:52:30,265 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 18:03:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9556, loss_cls: 1.1792, loss: 1.1792 +2023-12-29 22:52:52,552 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 18:03:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9600, loss_cls: 1.1466, loss: 1.1466 +2023-12-29 22:53:14,836 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 18:02:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 1.1272, loss: 1.1272 +2023-12-29 22:53:24,149 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-29 22:56:58,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 22:56:58,982 - pyskl - INFO - +top1_acc 0.7256 +top5_acc 0.9407 +2023-12-29 22:56:58,986 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_73.pth was removed +2023-12-29 22:56:59,128 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2023-12-29 22:56:59,130 - pyskl - INFO - Best top1_acc is 0.7256 at 78 epoch. +2023-12-29 22:56:59,154 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7256, top5_acc: 0.9407 +2023-12-29 22:57:43,152 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 18:02:21, time: 0.440, data_time: 0.217, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 1.1489, loss: 1.1489 +2023-12-29 22:58:05,471 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 18:01:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 1.1591, loss: 1.1591 +2023-12-29 22:58:27,843 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 18:01:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 1.1041, loss: 1.1041 +2023-12-29 22:58:50,199 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 18:01:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 1.1245, loss: 1.1245 +2023-12-29 22:59:12,582 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 18:00:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 1.1329, loss: 1.1329 +2023-12-29 22:59:34,950 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 18:00:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 1.1253, loss: 1.1253 +2023-12-29 22:59:57,286 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 18:00:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 1.1488, loss: 1.1488 +2023-12-29 23:00:19,612 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 17:59:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9688, loss_cls: 1.1498, loss: 1.1498 +2023-12-29 23:00:41,951 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 17:59:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9506, loss_cls: 1.2416, loss: 1.2416 +2023-12-29 23:01:04,316 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 17:58:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 1.1057, loss: 1.1057 +2023-12-29 23:01:26,984 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 17:58:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 1.1504, loss: 1.1504 +2023-12-29 23:01:49,370 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 17:58:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 1.0619, loss: 1.0619 +2023-12-29 23:02:11,717 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 17:57:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 1.1371, loss: 1.1371 +2023-12-29 23:02:34,035 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 17:57:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 1.1741, loss: 1.1741 +2023-12-29 23:02:56,351 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 17:56:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 1.1492, loss: 1.1492 +2023-12-29 23:03:18,801 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 17:56:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 1.1984, loss: 1.1984 +2023-12-29 23:03:41,158 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 17:56:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.1648, loss: 1.1648 +2023-12-29 23:04:03,467 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 17:55:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9587, loss_cls: 1.1246, loss: 1.1246 +2023-12-29 23:04:25,786 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 17:55:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 1.2533, loss: 1.2533 +2023-12-29 23:04:48,134 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 17:54:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.1366, loss: 1.1366 +2023-12-29 23:05:10,450 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 17:54:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 1.2390, loss: 1.2390 +2023-12-29 23:05:32,787 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 17:54:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 1.2202, loss: 1.2202 +2023-12-29 23:05:55,168 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 17:53:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 1.1868, loss: 1.1868 +2023-12-29 23:06:17,562 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 17:53:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 1.2025, loss: 1.2025 +2023-12-29 23:06:39,916 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 17:53:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9506, loss_cls: 1.2834, loss: 1.2834 +2023-12-29 23:07:02,291 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 17:52:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 1.1542, loss: 1.1542 +2023-12-29 23:07:24,648 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 17:52:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 1.1288, loss: 1.1288 +2023-12-29 23:07:47,026 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 17:51:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 1.1415, loss: 1.1415 +2023-12-29 23:08:09,436 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 17:51:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 1.1185, loss: 1.1185 +2023-12-29 23:08:32,021 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 17:51:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9581, loss_cls: 1.1364, loss: 1.1364 +2023-12-29 23:08:54,440 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 17:50:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 1.1135, loss: 1.1135 +2023-12-29 23:09:16,829 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 17:50:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 1.1211, loss: 1.1211 +2023-12-29 23:09:39,192 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 17:49:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 1.1240, loss: 1.1240 +2023-12-29 23:10:01,610 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 17:49:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 1.2063, loss: 1.2063 +2023-12-29 23:10:23,933 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 17:49:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 1.1802, loss: 1.1802 +2023-12-29 23:10:46,239 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 17:48:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9569, loss_cls: 1.0797, loss: 1.0797 +2023-12-29 23:11:08,562 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 17:48:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 1.1732, loss: 1.1732 +2023-12-29 23:11:31,078 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 17:47:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 1.1881, loss: 1.1881 +2023-12-29 23:11:53,519 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 17:47:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9563, loss_cls: 1.1884, loss: 1.1884 +2023-12-29 23:12:02,931 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-29 23:15:37,079 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 23:15:37,665 - pyskl - INFO - +top1_acc 0.7374 +top5_acc 0.9453 +2023-12-29 23:15:37,670 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_78.pth was removed +2023-12-29 23:15:37,807 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2023-12-29 23:15:37,809 - pyskl - INFO - Best top1_acc is 0.7374 at 79 epoch. +2023-12-29 23:15:37,832 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7374, top5_acc: 0.9453 +2023-12-29 23:16:22,071 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 17:47:12, time: 0.442, data_time: 0.219, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 1.0764, loss: 1.0764 +2023-12-29 23:16:44,396 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 17:46:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 1.0631, loss: 1.0631 +2023-12-29 23:17:06,783 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 17:46:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9631, loss_cls: 1.0597, loss: 1.0597 +2023-12-29 23:17:29,159 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 17:46:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 1.0141, loss: 1.0141 +2023-12-29 23:17:51,635 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 17:45:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 1.0797, loss: 1.0797 +2023-12-29 23:18:14,179 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 17:45:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9631, loss_cls: 1.1013, loss: 1.1013 +2023-12-29 23:18:36,549 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 17:44:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9537, loss_cls: 1.2015, loss: 1.2015 +2023-12-29 23:18:58,975 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 17:44:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9581, loss_cls: 1.1378, loss: 1.1378 +2023-12-29 23:19:21,316 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 17:44:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.1638, loss: 1.1638 +2023-12-29 23:19:43,673 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 17:43:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 1.1624, loss: 1.1624 +2023-12-29 23:20:06,088 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 17:43:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 1.2059, loss: 1.2059 +2023-12-29 23:20:28,456 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 17:42:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 1.1563, loss: 1.1563 +2023-12-29 23:20:50,815 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 17:42:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 1.1179, loss: 1.1179 +2023-12-29 23:21:13,255 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 17:42:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 1.0779, loss: 1.0779 +2023-12-29 23:21:35,632 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 17:41:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9606, loss_cls: 1.0934, loss: 1.0934 +2023-12-29 23:21:57,959 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 17:41:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 1.1263, loss: 1.1263 +2023-12-29 23:22:20,292 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 17:40:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9644, loss_cls: 1.0389, loss: 1.0389 +2023-12-29 23:22:42,656 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 17:40:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 1.1191, loss: 1.1191 +2023-12-29 23:23:04,985 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 17:40:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 1.1692, loss: 1.1692 +2023-12-29 23:23:27,347 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 17:39:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 1.1424, loss: 1.1424 +2023-12-29 23:23:49,697 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 17:39:25, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 1.2101, loss: 1.2101 +2023-12-29 23:24:11,996 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 17:39:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9575, loss_cls: 1.0496, loss: 1.0496 +2023-12-29 23:24:34,300 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 17:38:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 1.1026, loss: 1.1026 +2023-12-29 23:24:56,590 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 17:38:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 1.1833, loss: 1.1833 +2023-12-29 23:25:18,857 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 17:37:51, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 1.1455, loss: 1.1455 +2023-12-29 23:25:41,578 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 17:37:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9600, loss_cls: 1.1488, loss: 1.1488 +2023-12-29 23:26:04,330 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 17:37:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 1.1233, loss: 1.1233 +2023-12-29 23:26:26,812 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 17:36:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 1.2068, loss: 1.2068 +2023-12-29 23:26:49,414 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 17:36:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 1.1290, loss: 1.1290 +2023-12-29 23:27:11,736 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 17:35:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 1.0410, loss: 1.0410 +2023-12-29 23:27:34,194 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 17:35:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 1.1725, loss: 1.1725 +2023-12-29 23:27:56,710 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 17:35:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 1.1012, loss: 1.1012 +2023-12-29 23:28:19,180 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 17:34:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 1.1632, loss: 1.1632 +2023-12-29 23:28:41,562 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 17:34:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9587, loss_cls: 1.0989, loss: 1.0989 +2023-12-29 23:29:03,932 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 17:33:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 1.1581, loss: 1.1581 +2023-12-29 23:29:26,262 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 17:33:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 1.1972, loss: 1.1972 +2023-12-29 23:29:48,561 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 17:33:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9519, loss_cls: 1.2355, loss: 1.2355 +2023-12-29 23:30:10,965 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 17:32:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 1.2137, loss: 1.2137 +2023-12-29 23:30:33,382 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 17:32:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 1.0922, loss: 1.0922 +2023-12-29 23:30:42,720 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-29 23:34:17,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 23:34:18,550 - pyskl - INFO - +top1_acc 0.6910 +top5_acc 0.9216 +2023-12-29 23:34:18,573 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.6910, top5_acc: 0.9216 +2023-12-29 23:35:02,314 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 17:32:04, time: 0.437, data_time: 0.214, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 1.1019, loss: 1.1019 +2023-12-29 23:35:24,615 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 17:31:40, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 1.0138, loss: 1.0138 +2023-12-29 23:35:46,934 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 17:31:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 1.0758, loss: 1.0758 +2023-12-29 23:36:09,377 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 17:30:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 1.1472, loss: 1.1472 +2023-12-29 23:36:31,857 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 17:30:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.9956, loss: 0.9956 +2023-12-29 23:36:54,245 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 17:30:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 1.0705, loss: 1.0705 +2023-12-29 23:37:16,582 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 17:29:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.1261, loss: 1.1261 +2023-12-29 23:37:38,923 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 17:29:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 1.0790, loss: 1.0790 +2023-12-29 23:38:01,257 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 17:28:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 1.1143, loss: 1.1143 +2023-12-29 23:38:23,620 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 17:28:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.0870, loss: 1.0870 +2023-12-29 23:38:45,957 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 17:28:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 1.1293, loss: 1.1293 +2023-12-29 23:39:08,489 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 17:27:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 1.1845, loss: 1.1845 +2023-12-29 23:39:31,161 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 17:27:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 1.1288, loss: 1.1288 +2023-12-29 23:39:53,615 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 17:27:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 1.1020, loss: 1.1020 +2023-12-29 23:40:15,949 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 17:26:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 1.1652, loss: 1.1652 +2023-12-29 23:40:38,295 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 17:26:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 1.0514, loss: 1.0514 +2023-12-29 23:41:00,691 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 17:25:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 1.1648, loss: 1.1648 +2023-12-29 23:41:23,100 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 17:25:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 1.0879, loss: 1.0879 +2023-12-29 23:41:45,486 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 17:25:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 1.1779, loss: 1.1779 +2023-12-29 23:42:07,871 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 17:24:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 1.2064, loss: 1.2064 +2023-12-29 23:42:30,238 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 17:24:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9537, loss_cls: 1.1626, loss: 1.1626 +2023-12-29 23:42:52,627 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 17:23:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 1.1707, loss: 1.1707 +2023-12-29 23:43:15,032 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 17:23:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9544, loss_cls: 1.1015, loss: 1.1015 +2023-12-29 23:43:37,406 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 17:23:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 1.1064, loss: 1.1064 +2023-12-29 23:43:59,772 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 17:22:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 1.1866, loss: 1.1866 +2023-12-29 23:44:22,134 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 17:22:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 1.1587, loss: 1.1587 +2023-12-29 23:44:44,487 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 17:21:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 1.1239, loss: 1.1239 +2023-12-29 23:45:06,847 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 17:21:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 1.1182, loss: 1.1182 +2023-12-29 23:45:29,203 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 17:21:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 1.1833, loss: 1.1833 +2023-12-29 23:45:51,672 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 17:20:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 1.1894, loss: 1.1894 +2023-12-29 23:46:14,062 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 17:20:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 1.0678, loss: 1.0678 +2023-12-29 23:46:36,480 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 17:20:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 1.1868, loss: 1.1868 +2023-12-29 23:46:58,858 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 17:19:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 1.1963, loss: 1.1963 +2023-12-29 23:47:21,226 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 17:19:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9513, loss_cls: 1.2341, loss: 1.2341 +2023-12-29 23:47:43,571 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 17:18:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9606, loss_cls: 1.0660, loss: 1.0660 +2023-12-29 23:48:05,910 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 17:18:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 1.0784, loss: 1.0784 +2023-12-29 23:48:28,263 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 17:18:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9587, loss_cls: 1.1091, loss: 1.1091 +2023-12-29 23:48:50,628 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 17:17:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 1.1387, loss: 1.1387 +2023-12-29 23:49:13,022 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 17:17:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 1.1400, loss: 1.1400 +2023-12-29 23:49:22,430 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-29 23:52:56,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 23:52:56,939 - pyskl - INFO - +top1_acc 0.7095 +top5_acc 0.9272 +2023-12-29 23:52:56,961 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7095, top5_acc: 0.9272 +2023-12-29 23:53:40,606 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 17:16:55, time: 0.436, data_time: 0.213, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 1.0300, loss: 1.0300 +2023-12-29 23:54:02,865 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 17:16:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9625, loss_cls: 1.0850, loss: 1.0850 +2023-12-29 23:54:25,170 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 17:16:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9581, loss_cls: 1.1558, loss: 1.1558 +2023-12-29 23:54:47,514 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 17:15:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 1.0976, loss: 1.0976 +2023-12-29 23:55:09,900 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 17:15:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9575, loss_cls: 1.1273, loss: 1.1273 +2023-12-29 23:55:32,294 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 17:14:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 1.1008, loss: 1.1008 +2023-12-29 23:55:54,657 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 17:14:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 1.0543, loss: 1.0543 +2023-12-29 23:56:17,034 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 17:14:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 1.1668, loss: 1.1668 +2023-12-29 23:56:39,618 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 17:13:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 1.1807, loss: 1.1807 +2023-12-29 23:57:02,051 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 17:13:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 1.0898, loss: 1.0898 +2023-12-29 23:57:24,380 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 17:13:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 1.0629, loss: 1.0629 +2023-12-29 23:57:46,737 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 17:12:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 1.0922, loss: 1.0922 +2023-12-29 23:58:09,082 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 17:12:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 1.1156, loss: 1.1156 +2023-12-29 23:58:31,431 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 17:11:51, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 1.0434, loss: 1.0434 +2023-12-29 23:58:53,774 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 17:11:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9594, loss_cls: 1.1280, loss: 1.1280 +2023-12-29 23:59:16,163 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 17:11:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 1.0515, loss: 1.0515 +2023-12-29 23:59:38,603 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 17:10:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 1.0722, loss: 1.0722 +2023-12-30 00:00:01,139 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 17:10:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 1.1500, loss: 1.1500 +2023-12-30 00:00:23,571 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 17:09:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 1.0629, loss: 1.0629 +2023-12-30 00:00:46,030 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 17:09:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 1.1424, loss: 1.1424 +2023-12-30 00:01:08,410 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 17:09:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 1.1464, loss: 1.1464 +2023-12-30 00:01:30,789 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 17:08:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9600, loss_cls: 1.1223, loss: 1.1223 +2023-12-30 00:01:53,139 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 17:08:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 1.1053, loss: 1.1053 +2023-12-30 00:02:15,559 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 17:07:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 1.0930, loss: 1.0930 +2023-12-30 00:02:37,939 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 17:07:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 1.1782, loss: 1.1782 +2023-12-30 00:03:00,296 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 17:07:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 1.1142, loss: 1.1142 +2023-12-30 00:03:22,660 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 17:06:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 1.1032, loss: 1.1032 +2023-12-30 00:03:45,048 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 17:06:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 1.1527, loss: 1.1527 +2023-12-30 00:04:07,420 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 17:06:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 1.1121, loss: 1.1121 +2023-12-30 00:04:29,766 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 17:05:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 1.1082, loss: 1.1082 +2023-12-30 00:04:52,046 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 17:05:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9575, loss_cls: 1.1094, loss: 1.1094 +2023-12-30 00:05:14,334 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 17:04:52, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9606, loss_cls: 1.0939, loss: 1.0939 +2023-12-30 00:05:36,681 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 17:04:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 1.1578, loss: 1.1578 +2023-12-30 00:05:59,028 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 17:04:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 1.1319, loss: 1.1319 +2023-12-30 00:06:21,349 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 17:03:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9544, loss_cls: 1.1932, loss: 1.1932 +2023-12-30 00:06:43,663 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 17:03:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 1.1814, loss: 1.1814 +2023-12-30 00:07:06,005 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 17:02:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 1.1708, loss: 1.1708 +2023-12-30 00:07:28,487 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 17:02:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 1.1763, loss: 1.1763 +2023-12-30 00:07:50,881 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 17:02:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 1.1675, loss: 1.1675 +2023-12-30 00:08:00,225 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-30 00:11:34,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 00:11:34,850 - pyskl - INFO - +top1_acc 0.7263 +top5_acc 0.9412 +2023-12-30 00:11:34,870 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7263, top5_acc: 0.9412 +2023-12-30 00:12:18,349 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 17:01:46, time: 0.435, data_time: 0.212, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 1.1059, loss: 1.1059 +2023-12-30 00:12:40,622 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 17:01:23, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 1.0257, loss: 1.0257 +2023-12-30 00:13:02,927 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 17:00:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.9812, loss: 0.9812 +2023-12-30 00:13:25,274 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 17:00:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 1.0842, loss: 1.0842 +2023-12-30 00:13:47,606 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 17:00:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 1.0680, loss: 1.0680 +2023-12-30 00:14:09,890 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 16:59:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 1.0041, loss: 1.0041 +2023-12-30 00:14:32,214 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 16:59:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 1.1284, loss: 1.1284 +2023-12-30 00:14:54,592 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 16:59:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9581, loss_cls: 1.0637, loss: 1.0637 +2023-12-30 00:15:16,898 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 16:58:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 1.0444, loss: 1.0444 +2023-12-30 00:15:39,287 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 16:58:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9563, loss_cls: 1.1668, loss: 1.1668 +2023-12-30 00:16:01,600 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 16:57:52, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 1.0854, loss: 1.0854 +2023-12-30 00:16:23,959 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 16:57:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 1.0527, loss: 1.0527 +2023-12-30 00:16:46,328 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 16:57:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 1.0499, loss: 1.0499 +2023-12-30 00:17:08,704 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 16:56:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.1441, loss: 1.1441 +2023-12-30 00:17:31,143 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 16:56:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9569, loss_cls: 1.1164, loss: 1.1164 +2023-12-30 00:17:53,463 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 16:55:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 1.0354, loss: 1.0354 +2023-12-30 00:18:15,875 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 16:55:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 1.0058, loss: 1.0058 +2023-12-30 00:18:38,267 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 16:55:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9581, loss_cls: 1.0955, loss: 1.0955 +2023-12-30 00:19:00,666 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 16:54:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 1.1472, loss: 1.1472 +2023-12-30 00:19:23,045 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 16:54:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 1.2748, loss: 1.2748 +2023-12-30 00:19:45,408 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 16:53:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9556, loss_cls: 1.1314, loss: 1.1314 +2023-12-30 00:20:07,769 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 16:53:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 1.1110, loss: 1.1110 +2023-12-30 00:20:30,128 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 16:53:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9625, loss_cls: 1.0642, loss: 1.0642 +2023-12-30 00:20:52,638 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 16:52:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9594, loss_cls: 1.0817, loss: 1.0817 +2023-12-30 00:21:14,954 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 16:52:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 1.1323, loss: 1.1323 +2023-12-30 00:21:37,243 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 16:52:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 1.0392, loss: 1.0392 +2023-12-30 00:21:59,515 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 16:51:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 1.0246, loss: 1.0246 +2023-12-30 00:22:21,794 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 16:51:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 1.1805, loss: 1.1805 +2023-12-30 00:22:44,123 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 16:50:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 1.1510, loss: 1.1510 +2023-12-30 00:23:06,475 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 16:50:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 1.0342, loss: 1.0342 +2023-12-30 00:23:29,020 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 16:50:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 1.0896, loss: 1.0896 +2023-12-30 00:23:51,890 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 16:49:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 1.1139, loss: 1.1139 +2023-12-30 00:24:14,497 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 16:49:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 1.0716, loss: 1.0716 +2023-12-30 00:24:36,966 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 16:48:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 1.0427, loss: 1.0427 +2023-12-30 00:24:59,436 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 16:48:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 1.1264, loss: 1.1264 +2023-12-30 00:25:21,997 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 16:48:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 1.1370, loss: 1.1370 +2023-12-30 00:25:44,477 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 16:47:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 1.1217, loss: 1.1217 +2023-12-30 00:26:06,988 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 16:47:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 1.1996, loss: 1.1996 +2023-12-30 00:26:29,539 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 16:47:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 1.1282, loss: 1.1282 +2023-12-30 00:26:39,002 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-30 00:30:13,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 00:30:13,650 - pyskl - INFO - +top1_acc 0.7410 +top5_acc 0.9409 +2023-12-30 00:30:13,654 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_79.pth was removed +2023-12-30 00:30:13,788 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2023-12-30 00:30:13,790 - pyskl - INFO - Best top1_acc is 0.7410 at 83 epoch. +2023-12-30 00:30:13,813 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7410, top5_acc: 0.9409 +2023-12-30 00:30:57,526 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 16:46:38, time: 0.437, data_time: 0.214, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 1.0061, loss: 1.0061 +2023-12-30 00:31:19,897 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 16:46:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 1.0060, loss: 1.0060 +2023-12-30 00:31:42,228 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 16:45:52, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 1.0150, loss: 1.0150 +2023-12-30 00:32:04,578 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 16:45:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 1.0184, loss: 1.0184 +2023-12-30 00:32:26,944 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 16:45:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 1.0702, loss: 1.0702 +2023-12-30 00:32:49,319 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 16:44:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 1.1542, loss: 1.1542 +2023-12-30 00:33:11,704 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 16:44:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 1.0690, loss: 1.0690 +2023-12-30 00:33:34,085 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 16:43:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9587, loss_cls: 1.1113, loss: 1.1113 +2023-12-30 00:33:56,465 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 16:43:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 1.0314, loss: 1.0314 +2023-12-30 00:34:18,908 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 16:43:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9531, loss_cls: 1.2169, loss: 1.2169 +2023-12-30 00:34:41,469 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 16:42:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 1.1293, loss: 1.1293 +2023-12-30 00:35:03,891 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 16:42:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 1.0406, loss: 1.0406 +2023-12-30 00:35:26,334 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 16:41:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 1.0919, loss: 1.0919 +2023-12-30 00:35:48,708 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 16:41:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9587, loss_cls: 1.1207, loss: 1.1207 +2023-12-30 00:36:11,053 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 16:41:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 1.0543, loss: 1.0543 +2023-12-30 00:36:33,479 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 16:40:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 1.1238, loss: 1.1238 +2023-12-30 00:36:55,876 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 16:40:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 1.0439, loss: 1.0439 +2023-12-30 00:37:18,206 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 16:40:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 1.0673, loss: 1.0673 +2023-12-30 00:37:40,533 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 16:39:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 1.1385, loss: 1.1385 +2023-12-30 00:38:02,839 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 16:39:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 1.1373, loss: 1.1373 +2023-12-30 00:38:25,153 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 16:38:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 1.0814, loss: 1.0814 +2023-12-30 00:38:47,457 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 16:38:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 1.1103, loss: 1.1103 +2023-12-30 00:39:09,954 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 16:38:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 1.0784, loss: 1.0784 +2023-12-30 00:39:32,329 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 16:37:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 1.0379, loss: 1.0379 +2023-12-30 00:39:54,702 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 16:37:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 1.0690, loss: 1.0690 +2023-12-30 00:40:17,070 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 16:36:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 1.1123, loss: 1.1123 +2023-12-30 00:40:39,426 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 16:36:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9550, loss_cls: 1.1383, loss: 1.1383 +2023-12-30 00:41:01,881 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 16:36:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 1.0996, loss: 1.0996 +2023-12-30 00:41:24,308 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 16:35:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 1.0171, loss: 1.0171 +2023-12-30 00:41:46,663 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 16:35:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 1.0789, loss: 1.0789 +2023-12-30 00:42:09,048 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 16:35:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9575, loss_cls: 1.0862, loss: 1.0862 +2023-12-30 00:42:31,429 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 16:34:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9544, loss_cls: 1.1788, loss: 1.1788 +2023-12-30 00:42:53,801 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 16:34:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 1.1071, loss: 1.1071 +2023-12-30 00:43:16,172 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 16:33:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9563, loss_cls: 1.1172, loss: 1.1172 +2023-12-30 00:43:38,597 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 16:33:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 1.1362, loss: 1.1362 +2023-12-30 00:44:01,012 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 16:33:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9556, loss_cls: 1.1125, loss: 1.1125 +2023-12-30 00:44:23,410 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 16:32:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9531, loss_cls: 1.1603, loss: 1.1603 +2023-12-30 00:44:45,729 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 16:32:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 1.1980, loss: 1.1980 +2023-12-30 00:45:08,023 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 16:31:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 1.0697, loss: 1.0697 +2023-12-30 00:45:17,403 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-30 00:48:51,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 00:48:52,286 - pyskl - INFO - +top1_acc 0.7144 +top5_acc 0.9212 +2023-12-30 00:48:52,309 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.7144, top5_acc: 0.9212 +2023-12-30 00:49:36,980 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 16:31:31, time: 0.447, data_time: 0.224, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 1.0545, loss: 1.0545 +2023-12-30 00:49:59,259 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 16:31:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 1.0379, loss: 1.0379 +2023-12-30 00:50:21,585 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 16:30:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 1.0683, loss: 1.0683 +2023-12-30 00:50:43,929 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 16:30:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 0.9832, loss: 0.9832 +2023-12-30 00:51:06,248 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 16:29:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 0.9700, loss: 0.9700 +2023-12-30 00:51:28,606 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 16:29:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 1.0106, loss: 1.0106 +2023-12-30 00:51:50,968 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 16:29:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 1.0716, loss: 1.0716 +2023-12-30 00:52:13,349 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 16:28:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 1.0619, loss: 1.0619 +2023-12-30 00:52:35,693 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 16:28:25, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 1.0100, loss: 1.0100 +2023-12-30 00:52:58,036 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 16:28:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 1.0800, loss: 1.0800 +2023-12-30 00:53:20,437 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 16:27:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 1.2054, loss: 1.2054 +2023-12-30 00:53:42,782 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 16:27:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.0246, loss: 1.0246 +2023-12-30 00:54:05,167 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 16:26:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 1.1145, loss: 1.1145 +2023-12-30 00:54:27,563 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 16:26:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9613, loss_cls: 1.1119, loss: 1.1119 +2023-12-30 00:54:49,941 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 16:26:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 1.0758, loss: 1.0758 +2023-12-30 00:55:12,490 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 16:25:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 1.1055, loss: 1.1055 +2023-12-30 00:55:34,904 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 16:25:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 1.0107, loss: 1.0107 +2023-12-30 00:55:57,454 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 16:24:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 0.9577, loss: 0.9577 +2023-12-30 00:56:19,974 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 16:24:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9613, loss_cls: 1.0354, loss: 1.0354 +2023-12-30 00:56:42,445 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 16:24:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 1.0932, loss: 1.0932 +2023-12-30 00:57:04,872 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 16:23:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 1.0017, loss: 1.0017 +2023-12-30 00:57:27,251 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 16:23:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 1.0360, loss: 1.0360 +2023-12-30 00:57:49,763 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 16:22:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 1.1135, loss: 1.1135 +2023-12-30 00:58:12,275 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 16:22:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 1.1032, loss: 1.1032 +2023-12-30 00:58:34,709 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 16:22:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9550, loss_cls: 1.1141, loss: 1.1141 +2023-12-30 00:58:57,135 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 16:21:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 1.1059, loss: 1.1059 +2023-12-30 00:59:19,540 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 16:21:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 1.1167, loss: 1.1167 +2023-12-30 00:59:41,865 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 16:21:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 1.1134, loss: 1.1134 +2023-12-30 01:00:04,162 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 16:20:40, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9569, loss_cls: 1.1171, loss: 1.1171 +2023-12-30 01:00:26,484 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 16:20:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 1.0736, loss: 1.0736 +2023-12-30 01:00:48,807 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 16:19:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 1.0991, loss: 1.0991 +2023-12-30 01:01:11,120 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 16:19:30, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 1.0724, loss: 1.0724 +2023-12-30 01:01:33,418 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 16:19:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9619, loss_cls: 1.0543, loss: 1.0543 +2023-12-30 01:01:55,709 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 16:18:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 1.1765, loss: 1.1765 +2023-12-30 01:02:17,988 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 16:18:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 1.0894, loss: 1.0894 +2023-12-30 01:02:40,282 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 16:17:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 0.9571, loss: 0.9571 +2023-12-30 01:03:02,615 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 16:17:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 1.0251, loss: 1.0251 +2023-12-30 01:03:24,973 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 16:17:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 1.0961, loss: 1.0961 +2023-12-30 01:03:47,316 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 16:16:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 1.1497, loss: 1.1497 +2023-12-30 01:03:56,659 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-30 01:07:30,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 01:07:31,452 - pyskl - INFO - +top1_acc 0.7287 +top5_acc 0.9402 +2023-12-30 01:07:31,476 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7287, top5_acc: 0.9402 +2023-12-30 01:08:15,098 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 16:16:24, time: 0.436, data_time: 0.212, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 0.9808, loss: 0.9808 +2023-12-30 01:08:37,508 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 16:16:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 0.9609, loss: 0.9609 +2023-12-30 01:08:59,903 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 16:15:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 0.9318, loss: 0.9318 +2023-12-30 01:09:22,283 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 16:15:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 1.0232, loss: 1.0232 +2023-12-30 01:09:44,676 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 16:14:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 0.9984, loss: 0.9984 +2023-12-30 01:10:07,145 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 16:14:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9556, loss_cls: 1.1442, loss: 1.1442 +2023-12-30 01:10:29,608 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 16:14:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 1.0070, loss: 1.0070 +2023-12-30 01:10:52,027 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 16:13:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 1.0315, loss: 1.0315 +2023-12-30 01:11:14,554 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 16:13:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 1.0669, loss: 1.0669 +2023-12-30 01:11:36,936 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 16:12:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 1.0835, loss: 1.0835 +2023-12-30 01:11:59,273 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 16:12:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9619, loss_cls: 1.1101, loss: 1.1101 +2023-12-30 01:12:21,574 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 16:12:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9631, loss_cls: 1.0411, loss: 1.0411 +2023-12-30 01:12:43,865 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 16:11:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 1.0160, loss: 1.0160 +2023-12-30 01:13:06,185 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 16:11:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 1.0580, loss: 1.0580 +2023-12-30 01:13:28,635 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 16:10:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 1.0797, loss: 1.0797 +2023-12-30 01:13:51,028 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 16:10:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9613, loss_cls: 1.0787, loss: 1.0787 +2023-12-30 01:14:13,517 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 16:10:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 1.0950, loss: 1.0950 +2023-12-30 01:14:35,932 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 16:09:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 1.0661, loss: 1.0661 +2023-12-30 01:14:58,305 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 16:09:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 1.0267, loss: 1.0267 +2023-12-30 01:15:20,662 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 16:09:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 1.0558, loss: 1.0558 +2023-12-30 01:15:43,029 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 16:08:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 1.0758, loss: 1.0758 +2023-12-30 01:16:05,385 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 16:08:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 1.1188, loss: 1.1188 +2023-12-30 01:16:27,784 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 16:07:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 1.0622, loss: 1.0622 +2023-12-30 01:16:50,154 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 16:07:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 1.0708, loss: 1.0708 +2023-12-30 01:17:12,481 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 16:07:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 1.1061, loss: 1.1061 +2023-12-30 01:17:34,814 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 16:06:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 1.0396, loss: 1.0396 +2023-12-30 01:17:57,196 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 16:06:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 1.0816, loss: 1.0816 +2023-12-30 01:18:19,583 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 16:05:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 1.1212, loss: 1.1212 +2023-12-30 01:18:41,915 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 16:05:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 1.0681, loss: 1.0681 +2023-12-30 01:19:04,200 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 16:05:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 1.1352, loss: 1.1352 +2023-12-30 01:19:26,545 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 16:04:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9575, loss_cls: 1.1329, loss: 1.1329 +2023-12-30 01:19:48,901 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 16:04:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 1.0806, loss: 1.0806 +2023-12-30 01:20:11,242 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 16:03:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 1.0714, loss: 1.0714 +2023-12-30 01:20:33,570 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 16:03:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 1.0801, loss: 1.0801 +2023-12-30 01:20:55,986 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 16:03:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 1.1137, loss: 1.1137 +2023-12-30 01:21:18,373 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 16:02:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 1.0480, loss: 1.0480 +2023-12-30 01:21:40,752 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 16:02:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 1.0819, loss: 1.0819 +2023-12-30 01:22:03,146 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 16:02:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 1.0360, loss: 1.0360 +2023-12-30 01:22:25,550 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 16:01:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 1.1722, loss: 1.1722 +2023-12-30 01:22:34,917 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-30 01:26:08,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 01:26:09,098 - pyskl - INFO - +top1_acc 0.7493 +top5_acc 0.9449 +2023-12-30 01:26:09,102 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_83.pth was removed +2023-12-30 01:26:09,240 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2023-12-30 01:26:09,242 - pyskl - INFO - Best top1_acc is 0.7493 at 86 epoch. +2023-12-30 01:26:09,267 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7493, top5_acc: 0.9449 +2023-12-30 01:26:53,558 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 16:01:17, time: 0.443, data_time: 0.219, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9669, loss_cls: 1.0158, loss: 1.0158 +2023-12-30 01:27:16,089 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 16:00:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 1.0183, loss: 1.0183 +2023-12-30 01:27:38,780 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 16:00:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9650, loss_cls: 0.9712, loss: 0.9712 +2023-12-30 01:28:01,532 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 16:00:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 0.9172, loss: 0.9172 +2023-12-30 01:28:24,403 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 15:59:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 0.9661, loss: 0.9661 +2023-12-30 01:28:47,052 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 15:59:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 1.0481, loss: 1.0481 +2023-12-30 01:29:09,704 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 15:58:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 1.0013, loss: 1.0013 +2023-12-30 01:29:32,165 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 15:58:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 1.0203, loss: 1.0203 +2023-12-30 01:29:54,649 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 15:58:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 0.9606, loss: 0.9606 +2023-12-30 01:30:17,136 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 15:57:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 1.0487, loss: 1.0487 +2023-12-30 01:30:39,625 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 15:57:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 0.9812, loss: 0.9812 +2023-12-30 01:31:02,114 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 15:57:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 0.9842, loss: 0.9842 +2023-12-30 01:31:24,552 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 15:56:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 1.0144, loss: 1.0144 +2023-12-30 01:31:47,044 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 15:56:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 1.0522, loss: 1.0522 +2023-12-30 01:32:09,492 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 15:55:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 1.0736, loss: 1.0736 +2023-12-30 01:32:31,856 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 15:55:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9587, loss_cls: 1.0608, loss: 1.0608 +2023-12-30 01:32:54,205 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 15:55:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9644, loss_cls: 1.0516, loss: 1.0516 +2023-12-30 01:33:16,571 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 15:54:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 1.1056, loss: 1.1056 +2023-12-30 01:33:38,966 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 15:54:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 1.0739, loss: 1.0739 +2023-12-30 01:34:01,324 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 15:53:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9613, loss_cls: 1.0612, loss: 1.0612 +2023-12-30 01:34:23,686 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 15:53:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 1.0195, loss: 1.0195 +2023-12-30 01:34:46,060 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 15:53:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 1.0672, loss: 1.0672 +2023-12-30 01:35:08,406 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 15:52:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 1.1538, loss: 1.1538 +2023-12-30 01:35:30,787 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 15:52:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 1.0899, loss: 1.0899 +2023-12-30 01:35:53,186 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 15:52:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 1.0756, loss: 1.0756 +2023-12-30 01:36:15,581 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 15:51:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 1.0416, loss: 1.0416 +2023-12-30 01:36:37,989 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 15:51:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 1.0131, loss: 1.0131 +2023-12-30 01:37:00,405 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 15:50:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 1.0128, loss: 1.0128 +2023-12-30 01:37:22,806 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 15:50:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 1.0969, loss: 1.0969 +2023-12-30 01:37:45,188 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 15:50:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 1.0247, loss: 1.0247 +2023-12-30 01:38:07,577 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 15:49:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 1.0132, loss: 1.0132 +2023-12-30 01:38:29,983 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 15:49:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 1.0574, loss: 1.0574 +2023-12-30 01:38:52,387 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 15:48:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 1.0473, loss: 1.0473 +2023-12-30 01:39:14,775 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 15:48:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 1.1196, loss: 1.1196 +2023-12-30 01:39:37,036 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 15:48:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 1.0841, loss: 1.0841 +2023-12-30 01:39:59,249 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 15:47:45, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 1.0976, loss: 1.0976 +2023-12-30 01:40:21,462 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 15:47:22, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 1.1489, loss: 1.1489 +2023-12-30 01:40:43,835 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 15:46:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 1.0567, loss: 1.0567 +2023-12-30 01:41:06,196 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 15:46:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9569, loss_cls: 1.1009, loss: 1.1009 +2023-12-30 01:41:15,555 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-30 01:44:49,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 01:44:49,815 - pyskl - INFO - +top1_acc 0.7270 +top5_acc 0.9328 +2023-12-30 01:44:49,837 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7270, top5_acc: 0.9328 +2023-12-30 01:45:33,760 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 15:46:12, time: 0.439, data_time: 0.217, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 1.1246, loss: 1.1246 +2023-12-30 01:45:55,986 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 15:45:48, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 0.9932, loss: 0.9932 +2023-12-30 01:46:18,221 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 15:45:25, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.9501, loss: 0.9501 +2023-12-30 01:46:40,454 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 15:45:02, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9694, loss_cls: 0.9546, loss: 0.9546 +2023-12-30 01:47:02,729 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 15:44:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 1.0394, loss: 1.0394 +2023-12-30 01:47:25,097 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 15:44:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 1.0277, loss: 1.0277 +2023-12-30 01:47:47,485 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 15:43:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 1.0723, loss: 1.0723 +2023-12-30 01:48:09,875 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 15:43:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.9721, loss: 0.9721 +2023-12-30 01:48:32,210 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 15:43:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 0.9385, loss: 0.9385 +2023-12-30 01:48:54,679 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 15:42:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.9638, loss: 0.9638 +2023-12-30 01:49:17,130 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 15:42:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.9677, loss: 0.9677 +2023-12-30 01:49:39,494 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 15:41:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 1.0487, loss: 1.0487 +2023-12-30 01:50:02,009 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 15:41:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 1.0248, loss: 1.0248 +2023-12-30 01:50:24,405 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 15:41:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9606, loss_cls: 1.0991, loss: 1.0991 +2023-12-30 01:50:46,868 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 15:40:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 1.0304, loss: 1.0304 +2023-12-30 01:51:09,293 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 15:40:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 1.0327, loss: 1.0327 +2023-12-30 01:51:31,790 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 15:40:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 1.1059, loss: 1.1059 +2023-12-30 01:51:54,213 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 15:39:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 1.0767, loss: 1.0767 +2023-12-30 01:52:16,624 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 15:39:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 0.9834, loss: 0.9834 +2023-12-30 01:52:38,994 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 15:38:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 0.9484, loss: 0.9484 +2023-12-30 01:53:01,365 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 15:38:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 1.0255, loss: 1.0255 +2023-12-30 01:53:23,674 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 15:38:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 0.9956, loss: 0.9956 +2023-12-30 01:53:46,051 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 15:37:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9606, loss_cls: 1.0594, loss: 1.0594 +2023-12-30 01:54:08,456 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 15:37:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 1.0630, loss: 1.0630 +2023-12-30 01:54:30,882 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 15:36:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9594, loss_cls: 1.0402, loss: 1.0402 +2023-12-30 01:54:53,275 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 15:36:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 1.0096, loss: 1.0096 +2023-12-30 01:55:15,666 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 15:36:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 1.0360, loss: 1.0360 +2023-12-30 01:55:38,036 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 15:35:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 1.0330, loss: 1.0330 +2023-12-30 01:56:00,447 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 15:35:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 1.0907, loss: 1.0907 +2023-12-30 01:56:22,834 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 15:34:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 1.0836, loss: 1.0836 +2023-12-30 01:56:45,256 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 15:34:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 1.0301, loss: 1.0301 +2023-12-30 01:57:07,603 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 15:34:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 1.1131, loss: 1.1131 +2023-12-30 01:57:30,007 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 15:33:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9575, loss_cls: 1.1094, loss: 1.1094 +2023-12-30 01:57:52,446 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 15:33:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 1.0401, loss: 1.0401 +2023-12-30 01:58:14,880 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 15:33:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 0.9969, loss: 0.9969 +2023-12-30 01:58:37,318 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 15:32:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 0.9219, loss: 0.9219 +2023-12-30 01:58:59,706 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 15:32:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9587, loss_cls: 1.1090, loss: 1.1090 +2023-12-30 01:59:22,103 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 15:31:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 1.0390, loss: 1.0390 +2023-12-30 01:59:44,519 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 15:31:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 1.0486, loss: 1.0486 +2023-12-30 01:59:53,968 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-30 02:03:27,977 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 02:03:28,471 - pyskl - INFO - +top1_acc 0.7421 +top5_acc 0.9420 +2023-12-30 02:03:28,495 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.7421, top5_acc: 0.9420 +2023-12-30 02:04:12,369 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 15:31:05, time: 0.439, data_time: 0.216, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.9169, loss: 0.9169 +2023-12-30 02:04:34,673 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 15:30:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 0.8961, loss: 0.8961 +2023-12-30 02:04:56,973 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 15:30:19, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 0.9837, loss: 0.9837 +2023-12-30 02:05:19,286 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 15:29:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.9326, loss: 0.9326 +2023-12-30 02:05:41,614 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 15:29:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 1.0108, loss: 1.0108 +2023-12-30 02:06:03,941 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 15:29:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 1.0396, loss: 1.0396 +2023-12-30 02:06:26,272 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 15:28:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 1.0484, loss: 1.0484 +2023-12-30 02:06:48,592 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 15:28:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 1.0332, loss: 1.0332 +2023-12-30 02:07:10,918 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 15:27:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 0.9858, loss: 0.9858 +2023-12-30 02:07:33,223 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 15:27:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 1.0205, loss: 1.0205 +2023-12-30 02:07:55,517 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 15:27:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.9447, loss: 0.9447 +2023-12-30 02:08:17,805 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 15:26:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 0.9662, loss: 0.9662 +2023-12-30 02:08:40,199 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 15:26:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 0.9706, loss: 0.9706 +2023-12-30 02:09:02,534 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 15:26:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9600, loss_cls: 1.0857, loss: 1.0857 +2023-12-30 02:09:24,866 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 15:25:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9631, loss_cls: 1.0542, loss: 1.0542 +2023-12-30 02:09:47,214 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 15:25:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 0.9637, loss: 0.9637 +2023-12-30 02:10:09,535 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 15:24:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 1.0099, loss: 1.0099 +2023-12-30 02:10:31,916 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 15:24:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 1.0649, loss: 1.0649 +2023-12-30 02:10:54,301 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 15:24:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9631, loss_cls: 1.0383, loss: 1.0383 +2023-12-30 02:11:16,706 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 15:23:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 1.0062, loss: 1.0062 +2023-12-30 02:11:39,094 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 15:23:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9669, loss_cls: 0.9962, loss: 0.9962 +2023-12-30 02:12:01,470 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 15:22:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 1.0780, loss: 1.0780 +2023-12-30 02:12:23,833 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 15:22:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 1.1627, loss: 1.1627 +2023-12-30 02:12:46,162 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 15:22:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 0.9708, loss: 0.9708 +2023-12-30 02:13:08,478 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 15:21:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9625, loss_cls: 1.0955, loss: 1.0955 +2023-12-30 02:13:30,799 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 15:21:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 1.0701, loss: 1.0701 +2023-12-30 02:13:53,095 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 15:21:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 1.0746, loss: 1.0746 +2023-12-30 02:14:15,380 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 15:20:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 1.0387, loss: 1.0387 +2023-12-30 02:14:37,739 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 15:20:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9669, loss_cls: 0.9803, loss: 0.9803 +2023-12-30 02:15:00,148 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 15:19:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 1.0394, loss: 1.0394 +2023-12-30 02:15:22,495 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 15:19:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 1.0637, loss: 1.0637 +2023-12-30 02:15:44,842 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 15:19:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 1.1267, loss: 1.1267 +2023-12-30 02:16:07,257 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 15:18:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.9142, loss: 0.9142 +2023-12-30 02:16:29,570 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 15:18:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9669, loss_cls: 1.0090, loss: 1.0090 +2023-12-30 02:16:51,938 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 15:17:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 1.0182, loss: 1.0182 +2023-12-30 02:17:14,283 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 15:17:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 1.0541, loss: 1.0541 +2023-12-30 02:17:36,637 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 15:17:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 1.0185, loss: 1.0185 +2023-12-30 02:17:58,974 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 15:16:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9675, loss_cls: 0.9918, loss: 0.9918 +2023-12-30 02:18:21,309 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 15:16:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 1.0097, loss: 1.0097 +2023-12-30 02:18:30,696 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-30 02:22:06,177 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 02:22:06,665 - pyskl - INFO - +top1_acc 0.7139 +top5_acc 0.9288 +2023-12-30 02:22:06,686 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7139, top5_acc: 0.9288 +2023-12-30 02:22:50,765 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 15:15:58, time: 0.441, data_time: 0.218, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 1.1276, loss: 1.1276 +2023-12-30 02:23:13,046 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 15:15:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.8973, loss: 0.8973 +2023-12-30 02:23:35,359 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 15:15:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 0.9397, loss: 0.9397 +2023-12-30 02:23:57,701 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 15:14:48, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.9640, loss: 0.9640 +2023-12-30 02:24:20,109 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 15:14:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 1.0334, loss: 1.0334 +2023-12-30 02:24:42,512 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 15:14:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 0.9527, loss: 0.9527 +2023-12-30 02:25:04,920 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 15:13:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.9538, loss: 0.9538 +2023-12-30 02:25:27,356 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 15:13:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 1.0517, loss: 1.0517 +2023-12-30 02:25:49,761 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 15:12:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 1.0965, loss: 1.0965 +2023-12-30 02:26:12,111 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 15:12:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 1.0430, loss: 1.0430 +2023-12-30 02:26:34,421 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 15:12:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 1.0073, loss: 1.0073 +2023-12-30 02:26:56,740 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 15:11:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 1.0073, loss: 1.0073 +2023-12-30 02:27:19,072 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 15:11:19, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 1.0039, loss: 1.0039 +2023-12-30 02:27:41,409 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 15:10:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 1.0240, loss: 1.0240 +2023-12-30 02:28:03,745 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 15:10:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 1.0109, loss: 1.0109 +2023-12-30 02:28:26,133 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 15:10:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 1.0256, loss: 1.0256 +2023-12-30 02:28:48,494 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 15:09:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 1.0047, loss: 1.0047 +2023-12-30 02:29:10,816 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 15:09:23, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.9985, loss: 0.9985 +2023-12-30 02:29:33,217 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 15:09:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 0.9933, loss: 0.9933 +2023-12-30 02:29:55,673 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 15:08:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 1.0216, loss: 1.0216 +2023-12-30 02:30:18,151 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 15:08:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 0.9526, loss: 0.9526 +2023-12-30 02:30:40,737 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 15:07:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 0.9852, loss: 0.9852 +2023-12-30 02:31:03,251 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 15:07:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 1.0261, loss: 1.0261 +2023-12-30 02:31:25,658 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 15:07:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9606, loss_cls: 1.0467, loss: 1.0467 +2023-12-30 02:31:48,070 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 15:06:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 0.9755, loss: 0.9755 +2023-12-30 02:32:10,509 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 15:06:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 0.9818, loss: 0.9818 +2023-12-30 02:32:32,950 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 15:05:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 1.0750, loss: 1.0750 +2023-12-30 02:32:55,338 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 15:05:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 1.0779, loss: 1.0779 +2023-12-30 02:33:17,735 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 15:05:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 1.0543, loss: 1.0543 +2023-12-30 02:33:40,173 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 15:04:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9587, loss_cls: 1.0830, loss: 1.0830 +2023-12-30 02:34:02,584 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 15:04:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 0.9482, loss: 0.9482 +2023-12-30 02:34:24,938 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 15:03:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 1.0245, loss: 1.0245 +2023-12-30 02:34:47,251 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 15:03:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 1.0441, loss: 1.0441 +2023-12-30 02:35:09,552 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 15:03:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9656, loss_cls: 0.9337, loss: 0.9337 +2023-12-30 02:35:31,876 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 15:02:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 1.0142, loss: 1.0142 +2023-12-30 02:35:54,203 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 15:02:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.9490, loss: 0.9490 +2023-12-30 02:36:16,576 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 15:02:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9613, loss_cls: 1.0698, loss: 1.0698 +2023-12-30 02:36:38,893 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 15:01:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.9696, loss: 0.9696 +2023-12-30 02:37:01,212 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 15:01:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 0.9679, loss: 0.9679 +2023-12-30 02:37:10,562 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-30 02:40:44,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 02:40:45,391 - pyskl - INFO - +top1_acc 0.7516 +top5_acc 0.9466 +2023-12-30 02:40:45,395 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_86.pth was removed +2023-12-30 02:40:45,530 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2023-12-30 02:40:45,533 - pyskl - INFO - Best top1_acc is 0.7516 at 90 epoch. +2023-12-30 02:40:45,554 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7516, top5_acc: 0.9466 +2023-12-30 02:41:29,732 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 15:00:52, time: 0.442, data_time: 0.218, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.9580, loss: 0.9580 +2023-12-30 02:41:52,106 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 15:00:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 0.9295, loss: 0.9295 +2023-12-30 02:42:14,464 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 15:00:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 0.9385, loss: 0.9385 +2023-12-30 02:42:36,768 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 14:59:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 1.0100, loss: 1.0100 +2023-12-30 02:42:59,142 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 14:59:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 0.9346, loss: 0.9346 +2023-12-30 02:43:21,522 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 14:58:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.8964, loss: 0.8964 +2023-12-30 02:43:43,930 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 14:58:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9694, loss_cls: 0.9507, loss: 0.9507 +2023-12-30 02:44:06,286 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 14:58:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 1.0169, loss: 1.0169 +2023-12-30 02:44:28,638 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 14:57:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9719, loss_cls: 0.8639, loss: 0.8639 +2023-12-30 02:44:51,122 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 14:57:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 0.9913, loss: 0.9913 +2023-12-30 02:45:13,678 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 14:57:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 1.0032, loss: 1.0032 +2023-12-30 02:45:36,087 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 14:56:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 0.9669, loss: 0.9669 +2023-12-30 02:45:58,503 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 14:56:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 1.0206, loss: 1.0206 +2023-12-30 02:46:20,914 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 14:55:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9644, loss_cls: 0.9903, loss: 0.9903 +2023-12-30 02:46:43,333 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 14:55:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 1.0086, loss: 1.0086 +2023-12-30 02:47:05,747 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 14:55:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 0.9028, loss: 0.9028 +2023-12-30 02:47:28,153 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 14:54:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9650, loss_cls: 0.9839, loss: 0.9839 +2023-12-30 02:47:50,750 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 14:54:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.9757, loss: 0.9757 +2023-12-30 02:48:13,244 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 14:53:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9656, loss_cls: 1.0103, loss: 1.0103 +2023-12-30 02:48:35,675 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 14:53:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9625, loss_cls: 0.9515, loss: 0.9515 +2023-12-30 02:48:58,021 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 14:53:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9663, loss_cls: 0.9565, loss: 0.9565 +2023-12-30 02:49:20,343 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 14:52:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.9398, loss: 0.9398 +2023-12-30 02:49:42,647 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 14:52:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.9680, loss: 0.9680 +2023-12-30 02:50:04,963 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 14:51:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 1.0251, loss: 1.0251 +2023-12-30 02:50:27,304 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 14:51:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 1.0190, loss: 1.0190 +2023-12-30 02:50:49,748 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 14:51:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 1.0418, loss: 1.0418 +2023-12-30 02:51:12,250 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 14:50:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 0.9583, loss: 0.9583 +2023-12-30 02:51:34,695 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 14:50:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 1.0955, loss: 1.0955 +2023-12-30 02:51:57,168 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 14:50:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9637, loss_cls: 1.0062, loss: 1.0062 +2023-12-30 02:52:19,569 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 14:49:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 0.9471, loss: 0.9471 +2023-12-30 02:52:41,998 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 14:49:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 1.0478, loss: 1.0478 +2023-12-30 02:53:04,422 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 14:48:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 1.0233, loss: 1.0233 +2023-12-30 02:53:26,772 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 14:48:30, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 1.0007, loss: 1.0007 +2023-12-30 02:53:49,156 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 14:48:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 0.9748, loss: 0.9748 +2023-12-30 02:54:11,523 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 14:47:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 1.0359, loss: 1.0359 +2023-12-30 02:54:34,000 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 14:47:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 1.0757, loss: 1.0757 +2023-12-30 02:54:56,409 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 14:46:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 0.9759, loss: 0.9759 +2023-12-30 02:55:18,871 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 14:46:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 0.9925, loss: 0.9925 +2023-12-30 02:55:41,273 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 14:46:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9675, loss_cls: 0.9947, loss: 0.9947 +2023-12-30 02:55:50,650 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-30 02:59:24,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 02:59:25,497 - pyskl - INFO - +top1_acc 0.7314 +top5_acc 0.9387 +2023-12-30 02:59:25,520 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.7314, top5_acc: 0.9387 +2023-12-30 03:00:09,824 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 14:45:47, time: 0.443, data_time: 0.219, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 0.8379, loss: 0.8379 +2023-12-30 03:00:32,276 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 14:45:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.8756, loss: 0.8756 +2023-12-30 03:00:54,623 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 14:45:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.9713, loss: 0.9713 +2023-12-30 03:01:16,971 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 14:44:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 0.9752, loss: 0.9752 +2023-12-30 03:01:39,301 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 14:44:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 0.8181, loss: 0.8181 +2023-12-30 03:02:01,670 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 14:43:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.9315, loss: 0.9315 +2023-12-30 03:02:24,046 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 14:43:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 0.9137, loss: 0.9137 +2023-12-30 03:02:46,461 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 14:43:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9681, loss_cls: 0.9302, loss: 0.9302 +2023-12-30 03:03:08,808 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 14:42:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9675, loss_cls: 0.9439, loss: 0.9439 +2023-12-30 03:03:31,199 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 14:42:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9706, loss_cls: 0.9070, loss: 0.9070 +2023-12-30 03:03:53,569 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 14:41:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 0.8824, loss: 0.8824 +2023-12-30 03:04:15,947 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 14:41:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 0.9188, loss: 0.9188 +2023-12-30 03:04:38,339 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 14:41:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.9306, loss: 0.9306 +2023-12-30 03:05:00,716 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 14:40:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 0.9888, loss: 0.9888 +2023-12-30 03:05:23,074 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 14:40:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 0.9876, loss: 0.9876 +2023-12-30 03:05:45,474 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 14:40:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 1.0312, loss: 1.0312 +2023-12-30 03:06:07,826 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 14:39:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.9920, loss: 0.9920 +2023-12-30 03:06:30,186 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 14:39:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9600, loss_cls: 1.0369, loss: 1.0369 +2023-12-30 03:06:52,533 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 14:38:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 0.9758, loss: 0.9758 +2023-12-30 03:07:14,934 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 14:38:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.9462, loss: 0.9462 +2023-12-30 03:07:37,529 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 14:38:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 1.0111, loss: 1.0111 +2023-12-30 03:07:59,950 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 14:37:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9712, loss_cls: 1.1084, loss: 1.1084 +2023-12-30 03:08:22,411 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 14:37:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 0.9665, loss: 0.9665 +2023-12-30 03:08:44,853 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 14:36:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9644, loss_cls: 0.9757, loss: 0.9757 +2023-12-30 03:09:07,185 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 14:36:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.9189, loss: 0.9189 +2023-12-30 03:09:29,534 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 14:36:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 0.9581, loss: 0.9581 +2023-12-30 03:09:52,029 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 14:35:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 0.9278, loss: 0.9278 +2023-12-30 03:10:14,502 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 14:35:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9706, loss_cls: 0.8871, loss: 0.8871 +2023-12-30 03:10:36,961 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 14:34:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 0.9390, loss: 0.9390 +2023-12-30 03:10:59,336 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 14:34:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9613, loss_cls: 1.0176, loss: 1.0176 +2023-12-30 03:11:21,816 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 14:34:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 0.9587, loss: 0.9587 +2023-12-30 03:11:44,236 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 14:33:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 1.0557, loss: 1.0557 +2023-12-30 03:12:06,626 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 14:33:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 1.0040, loss: 1.0040 +2023-12-30 03:12:29,000 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 14:33:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 0.9940, loss: 0.9940 +2023-12-30 03:12:51,387 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 14:32:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 1.0492, loss: 1.0492 +2023-12-30 03:13:13,777 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 14:32:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9631, loss_cls: 1.0111, loss: 1.0111 +2023-12-30 03:13:36,131 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 14:31:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 0.9151, loss: 0.9151 +2023-12-30 03:13:58,467 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 14:31:30, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 1.0157, loss: 1.0157 +2023-12-30 03:14:20,782 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 14:31:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 1.0309, loss: 1.0309 +2023-12-30 03:14:30,147 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-30 03:18:04,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 03:18:04,571 - pyskl - INFO - +top1_acc 0.6962 +top5_acc 0.9217 +2023-12-30 03:18:04,594 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.6962, top5_acc: 0.9217 +2023-12-30 03:18:49,131 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 14:30:43, time: 0.445, data_time: 0.222, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 0.9994, loss: 0.9994 +2023-12-30 03:19:11,481 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 14:30:19, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.8388, loss: 0.8388 +2023-12-30 03:19:33,858 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 14:29:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 0.9057, loss: 0.9057 +2023-12-30 03:19:56,149 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 14:29:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 0.8649, loss: 0.8649 +2023-12-30 03:20:18,477 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 14:29:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 0.9548, loss: 0.9548 +2023-12-30 03:20:40,930 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 14:28:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.9765, loss: 0.9765 +2023-12-30 03:21:03,286 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 14:28:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 0.9343, loss: 0.9343 +2023-12-30 03:21:25,694 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 14:28:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.9834, loss: 0.9834 +2023-12-30 03:21:48,085 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 14:27:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 0.8730, loss: 0.8730 +2023-12-30 03:22:10,461 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 14:27:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 0.9467, loss: 0.9467 +2023-12-30 03:22:32,869 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 14:26:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 0.8710, loss: 0.8710 +2023-12-30 03:22:55,270 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 14:26:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9694, loss_cls: 0.9082, loss: 0.9082 +2023-12-30 03:23:17,592 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 14:26:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 0.9034, loss: 0.9034 +2023-12-30 03:23:39,907 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 14:25:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.9512, loss: 0.9512 +2023-12-30 03:24:02,234 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 14:25:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 0.8742, loss: 0.8742 +2023-12-30 03:24:24,579 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 14:24:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 0.9872, loss: 0.9872 +2023-12-30 03:24:46,914 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 14:24:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9675, loss_cls: 0.9977, loss: 0.9977 +2023-12-30 03:25:09,235 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 14:24:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 1.0366, loss: 1.0366 +2023-12-30 03:25:31,583 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 14:23:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.9549, loss: 0.9549 +2023-12-30 03:25:53,971 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 14:23:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 0.9256, loss: 0.9256 +2023-12-30 03:26:16,524 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 14:22:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 1.0324, loss: 1.0324 +2023-12-30 03:26:38,944 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 14:22:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9631, loss_cls: 0.9833, loss: 0.9833 +2023-12-30 03:27:01,448 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 14:22:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 0.9561, loss: 0.9561 +2023-12-30 03:27:23,875 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 14:21:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9712, loss_cls: 0.8633, loss: 0.8633 +2023-12-30 03:27:46,293 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 14:21:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.9900, loss: 0.9900 +2023-12-30 03:28:08,717 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 14:21:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 0.8948, loss: 0.8948 +2023-12-30 03:28:31,150 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 14:20:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 0.9567, loss: 0.9567 +2023-12-30 03:28:53,586 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 14:20:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 1.0046, loss: 1.0046 +2023-12-30 03:29:15,979 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 14:19:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.9636, loss: 0.9636 +2023-12-30 03:29:38,363 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 14:19:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 0.9933, loss: 0.9933 +2023-12-30 03:30:00,725 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 14:19:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 1.0357, loss: 1.0357 +2023-12-30 03:30:23,187 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 14:18:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 0.9642, loss: 0.9642 +2023-12-30 03:30:45,617 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 14:18:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 0.9332, loss: 0.9332 +2023-12-30 03:31:08,022 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 14:17:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 1.0620, loss: 1.0620 +2023-12-30 03:31:30,472 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 14:17:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 1.0046, loss: 1.0046 +2023-12-30 03:31:52,870 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 14:17:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9625, loss_cls: 0.9813, loss: 0.9813 +2023-12-30 03:32:15,389 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 14:16:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 0.9954, loss: 0.9954 +2023-12-30 03:32:37,857 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 14:16:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 0.9342, loss: 0.9342 +2023-12-30 03:33:00,339 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 14:16:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 0.9491, loss: 0.9491 +2023-12-30 03:33:09,805 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-30 03:36:43,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 03:36:44,453 - pyskl - INFO - +top1_acc 0.7280 +top5_acc 0.9298 +2023-12-30 03:36:44,472 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.7280, top5_acc: 0.9298 +2023-12-30 03:37:28,530 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 14:15:38, time: 0.441, data_time: 0.217, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 1.0186, loss: 1.0186 +2023-12-30 03:37:50,866 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 14:15:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 0.8265, loss: 0.8265 +2023-12-30 03:38:13,340 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 14:14:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 0.9138, loss: 0.9138 +2023-12-30 03:38:35,819 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 14:14:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 0.9578, loss: 0.9578 +2023-12-30 03:38:58,226 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 14:14:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.8993, loss: 0.8993 +2023-12-30 03:39:20,575 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 14:13:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 0.8202, loss: 0.8202 +2023-12-30 03:39:43,086 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 14:13:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.8590, loss: 0.8590 +2023-12-30 03:40:05,554 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 14:12:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 0.9120, loss: 0.9120 +2023-12-30 03:40:27,973 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 14:12:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.9100, loss: 0.9100 +2023-12-30 03:40:50,345 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 14:12:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 0.8603, loss: 0.8603 +2023-12-30 03:41:12,708 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 14:11:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9656, loss_cls: 0.9654, loss: 0.9654 +2023-12-30 03:41:35,112 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 14:11:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.9102, loss: 0.9102 +2023-12-30 03:41:57,538 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 14:11:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 0.9619, loss: 0.9619 +2023-12-30 03:42:20,119 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 14:10:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 0.9263, loss: 0.9263 +2023-12-30 03:42:42,706 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 14:10:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9644, loss_cls: 1.0063, loss: 1.0063 +2023-12-30 03:43:05,179 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 14:09:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.9328, loss: 0.9328 +2023-12-30 03:43:27,554 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 14:09:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9688, loss_cls: 0.9321, loss: 0.9321 +2023-12-30 03:43:49,962 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 14:09:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 0.9725, loss: 0.9725 +2023-12-30 03:44:12,400 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 14:08:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 0.9390, loss: 0.9390 +2023-12-30 03:44:34,882 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 14:08:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.9313, loss: 0.9313 +2023-12-30 03:44:57,329 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 14:07:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 1.0037, loss: 1.0037 +2023-12-30 03:45:19,813 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 14:07:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 0.9562, loss: 0.9562 +2023-12-30 03:45:42,448 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 14:07:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 0.9491, loss: 0.9491 +2023-12-30 03:46:04,918 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 14:06:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.9071, loss: 0.9071 +2023-12-30 03:46:27,321 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 14:06:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9563, loss_cls: 1.0464, loss: 1.0464 +2023-12-30 03:46:49,723 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 14:06:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.9809, loss: 0.9809 +2023-12-30 03:47:12,126 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 14:05:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.9464, loss: 0.9464 +2023-12-30 03:47:34,520 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 14:05:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.9238, loss: 0.9238 +2023-12-30 03:47:56,919 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 14:04:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.9732, loss: 0.9732 +2023-12-30 03:48:19,319 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 14:04:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9675, loss_cls: 0.9446, loss: 0.9446 +2023-12-30 03:48:41,749 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 14:04:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9806, loss_cls: 0.9728, loss: 0.9728 +2023-12-30 03:49:04,216 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 14:03:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 0.9701, loss: 0.9701 +2023-12-30 03:49:26,662 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 14:03:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 0.9139, loss: 0.9139 +2023-12-30 03:49:49,139 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 14:02:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9669, loss_cls: 0.9785, loss: 0.9785 +2023-12-30 03:50:11,664 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 14:02:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 1.0137, loss: 1.0137 +2023-12-30 03:50:34,092 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 14:02:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 0.9715, loss: 0.9715 +2023-12-30 03:50:56,461 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 14:01:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 1.0235, loss: 1.0235 +2023-12-30 03:51:18,909 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 14:01:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 0.8999, loss: 0.8999 +2023-12-30 03:51:41,418 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 14:00:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 0.9952, loss: 0.9952 +2023-12-30 03:51:50,865 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-30 03:55:24,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 03:55:25,327 - pyskl - INFO - +top1_acc 0.7610 +top5_acc 0.9450 +2023-12-30 03:55:25,331 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_90.pth was removed +2023-12-30 03:55:25,462 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2023-12-30 03:55:25,464 - pyskl - INFO - Best top1_acc is 0.7610 at 94 epoch. +2023-12-30 03:55:25,486 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7610, top5_acc: 0.9450 +2023-12-30 03:56:09,178 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 14:00:34, time: 0.437, data_time: 0.213, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9706, loss_cls: 0.9050, loss: 0.9050 +2023-12-30 03:56:31,507 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 14:00:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 0.8822, loss: 0.8822 +2023-12-30 03:56:53,930 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 13:59:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.9132, loss: 0.9132 +2023-12-30 03:57:16,335 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 13:59:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.8773, loss: 0.8773 +2023-12-30 03:57:38,696 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 13:59:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 0.8322, loss: 0.8322 +2023-12-30 03:58:01,083 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 13:58:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 0.9014, loss: 0.9014 +2023-12-30 03:58:23,456 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 13:58:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 0.9281, loss: 0.9281 +2023-12-30 03:58:45,805 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 13:57:52, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.8978, loss: 0.8978 +2023-12-30 03:59:08,208 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 13:57:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 0.9190, loss: 0.9190 +2023-12-30 03:59:30,640 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 13:57:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.9050, loss: 0.9050 +2023-12-30 03:59:53,102 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 13:56:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 0.8135, loss: 0.8135 +2023-12-30 04:00:15,574 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 13:56:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 0.9996, loss: 0.9996 +2023-12-30 04:00:37,913 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 13:55:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 0.9124, loss: 0.9124 +2023-12-30 04:01:00,280 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 13:55:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.9557, loss: 0.9557 +2023-12-30 04:01:22,676 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 13:55:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.8586, loss: 0.8586 +2023-12-30 04:01:45,094 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 13:54:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9669, loss_cls: 0.9410, loss: 0.9410 +2023-12-30 04:02:07,483 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 13:54:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 0.9657, loss: 0.9657 +2023-12-30 04:02:29,864 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 13:54:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 0.9322, loss: 0.9322 +2023-12-30 04:02:52,244 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 13:53:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.9296, loss: 0.9296 +2023-12-30 04:03:14,583 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 13:53:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.9372, loss: 0.9372 +2023-12-30 04:03:36,935 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 13:52:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.9856, loss: 0.9856 +2023-12-30 04:03:59,339 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 13:52:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.8696, loss: 0.8696 +2023-12-30 04:04:21,726 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 13:52:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 0.9112, loss: 0.9112 +2023-12-30 04:04:44,123 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 13:51:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.9326, loss: 0.9326 +2023-12-30 04:05:06,557 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 13:51:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 0.9214, loss: 0.9214 +2023-12-30 04:05:28,896 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 13:50:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 0.8989, loss: 0.8989 +2023-12-30 04:05:51,388 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 13:50:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 0.9804, loss: 0.9804 +2023-12-30 04:06:13,799 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 13:50:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.9604, loss: 0.9604 +2023-12-30 04:06:36,132 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 13:49:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 1.0080, loss: 1.0080 +2023-12-30 04:06:58,445 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 13:49:23, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 0.9851, loss: 0.9851 +2023-12-30 04:07:20,763 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 13:49:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.9998, loss: 0.9998 +2023-12-30 04:07:43,064 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 13:48:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 0.9733, loss: 0.9733 +2023-12-30 04:08:05,399 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 13:48:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.8823, loss: 0.8823 +2023-12-30 04:08:27,735 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 13:47:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 0.9559, loss: 0.9559 +2023-12-30 04:08:50,099 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 13:47:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 0.9654, loss: 0.9654 +2023-12-30 04:09:12,482 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 13:47:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9712, loss_cls: 0.9183, loss: 0.9183 +2023-12-30 04:09:34,874 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 13:46:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 0.9329, loss: 0.9329 +2023-12-30 04:09:57,295 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 13:46:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 0.9811, loss: 0.9811 +2023-12-30 04:10:19,665 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 13:45:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 0.9133, loss: 0.9133 +2023-12-30 04:10:29,100 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-30 04:14:02,742 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 04:14:03,236 - pyskl - INFO - +top1_acc 0.7339 +top5_acc 0.9442 +2023-12-30 04:14:03,256 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.7339, top5_acc: 0.9442 +2023-12-30 04:14:47,288 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 13:45:29, time: 0.440, data_time: 0.217, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 0.9059, loss: 0.9059 +2023-12-30 04:15:09,644 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 13:45:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.9297, loss: 0.9297 +2023-12-30 04:15:31,991 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 13:44:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 0.8725, loss: 0.8725 +2023-12-30 04:15:54,318 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 13:44:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.9354, loss: 0.9354 +2023-12-30 04:16:16,700 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 13:43:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 0.9253, loss: 0.9253 +2023-12-30 04:16:39,106 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 13:43:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 0.9059, loss: 0.9059 +2023-12-30 04:17:01,531 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 13:43:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 0.8942, loss: 0.8942 +2023-12-30 04:17:23,930 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 13:42:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 0.8418, loss: 0.8418 +2023-12-30 04:17:46,324 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 13:42:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 0.8745, loss: 0.8745 +2023-12-30 04:18:08,757 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 13:42:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.8710, loss: 0.8710 +2023-12-30 04:18:31,258 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 13:41:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.9050, loss: 0.9050 +2023-12-30 04:18:53,780 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 13:41:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 0.8430, loss: 0.8430 +2023-12-30 04:19:16,249 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 13:40:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 0.9117, loss: 0.9117 +2023-12-30 04:19:38,681 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 13:40:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.9133, loss: 0.9133 +2023-12-30 04:20:01,109 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 13:40:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 0.9891, loss: 0.9891 +2023-12-30 04:20:23,523 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 13:39:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.8546, loss: 0.8546 +2023-12-30 04:20:45,939 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 13:39:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 0.8884, loss: 0.8884 +2023-12-30 04:21:08,260 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 13:38:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.8880, loss: 0.8880 +2023-12-30 04:21:30,560 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 13:38:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9675, loss_cls: 0.9292, loss: 0.9292 +2023-12-30 04:21:52,941 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 13:38:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 0.9187, loss: 0.9187 +2023-12-30 04:22:15,286 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 13:37:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 0.9690, loss: 0.9690 +2023-12-30 04:22:37,644 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 13:37:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 1.0186, loss: 1.0186 +2023-12-30 04:23:00,084 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 13:37:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 0.8804, loss: 0.8804 +2023-12-30 04:23:22,586 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 13:36:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 0.9801, loss: 0.9801 +2023-12-30 04:23:45,082 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 13:36:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 0.8981, loss: 0.8981 +2023-12-30 04:24:07,643 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 13:35:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.8323, loss: 0.8323 +2023-12-30 04:24:30,082 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 13:35:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 1.0252, loss: 1.0252 +2023-12-30 04:24:52,457 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 13:35:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.9506, loss: 0.9506 +2023-12-30 04:25:14,818 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 13:34:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.9020, loss: 0.9020 +2023-12-30 04:25:37,287 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 13:34:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.8527, loss: 0.8527 +2023-12-30 04:25:59,658 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 13:33:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 0.9095, loss: 0.9095 +2023-12-30 04:26:22,045 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 13:33:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 1.0055, loss: 1.0055 +2023-12-30 04:26:44,443 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 13:33:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.9762, loss: 0.9762 +2023-12-30 04:27:06,817 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 13:32:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.9183, loss: 0.9183 +2023-12-30 04:27:29,182 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 13:32:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 0.9642, loss: 0.9642 +2023-12-30 04:27:51,681 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 13:32:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9625, loss_cls: 1.0013, loss: 1.0013 +2023-12-30 04:28:14,106 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 13:31:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 1.0066, loss: 1.0066 +2023-12-30 04:28:36,482 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 13:31:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 0.8592, loss: 0.8592 +2023-12-30 04:28:58,917 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 13:30:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 0.8329, loss: 0.8329 +2023-12-30 04:29:08,397 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-30 04:32:42,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 04:32:43,089 - pyskl - INFO - +top1_acc 0.7282 +top5_acc 0.9243 +2023-12-30 04:32:43,113 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.7282, top5_acc: 0.9243 +2023-12-30 04:33:27,741 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 13:30:26, time: 0.446, data_time: 0.223, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 0.8050, loss: 0.8050 +2023-12-30 04:33:50,197 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 13:30:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.8914, loss: 0.8914 +2023-12-30 04:34:12,565 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 13:29:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 0.9600, loss: 0.9600 +2023-12-30 04:34:34,903 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 13:29:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 0.8525, loss: 0.8525 +2023-12-30 04:34:57,337 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 13:28:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.7945, loss: 0.7945 +2023-12-30 04:35:19,699 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 13:28:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 0.8702, loss: 0.8702 +2023-12-30 04:35:42,089 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 13:28:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.8950, loss: 0.8950 +2023-12-30 04:36:04,451 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 13:27:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9700, loss_cls: 0.9326, loss: 0.9326 +2023-12-30 04:36:26,853 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 13:27:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9744, loss_cls: 0.8408, loss: 0.8408 +2023-12-30 04:36:49,241 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 13:26:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 0.8166, loss: 0.8166 +2023-12-30 04:37:11,677 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 13:26:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 0.9047, loss: 0.9047 +2023-12-30 04:37:34,141 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 13:26:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 0.9188, loss: 0.9188 +2023-12-30 04:37:56,571 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 13:25:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.8643, loss: 0.8643 +2023-12-30 04:38:18,931 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 13:25:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 0.8046, loss: 0.8046 +2023-12-30 04:38:41,236 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 13:25:02, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9712, loss_cls: 0.8842, loss: 0.8842 +2023-12-30 04:39:03,549 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 13:24:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 0.8644, loss: 0.8644 +2023-12-30 04:39:25,884 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 13:24:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 0.8888, loss: 0.8888 +2023-12-30 04:39:48,285 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 13:23:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9731, loss_cls: 0.8587, loss: 0.8587 +2023-12-30 04:40:10,686 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 13:23:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 0.9275, loss: 0.9275 +2023-12-30 04:40:33,166 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 13:23:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.8504, loss: 0.8504 +2023-12-30 04:40:55,588 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 13:22:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.9622, loss: 0.9622 +2023-12-30 04:41:18,017 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 13:22:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 0.9371, loss: 0.9371 +2023-12-30 04:41:40,441 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 13:21:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.8917, loss: 0.8917 +2023-12-30 04:42:02,866 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 13:21:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 0.8710, loss: 0.8710 +2023-12-30 04:42:25,200 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 13:21:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.8902, loss: 0.8902 +2023-12-30 04:42:47,571 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 13:20:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.9563, loss: 0.9563 +2023-12-30 04:43:10,026 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 13:20:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9663, loss_cls: 0.9095, loss: 0.9095 +2023-12-30 04:43:32,592 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 13:20:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 0.9083, loss: 0.9083 +2023-12-30 04:43:55,004 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 13:19:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.8489, loss: 0.8489 +2023-12-30 04:44:17,514 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 13:19:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 0.9006, loss: 0.9006 +2023-12-30 04:44:39,930 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 13:18:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9688, loss_cls: 0.9330, loss: 0.9330 +2023-12-30 04:45:02,479 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 13:18:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 0.8941, loss: 0.8941 +2023-12-30 04:45:24,892 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 13:18:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.9686, loss: 0.9686 +2023-12-30 04:45:47,297 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 13:17:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 1.0153, loss: 1.0153 +2023-12-30 04:46:09,678 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 13:17:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 0.9031, loss: 0.9031 +2023-12-30 04:46:32,093 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 13:16:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 0.8427, loss: 0.8427 +2023-12-30 04:46:54,572 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 13:16:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 1.0643, loss: 1.0643 +2023-12-30 04:47:17,055 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 13:16:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.9248, loss: 0.9248 +2023-12-30 04:47:39,461 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 13:15:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.9083, loss: 0.9083 +2023-12-30 04:47:48,807 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-30 04:51:23,937 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 04:51:24,479 - pyskl - INFO - +top1_acc 0.7550 +top5_acc 0.9454 +2023-12-30 04:51:24,500 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.7550, top5_acc: 0.9454 +2023-12-30 04:52:08,989 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 13:15:22, time: 0.445, data_time: 0.222, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.8104, loss: 0.8104 +2023-12-30 04:52:31,376 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 13:14:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 0.8587, loss: 0.8587 +2023-12-30 04:52:53,749 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 13:14:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 0.7555, loss: 0.7555 +2023-12-30 04:53:16,154 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 13:14:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9706, loss_cls: 0.8523, loss: 0.8523 +2023-12-30 04:53:38,543 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 13:13:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 0.8198, loss: 0.8198 +2023-12-30 04:54:00,981 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 13:13:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 0.8126, loss: 0.8126 +2023-12-30 04:54:23,462 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 13:13:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.8534, loss: 0.8534 +2023-12-30 04:54:45,865 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 13:12:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.7338, loss: 0.7338 +2023-12-30 04:55:08,273 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 13:12:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 0.8850, loss: 0.8850 +2023-12-30 04:55:30,643 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 13:11:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 0.7995, loss: 0.7995 +2023-12-30 04:55:52,998 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 13:11:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.8180, loss: 0.8180 +2023-12-30 04:56:15,323 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 13:11:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 0.8785, loss: 0.8785 +2023-12-30 04:56:37,692 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 13:10:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.8349, loss: 0.8349 +2023-12-30 04:57:00,005 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 13:10:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 0.8648, loss: 0.8648 +2023-12-30 04:57:22,361 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 13:09:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.8633, loss: 0.8633 +2023-12-30 04:57:44,877 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 13:09:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9700, loss_cls: 0.8888, loss: 0.8888 +2023-12-30 04:58:07,309 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 13:09:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.8906, loss: 0.8906 +2023-12-30 04:58:29,687 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 13:08:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 0.8315, loss: 0.8315 +2023-12-30 04:58:52,000 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 13:08:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9669, loss_cls: 0.9132, loss: 0.9132 +2023-12-30 04:59:14,391 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 13:08:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 0.8724, loss: 0.8724 +2023-12-30 04:59:36,838 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 13:07:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 0.9377, loss: 0.9377 +2023-12-30 04:59:59,184 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 13:07:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 0.9344, loss: 0.9344 +2023-12-30 05:00:21,629 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 13:06:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.9137, loss: 0.9137 +2023-12-30 05:00:44,076 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 13:06:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9688, loss_cls: 0.9546, loss: 0.9546 +2023-12-30 05:01:06,451 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 13:06:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.8885, loss: 0.8885 +2023-12-30 05:01:28,872 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 13:05:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 0.8941, loss: 0.8941 +2023-12-30 05:01:51,412 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 13:05:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 0.9205, loss: 0.9205 +2023-12-30 05:02:13,934 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 13:04:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 0.9298, loss: 0.9298 +2023-12-30 05:02:36,377 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 13:04:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 0.9444, loss: 0.9444 +2023-12-30 05:02:58,812 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 13:04:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.8581, loss: 0.8581 +2023-12-30 05:03:21,211 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 13:03:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9700, loss_cls: 0.9235, loss: 0.9235 +2023-12-30 05:03:43,577 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 13:03:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 0.8629, loss: 0.8629 +2023-12-30 05:04:05,925 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 13:03:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 0.9426, loss: 0.9426 +2023-12-30 05:04:28,340 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 13:02:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 0.8655, loss: 0.8655 +2023-12-30 05:04:50,844 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 13:02:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.8753, loss: 0.8753 +2023-12-30 05:05:13,309 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 13:01:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 0.9595, loss: 0.9595 +2023-12-30 05:05:35,792 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 13:01:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9688, loss_cls: 0.8935, loss: 0.8935 +2023-12-30 05:05:58,197 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 13:01:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.9069, loss: 0.9069 +2023-12-30 05:06:20,555 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 13:00:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 0.8941, loss: 0.8941 +2023-12-30 05:06:29,931 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-30 05:10:04,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 05:10:05,252 - pyskl - INFO - +top1_acc 0.7546 +top5_acc 0.9456 +2023-12-30 05:10:05,277 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.7546, top5_acc: 0.9456 +2023-12-30 05:10:50,185 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 13:00:19, time: 0.449, data_time: 0.226, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.8504, loss: 0.8504 +2023-12-30 05:11:12,487 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 12:59:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.8224, loss: 0.8224 +2023-12-30 05:11:34,853 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 12:59:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 0.8430, loss: 0.8430 +2023-12-30 05:11:57,230 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 12:59:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 0.7993, loss: 0.7993 +2023-12-30 05:12:19,563 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 12:58:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.8261, loss: 0.8261 +2023-12-30 05:12:41,858 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 12:58:23, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.7447, loss: 0.7447 +2023-12-30 05:13:04,181 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 12:58:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 0.8362, loss: 0.8362 +2023-12-30 05:13:26,519 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 12:57:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 0.8450, loss: 0.8450 +2023-12-30 05:13:48,860 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 12:57:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 0.9191, loss: 0.9191 +2023-12-30 05:14:11,250 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 12:56:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 0.8284, loss: 0.8284 +2023-12-30 05:14:33,641 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 12:56:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 0.8161, loss: 0.8161 +2023-12-30 05:14:56,073 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 12:56:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 0.8098, loss: 0.8098 +2023-12-30 05:15:18,609 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 12:55:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 0.8482, loss: 0.8482 +2023-12-30 05:15:41,089 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 12:55:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.8740, loss: 0.8740 +2023-12-30 05:16:03,470 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 12:54:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 0.8268, loss: 0.8268 +2023-12-30 05:16:25,840 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 12:54:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.8772, loss: 0.8772 +2023-12-30 05:16:48,295 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 12:54:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9769, loss_cls: 0.7657, loss: 0.7657 +2023-12-30 05:17:10,738 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 12:53:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.8176, loss: 0.8176 +2023-12-30 05:17:33,059 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 12:53:23, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 0.8941, loss: 0.8941 +2023-12-30 05:17:55,386 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 12:53:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 0.8745, loss: 0.8745 +2023-12-30 05:18:17,714 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 12:52:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 0.8714, loss: 0.8714 +2023-12-30 05:18:40,136 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 12:52:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.8677, loss: 0.8677 +2023-12-30 05:19:02,520 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 12:51:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.8706, loss: 0.8706 +2023-12-30 05:19:24,964 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 12:51:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 0.8784, loss: 0.8784 +2023-12-30 05:19:47,476 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 12:51:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.9297, loss: 0.9297 +2023-12-30 05:20:09,951 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 12:50:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 0.8664, loss: 0.8664 +2023-12-30 05:20:32,384 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 12:50:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.8203, loss: 0.8203 +2023-12-30 05:20:54,834 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 12:49:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9738, loss_cls: 0.8457, loss: 0.8457 +2023-12-30 05:21:17,270 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 12:49:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 0.8934, loss: 0.8934 +2023-12-30 05:21:39,699 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 12:49:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.8010, loss: 0.8010 +2023-12-30 05:22:02,056 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 12:48:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.8336, loss: 0.8336 +2023-12-30 05:22:24,443 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 12:48:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.9380, loss: 0.9380 +2023-12-30 05:22:46,861 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 12:48:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9694, loss_cls: 0.8926, loss: 0.8926 +2023-12-30 05:23:09,352 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 12:47:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9725, loss_cls: 0.8966, loss: 0.8966 +2023-12-30 05:23:31,865 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 12:47:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.9144, loss: 0.9144 +2023-12-30 05:23:54,356 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 12:46:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.8561, loss: 0.8561 +2023-12-30 05:24:16,764 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 12:46:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9688, loss_cls: 0.9200, loss: 0.9200 +2023-12-30 05:24:39,116 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 12:46:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 0.9333, loss: 0.9333 +2023-12-30 05:25:01,518 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 12:45:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.8357, loss: 0.8357 +2023-12-30 05:25:10,897 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-30 05:28:45,446 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 05:28:45,954 - pyskl - INFO - +top1_acc 0.7521 +top5_acc 0.9433 +2023-12-30 05:28:45,977 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.7521, top5_acc: 0.9433 +2023-12-30 05:29:30,751 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 12:45:16, time: 0.448, data_time: 0.224, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.8278, loss: 0.8278 +2023-12-30 05:29:53,147 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 12:44:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.7998, loss: 0.7998 +2023-12-30 05:30:15,489 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 12:44:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 0.7933, loss: 0.7933 +2023-12-30 05:30:37,873 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 12:44:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 0.7345, loss: 0.7345 +2023-12-30 05:31:00,309 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 12:43:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.8326, loss: 0.8326 +2023-12-30 05:31:22,808 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 12:43:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.8174, loss: 0.8174 +2023-12-30 05:31:45,262 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 12:42:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 0.8021, loss: 0.8021 +2023-12-30 05:32:07,797 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 12:42:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 0.7925, loss: 0.7925 +2023-12-30 05:32:30,274 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 12:42:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 0.7816, loss: 0.7816 +2023-12-30 05:32:52,665 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 12:41:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.8390, loss: 0.8390 +2023-12-30 05:33:15,068 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 12:41:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.8728, loss: 0.8728 +2023-12-30 05:33:37,464 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 12:41:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.8072, loss: 0.8072 +2023-12-30 05:33:59,876 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 12:40:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 0.7741, loss: 0.7741 +2023-12-30 05:34:22,317 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 12:40:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9706, loss_cls: 0.8895, loss: 0.8895 +2023-12-30 05:34:44,678 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 12:39:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.8186, loss: 0.8186 +2023-12-30 05:35:07,058 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 12:39:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 0.8420, loss: 0.8420 +2023-12-30 05:35:29,607 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 12:39:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 0.8185, loss: 0.8185 +2023-12-30 05:35:52,127 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 12:38:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 0.9007, loss: 0.9007 +2023-12-30 05:36:14,648 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 12:38:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.8442, loss: 0.8442 +2023-12-30 05:36:37,135 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 12:37:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.8290, loss: 0.8290 +2023-12-30 05:36:59,598 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 12:37:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 0.8975, loss: 0.8975 +2023-12-30 05:37:22,032 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 12:37:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.8268, loss: 0.8268 +2023-12-30 05:37:44,487 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 12:36:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.7867, loss: 0.7867 +2023-12-30 05:38:07,029 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 12:36:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 0.7510, loss: 0.7510 +2023-12-30 05:38:29,420 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 12:36:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.7715, loss: 0.7715 +2023-12-30 05:38:51,832 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 12:35:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9669, loss_cls: 0.9017, loss: 0.9017 +2023-12-30 05:39:14,211 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 12:35:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 0.8956, loss: 0.8956 +2023-12-30 05:39:36,699 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 12:34:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 0.8926, loss: 0.8926 +2023-12-30 05:39:59,183 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 12:34:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 0.8480, loss: 0.8480 +2023-12-30 05:40:21,614 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 12:34:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.8453, loss: 0.8453 +2023-12-30 05:40:44,052 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 12:33:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9700, loss_cls: 0.8664, loss: 0.8664 +2023-12-30 05:41:06,392 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 12:33:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 0.9117, loss: 0.9117 +2023-12-30 05:41:28,755 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 12:32:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 0.8669, loss: 0.8669 +2023-12-30 05:41:51,235 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 12:32:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.7892, loss: 0.7892 +2023-12-30 05:42:13,572 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 12:32:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 0.8890, loss: 0.8890 +2023-12-30 05:42:35,923 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 12:31:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.9141, loss: 0.9141 +2023-12-30 05:42:58,386 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 12:31:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 0.9179, loss: 0.9179 +2023-12-30 05:43:20,865 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 12:31:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9731, loss_cls: 0.8416, loss: 0.8416 +2023-12-30 05:43:43,425 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 12:30:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.8562, loss: 0.8562 +2023-12-30 05:43:52,774 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-30 05:47:29,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 05:47:30,013 - pyskl - INFO - +top1_acc 0.7479 +top5_acc 0.9386 +2023-12-30 05:47:30,033 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.7479, top5_acc: 0.9386 +2023-12-30 05:48:15,146 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 12:30:13, time: 0.451, data_time: 0.226, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9769, loss_cls: 0.7775, loss: 0.7775 +2023-12-30 05:48:37,597 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 12:29:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 0.7857, loss: 0.7857 +2023-12-30 05:49:00,024 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 12:29:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 0.8274, loss: 0.8274 +2023-12-30 05:49:22,483 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 12:29:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.7736, loss: 0.7736 +2023-12-30 05:49:45,153 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 12:28:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 0.7613, loss: 0.7613 +2023-12-30 05:50:07,798 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 12:28:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 0.8289, loss: 0.8289 +2023-12-30 05:50:30,370 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 12:27:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9738, loss_cls: 0.7975, loss: 0.7975 +2023-12-30 05:50:52,857 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 12:27:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9712, loss_cls: 0.8207, loss: 0.8207 +2023-12-30 05:51:15,244 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 12:27:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9806, loss_cls: 0.7282, loss: 0.7282 +2023-12-30 05:51:37,641 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 12:26:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9744, loss_cls: 0.8537, loss: 0.8537 +2023-12-30 05:52:00,216 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 12:26:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 0.7801, loss: 0.7801 +2023-12-30 05:52:22,671 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 12:26:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 0.8624, loss: 0.8624 +2023-12-30 05:52:45,043 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 12:25:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 0.8829, loss: 0.8829 +2023-12-30 05:53:07,568 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 12:25:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 0.8413, loss: 0.8413 +2023-12-30 05:53:30,169 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 12:24:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9725, loss_cls: 0.8356, loss: 0.8356 +2023-12-30 05:53:52,602 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 12:24:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.7329, loss: 0.7329 +2023-12-30 05:54:14,944 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 12:24:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.8219, loss: 0.8219 +2023-12-30 05:54:37,238 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 12:23:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.8610, loss: 0.8610 +2023-12-30 05:54:59,529 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 12:23:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 0.7954, loss: 0.7954 +2023-12-30 05:55:21,858 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 12:22:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.8301, loss: 0.8301 +2023-12-30 05:55:44,352 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 12:22:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 0.8740, loss: 0.8740 +2023-12-30 05:56:06,738 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 12:22:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9888, loss_cls: 0.7853, loss: 0.7853 +2023-12-30 05:56:29,122 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 12:21:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 0.9003, loss: 0.9003 +2023-12-30 05:56:51,501 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 12:21:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 0.9351, loss: 0.9351 +2023-12-30 05:57:13,919 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 12:21:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 0.8470, loss: 0.8470 +2023-12-30 05:57:36,340 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 12:20:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9731, loss_cls: 0.8507, loss: 0.8507 +2023-12-30 05:57:58,709 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 12:20:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 0.8965, loss: 0.8965 +2023-12-30 05:58:21,149 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 12:19:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 0.8422, loss: 0.8422 +2023-12-30 05:58:43,549 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 12:19:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 0.8723, loss: 0.8723 +2023-12-30 05:59:05,961 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 12:19:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 0.8177, loss: 0.8177 +2023-12-30 05:59:28,320 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 12:18:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 0.8150, loss: 0.8150 +2023-12-30 05:59:50,810 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 12:18:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.8186, loss: 0.8186 +2023-12-30 06:00:13,298 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 12:17:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 0.8857, loss: 0.8857 +2023-12-30 06:00:35,786 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 12:17:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.7617, loss: 0.7617 +2023-12-30 06:00:58,157 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 12:17:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 0.8325, loss: 0.8325 +2023-12-30 06:01:20,523 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 12:16:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.9297, loss: 0.9297 +2023-12-30 06:01:42,886 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 12:16:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 0.8405, loss: 0.8405 +2023-12-30 06:02:05,313 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 12:16:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.8826, loss: 0.8826 +2023-12-30 06:02:27,699 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 12:15:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 0.8841, loss: 0.8841 +2023-12-30 06:02:37,119 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-30 06:06:12,548 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 06:06:13,153 - pyskl - INFO - +top1_acc 0.7653 +top5_acc 0.9434 +2023-12-30 06:06:13,158 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_94.pth was removed +2023-12-30 06:06:13,296 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2023-12-30 06:06:13,298 - pyskl - INFO - Best top1_acc is 0.7653 at 101 epoch. +2023-12-30 06:06:13,324 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.7653, top5_acc: 0.9434 +2023-12-30 06:06:57,254 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 12:15:11, time: 0.439, data_time: 0.216, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6739, loss: 0.6739 +2023-12-30 06:07:19,602 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 12:14:48, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.7651, loss: 0.7651 +2023-12-30 06:07:41,954 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 12:14:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.7781, loss: 0.7781 +2023-12-30 06:08:04,330 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 12:14:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.7847, loss: 0.7847 +2023-12-30 06:08:26,775 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 12:13:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.8374, loss: 0.8374 +2023-12-30 06:08:49,136 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 12:13:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.7761, loss: 0.7761 +2023-12-30 06:09:11,488 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 12:12:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.8010, loss: 0.8010 +2023-12-30 06:09:33,919 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 12:12:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.8933, loss: 0.8933 +2023-12-30 06:09:56,423 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 12:12:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 0.7984, loss: 0.7984 +2023-12-30 06:10:18,885 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 12:11:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.7552, loss: 0.7552 +2023-12-30 06:10:41,372 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 12:11:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 0.8093, loss: 0.8093 +2023-12-30 06:11:03,832 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 12:10:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 0.7389, loss: 0.7389 +2023-12-30 06:11:26,267 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 12:10:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.8110, loss: 0.8110 +2023-12-30 06:11:48,808 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 12:10:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.8607, loss: 0.8607 +2023-12-30 06:12:11,276 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 12:09:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 0.8162, loss: 0.8162 +2023-12-30 06:12:33,598 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 12:09:25, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 0.7681, loss: 0.7681 +2023-12-30 06:12:55,965 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 12:09:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9731, loss_cls: 0.7585, loss: 0.7585 +2023-12-30 06:13:18,321 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 12:08:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9725, loss_cls: 0.8403, loss: 0.8403 +2023-12-30 06:13:40,661 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 12:08:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.7584, loss: 0.7584 +2023-12-30 06:14:03,003 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 12:07:52, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.7765, loss: 0.7765 +2023-12-30 06:14:25,350 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 12:07:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.8153, loss: 0.8153 +2023-12-30 06:14:47,697 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 12:07:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.8191, loss: 0.8191 +2023-12-30 06:15:10,063 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 12:06:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9688, loss_cls: 0.8473, loss: 0.8473 +2023-12-30 06:15:32,436 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 12:06:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.8142, loss: 0.8142 +2023-12-30 06:15:54,799 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 12:05:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 0.7637, loss: 0.7637 +2023-12-30 06:16:17,211 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 12:05:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.7773, loss: 0.7773 +2023-12-30 06:16:39,518 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 12:05:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 0.7969, loss: 0.7969 +2023-12-30 06:17:01,901 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 12:04:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 0.8389, loss: 0.8389 +2023-12-30 06:17:24,225 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 12:04:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 0.8490, loss: 0.8490 +2023-12-30 06:17:46,556 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 12:04:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 0.8592, loss: 0.8592 +2023-12-30 06:18:08,882 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 12:03:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.8369, loss: 0.8369 +2023-12-30 06:18:31,187 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 12:03:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 0.7980, loss: 0.7980 +2023-12-30 06:18:53,507 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 12:02:52, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.8406, loss: 0.8406 +2023-12-30 06:19:15,986 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 12:02:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.8730, loss: 0.8730 +2023-12-30 06:19:38,489 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 12:02:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.8342, loss: 0.8342 +2023-12-30 06:20:00,950 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 12:01:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 0.8793, loss: 0.8793 +2023-12-30 06:20:23,398 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 12:01:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.7856, loss: 0.7856 +2023-12-30 06:20:45,841 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 12:00:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 0.8456, loss: 0.8456 +2023-12-30 06:21:08,327 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 12:00:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9712, loss_cls: 0.8433, loss: 0.8433 +2023-12-30 06:21:17,711 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-30 06:24:52,114 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 06:24:52,625 - pyskl - INFO - +top1_acc 0.7548 +top5_acc 0.9405 +2023-12-30 06:24:52,648 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.7548, top5_acc: 0.9405 +2023-12-30 06:25:37,374 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 12:00:08, time: 0.447, data_time: 0.222, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 0.7481, loss: 0.7481 +2023-12-30 06:25:59,910 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 11:59:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.6515, loss: 0.6515 +2023-12-30 06:26:22,330 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 11:59:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.7619, loss: 0.7619 +2023-12-30 06:26:44,746 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 11:58:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 0.7589, loss: 0.7589 +2023-12-30 06:27:07,185 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 11:58:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.7679, loss: 0.7679 +2023-12-30 06:27:29,617 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 11:58:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 0.8005, loss: 0.8005 +2023-12-30 06:27:52,018 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 11:57:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.7620, loss: 0.7620 +2023-12-30 06:28:14,431 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 11:57:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9781, loss_cls: 0.7731, loss: 0.7731 +2023-12-30 06:28:36,826 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 11:57:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.8158, loss: 0.8158 +2023-12-30 06:28:59,284 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 11:56:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 0.7369, loss: 0.7369 +2023-12-30 06:29:21,673 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 11:56:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 0.7723, loss: 0.7723 +2023-12-30 06:29:44,163 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 11:55:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.7672, loss: 0.7672 +2023-12-30 06:30:06,670 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 11:55:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.7760, loss: 0.7760 +2023-12-30 06:30:29,252 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 11:55:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 0.7515, loss: 0.7515 +2023-12-30 06:30:51,737 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 11:54:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9700, loss_cls: 0.8879, loss: 0.8879 +2023-12-30 06:31:14,193 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 11:54:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9762, loss_cls: 0.7603, loss: 0.7603 +2023-12-30 06:31:36,635 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 11:53:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.8092, loss: 0.8092 +2023-12-30 06:31:59,053 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 11:53:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.7905, loss: 0.7905 +2023-12-30 06:32:21,372 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 11:53:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.7852, loss: 0.7852 +2023-12-30 06:32:43,889 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 11:52:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9769, loss_cls: 0.7955, loss: 0.7955 +2023-12-30 06:33:06,258 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 11:52:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.7819, loss: 0.7819 +2023-12-30 06:33:28,642 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 11:52:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 0.7859, loss: 0.7859 +2023-12-30 06:33:51,008 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 11:51:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 0.8306, loss: 0.8306 +2023-12-30 06:34:13,392 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 11:51:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 0.7920, loss: 0.7920 +2023-12-30 06:34:35,810 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 11:50:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9706, loss_cls: 0.8468, loss: 0.8468 +2023-12-30 06:34:58,216 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 11:50:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7921, loss: 0.7921 +2023-12-30 06:35:20,629 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 11:50:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9769, loss_cls: 0.7794, loss: 0.7794 +2023-12-30 06:35:43,059 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 11:49:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9756, loss_cls: 0.7949, loss: 0.7949 +2023-12-30 06:36:05,462 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 11:49:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.7882, loss: 0.7882 +2023-12-30 06:36:28,015 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 11:48:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.7569, loss: 0.7569 +2023-12-30 06:36:50,514 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 11:48:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.8072, loss: 0.8072 +2023-12-30 06:37:12,945 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 11:48:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 0.8208, loss: 0.8208 +2023-12-30 06:37:35,410 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 11:47:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 0.9295, loss: 0.9295 +2023-12-30 06:37:57,815 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 11:47:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9675, loss_cls: 0.8588, loss: 0.8588 +2023-12-30 06:38:20,303 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 11:47:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.8537, loss: 0.8537 +2023-12-30 06:38:42,688 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 11:46:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 0.9067, loss: 0.9067 +2023-12-30 06:39:05,126 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 11:46:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.8405, loss: 0.8405 +2023-12-30 06:39:27,581 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 11:45:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.8629, loss: 0.8629 +2023-12-30 06:39:49,996 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 11:45:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7601, loss: 0.7601 +2023-12-30 06:39:59,298 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-30 06:43:33,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 06:43:34,500 - pyskl - INFO - +top1_acc 0.7592 +top5_acc 0.9510 +2023-12-30 06:43:34,525 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.7592, top5_acc: 0.9510 +2023-12-30 06:44:18,794 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 11:45:05, time: 0.443, data_time: 0.218, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.7368, loss: 0.7368 +2023-12-30 06:44:41,224 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 11:44:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9762, loss_cls: 0.7566, loss: 0.7566 +2023-12-30 06:45:03,595 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 11:44:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 0.7330, loss: 0.7330 +2023-12-30 06:45:25,973 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 11:43:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 0.6772, loss: 0.6772 +2023-12-30 06:45:48,360 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 11:43:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 0.7497, loss: 0.7497 +2023-12-30 06:46:10,914 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 11:43:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.7798, loss: 0.7798 +2023-12-30 06:46:33,293 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 11:42:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.7262, loss: 0.7262 +2023-12-30 06:46:55,607 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 11:42:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.7048, loss: 0.7048 +2023-12-30 06:47:17,914 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 11:42:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 0.7949, loss: 0.7949 +2023-12-30 06:47:40,245 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 11:41:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9756, loss_cls: 0.7607, loss: 0.7607 +2023-12-30 06:48:02,577 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 11:41:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 0.7706, loss: 0.7706 +2023-12-30 06:48:24,957 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 11:40:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.6603, loss: 0.6603 +2023-12-30 06:48:47,469 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 11:40:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 0.7639, loss: 0.7639 +2023-12-30 06:49:10,023 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 11:40:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.7488, loss: 0.7488 +2023-12-30 06:49:32,544 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 11:39:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.8254, loss: 0.8254 +2023-12-30 06:49:55,031 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 11:39:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 0.6714, loss: 0.6714 +2023-12-30 06:50:17,457 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 11:38:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.8209, loss: 0.8209 +2023-12-30 06:50:39,988 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 11:38:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.7387, loss: 0.7387 +2023-12-30 06:51:02,512 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 11:38:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 0.8212, loss: 0.8212 +2023-12-30 06:51:24,967 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 11:37:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.7704, loss: 0.7704 +2023-12-30 06:51:47,369 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 11:37:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.7601, loss: 0.7601 +2023-12-30 06:52:09,709 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 11:37:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 0.7424, loss: 0.7424 +2023-12-30 06:52:32,050 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 11:36:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 0.6776, loss: 0.6776 +2023-12-30 06:52:54,332 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 11:36:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 0.8360, loss: 0.8360 +2023-12-30 06:53:16,612 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 11:35:52, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 0.7901, loss: 0.7901 +2023-12-30 06:53:38,950 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 11:35:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.8229, loss: 0.8229 +2023-12-30 06:54:01,283 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 11:35:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 0.7524, loss: 0.7524 +2023-12-30 06:54:23,629 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 11:34:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 0.7859, loss: 0.7859 +2023-12-30 06:54:46,024 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 11:34:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 0.7853, loss: 0.7853 +2023-12-30 06:55:08,424 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 11:33:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 0.7892, loss: 0.7892 +2023-12-30 06:55:30,797 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 11:33:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.7666, loss: 0.7666 +2023-12-30 06:55:53,159 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 11:33:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 0.7255, loss: 0.7255 +2023-12-30 06:56:15,575 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 11:32:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 0.7833, loss: 0.7833 +2023-12-30 06:56:37,973 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 11:32:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.8312, loss: 0.8312 +2023-12-30 06:57:00,360 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 11:32:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9744, loss_cls: 0.8112, loss: 0.8112 +2023-12-30 06:57:22,775 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 11:31:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.8175, loss: 0.8175 +2023-12-30 06:57:45,258 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 11:31:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9738, loss_cls: 0.8083, loss: 0.8083 +2023-12-30 06:58:07,666 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 11:30:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.7501, loss: 0.7501 +2023-12-30 06:58:30,051 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 11:30:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.8070, loss: 0.8070 +2023-12-30 06:58:39,475 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-30 07:02:14,103 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 07:02:14,678 - pyskl - INFO - +top1_acc 0.7416 +top5_acc 0.9367 +2023-12-30 07:02:14,702 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.7416, top5_acc: 0.9367 +2023-12-30 07:02:58,582 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 11:30:02, time: 0.439, data_time: 0.214, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 0.7456, loss: 0.7456 +2023-12-30 07:03:21,028 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 11:29:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 0.6953, loss: 0.6953 +2023-12-30 07:03:43,421 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 11:29:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.7537, loss: 0.7537 +2023-12-30 07:04:05,798 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 11:28:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.7242, loss: 0.7242 +2023-12-30 07:04:28,281 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 11:28:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.7392, loss: 0.7392 +2023-12-30 07:04:50,717 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 11:28:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.6903, loss: 0.6903 +2023-12-30 07:05:13,228 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 11:27:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.7385, loss: 0.7385 +2023-12-30 07:05:35,639 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 11:27:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.7808, loss: 0.7808 +2023-12-30 07:05:57,998 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 11:26:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 0.6600, loss: 0.6600 +2023-12-30 07:06:20,345 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 11:26:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 0.7308, loss: 0.7308 +2023-12-30 07:06:42,717 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 11:26:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.7468, loss: 0.7468 +2023-12-30 07:07:05,117 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 11:25:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.7472, loss: 0.7472 +2023-12-30 07:07:27,536 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 11:25:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.7505, loss: 0.7505 +2023-12-30 07:07:50,075 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 11:25:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9794, loss_cls: 0.6759, loss: 0.6759 +2023-12-30 07:08:12,500 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 11:24:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 0.8459, loss: 0.8459 +2023-12-30 07:08:34,937 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 11:24:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.7648, loss: 0.7648 +2023-12-30 07:08:57,291 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 11:23:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 0.7400, loss: 0.7400 +2023-12-30 07:09:19,624 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 11:23:30, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.7982, loss: 0.7982 +2023-12-30 07:09:42,076 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 11:23:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9788, loss_cls: 0.7456, loss: 0.7456 +2023-12-30 07:10:04,511 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 11:22:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 0.7557, loss: 0.7557 +2023-12-30 07:10:26,949 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 11:22:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.7704, loss: 0.7704 +2023-12-30 07:10:49,448 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 11:21:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.7855, loss: 0.7855 +2023-12-30 07:11:12,025 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 11:21:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.7822, loss: 0.7822 +2023-12-30 07:11:34,444 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 11:21:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 0.8359, loss: 0.8359 +2023-12-30 07:11:56,782 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 11:20:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 0.8060, loss: 0.8060 +2023-12-30 07:12:19,095 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 11:20:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9769, loss_cls: 0.7481, loss: 0.7481 +2023-12-30 07:12:41,397 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 11:20:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 0.8595, loss: 0.8595 +2023-12-30 07:13:03,744 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 11:19:40, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 0.7540, loss: 0.7540 +2023-12-30 07:13:26,103 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 11:19:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.8086, loss: 0.8086 +2023-12-30 07:13:48,558 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 11:18:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.7577, loss: 0.7577 +2023-12-30 07:14:10,979 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 11:18:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.7368, loss: 0.7368 +2023-12-30 07:14:33,468 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 11:18:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 0.7782, loss: 0.7782 +2023-12-30 07:14:55,944 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 11:17:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.7924, loss: 0.7924 +2023-12-30 07:15:18,392 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 11:17:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9744, loss_cls: 0.7764, loss: 0.7764 +2023-12-30 07:15:40,780 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 11:16:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 0.7599, loss: 0.7599 +2023-12-30 07:16:03,171 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 11:16:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9762, loss_cls: 0.7616, loss: 0.7616 +2023-12-30 07:16:25,510 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 11:16:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.7541, loss: 0.7541 +2023-12-30 07:16:47,856 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 11:15:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 0.7547, loss: 0.7547 +2023-12-30 07:17:10,192 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 11:15:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6980, loss: 0.6980 +2023-12-30 07:17:19,593 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-30 07:20:54,471 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 07:20:54,965 - pyskl - INFO - +top1_acc 0.7653 +top5_acc 0.9490 +2023-12-30 07:20:54,970 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_101.pth was removed +2023-12-30 07:20:55,122 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2023-12-30 07:20:55,124 - pyskl - INFO - Best top1_acc is 0.7653 at 105 epoch. +2023-12-30 07:20:55,148 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.7653, top5_acc: 0.9490 +2023-12-30 07:21:39,425 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 11:15:00, time: 0.443, data_time: 0.219, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.7391, loss: 0.7391 +2023-12-30 07:22:01,839 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 11:14:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.6872, loss: 0.6872 +2023-12-30 07:22:24,276 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 11:14:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6889, loss: 0.6889 +2023-12-30 07:22:46,822 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 11:13:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.7136, loss: 0.7136 +2023-12-30 07:23:09,248 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 11:13:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 0.6464, loss: 0.6464 +2023-12-30 07:23:31,744 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 11:13:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.7416, loss: 0.7416 +2023-12-30 07:23:54,227 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 11:12:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 0.6770, loss: 0.6770 +2023-12-30 07:24:16,580 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 11:12:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.7276, loss: 0.7276 +2023-12-30 07:24:38,990 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 11:11:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.6742, loss: 0.6742 +2023-12-30 07:25:01,461 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 11:11:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.7064, loss: 0.7064 +2023-12-30 07:25:23,810 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 11:11:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9775, loss_cls: 0.7521, loss: 0.7521 +2023-12-30 07:25:46,173 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 11:10:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 0.7508, loss: 0.7508 +2023-12-30 07:26:08,539 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 11:10:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 0.7735, loss: 0.7735 +2023-12-30 07:26:30,961 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 11:10:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.7050, loss: 0.7050 +2023-12-30 07:26:53,533 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 11:09:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 0.6881, loss: 0.6881 +2023-12-30 07:27:16,052 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 11:09:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 0.7688, loss: 0.7688 +2023-12-30 07:27:38,536 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 11:08:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.7549, loss: 0.7549 +2023-12-30 07:28:01,072 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 11:08:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.7540, loss: 0.7540 +2023-12-30 07:28:23,681 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 11:08:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.6746, loss: 0.6746 +2023-12-30 07:28:46,188 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 11:07:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 0.8013, loss: 0.8013 +2023-12-30 07:29:08,680 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 11:07:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9744, loss_cls: 0.8193, loss: 0.8193 +2023-12-30 07:29:31,151 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 11:06:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.7431, loss: 0.7431 +2023-12-30 07:29:53,575 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 11:06:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.7537, loss: 0.7537 +2023-12-30 07:30:16,096 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 11:06:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9775, loss_cls: 0.7586, loss: 0.7586 +2023-12-30 07:30:38,519 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 11:05:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.7136, loss: 0.7136 +2023-12-30 07:31:00,904 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 11:05:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9769, loss_cls: 0.7754, loss: 0.7754 +2023-12-30 07:31:23,317 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 11:05:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 0.6955, loss: 0.6955 +2023-12-30 07:31:45,742 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 11:04:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 0.7143, loss: 0.7143 +2023-12-30 07:32:08,126 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 11:04:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 0.7978, loss: 0.7978 +2023-12-30 07:32:30,486 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 11:03:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.8409, loss: 0.8409 +2023-12-30 07:32:52,878 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 11:03:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7814, loss: 0.7814 +2023-12-30 07:33:15,370 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 11:03:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.7939, loss: 0.7939 +2023-12-30 07:33:37,837 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 11:02:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.7179, loss: 0.7179 +2023-12-30 07:34:00,235 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 11:02:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.7334, loss: 0.7334 +2023-12-30 07:34:22,663 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 11:01:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.7206, loss: 0.7206 +2023-12-30 07:34:45,119 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 11:01:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 0.7850, loss: 0.7850 +2023-12-30 07:35:07,478 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 11:01:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 0.7075, loss: 0.7075 +2023-12-30 07:35:29,844 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 11:00:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.7511, loss: 0.7511 +2023-12-30 07:35:52,225 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 11:00:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.7723, loss: 0.7723 +2023-12-30 07:36:01,584 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-30 07:39:36,059 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 07:39:36,659 - pyskl - INFO - +top1_acc 0.7687 +top5_acc 0.9471 +2023-12-30 07:39:36,663 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_105.pth was removed +2023-12-30 07:39:36,805 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2023-12-30 07:39:36,807 - pyskl - INFO - Best top1_acc is 0.7687 at 106 epoch. +2023-12-30 07:39:36,831 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.7687, top5_acc: 0.9471 +2023-12-30 07:40:21,826 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 10:59:58, time: 0.450, data_time: 0.226, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.6485, loss: 0.6485 +2023-12-30 07:40:44,178 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 10:59:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 0.7091, loss: 0.7091 +2023-12-30 07:41:06,575 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 10:59:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.6566, loss: 0.6566 +2023-12-30 07:41:29,058 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 10:58:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 0.7054, loss: 0.7054 +2023-12-30 07:41:51,505 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 10:58:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 0.6437, loss: 0.6437 +2023-12-30 07:42:14,025 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 10:58:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 0.6442, loss: 0.6442 +2023-12-30 07:42:36,530 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 10:57:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.6689, loss: 0.6689 +2023-12-30 07:42:58,907 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 10:57:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 0.7757, loss: 0.7757 +2023-12-30 07:43:21,255 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 10:56:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.6918, loss: 0.6918 +2023-12-30 07:43:43,624 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 10:56:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.7447, loss: 0.7447 +2023-12-30 07:44:05,993 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 10:56:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.7279, loss: 0.7279 +2023-12-30 07:44:28,386 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 10:55:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.6903, loss: 0.6903 +2023-12-30 07:44:50,767 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 10:55:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.6821, loss: 0.6821 +2023-12-30 07:45:13,188 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 10:54:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 0.6991, loss: 0.6991 +2023-12-30 07:45:35,557 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 10:54:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 0.7270, loss: 0.7270 +2023-12-30 07:45:57,978 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 10:54:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.6918, loss: 0.6918 +2023-12-30 07:46:20,448 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 10:53:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.6845, loss: 0.6845 +2023-12-30 07:46:42,815 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 10:53:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.7024, loss: 0.7024 +2023-12-30 07:47:05,192 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 10:53:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.6833, loss: 0.6833 +2023-12-30 07:47:27,564 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 10:52:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 0.7346, loss: 0.7346 +2023-12-30 07:47:49,893 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 10:52:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 0.7566, loss: 0.7566 +2023-12-30 07:48:12,256 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 10:51:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 0.6862, loss: 0.6862 +2023-12-30 07:48:34,596 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 10:51:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.7522, loss: 0.7522 +2023-12-30 07:48:56,993 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 10:51:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 0.7336, loss: 0.7336 +2023-12-30 07:49:19,376 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 10:50:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.6930, loss: 0.6930 +2023-12-30 07:49:41,780 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 10:50:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9769, loss_cls: 0.7894, loss: 0.7894 +2023-12-30 07:50:04,077 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 10:49:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.7328, loss: 0.7328 +2023-12-30 07:50:26,401 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 10:49:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.6679, loss: 0.6679 +2023-12-30 07:50:48,741 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 10:49:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.7176, loss: 0.7176 +2023-12-30 07:51:11,092 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 10:48:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.7474, loss: 0.7474 +2023-12-30 07:51:33,365 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 10:48:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.7194, loss: 0.7194 +2023-12-30 07:51:55,637 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 10:48:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9769, loss_cls: 0.7922, loss: 0.7922 +2023-12-30 07:52:17,920 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 10:47:40, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.6930, loss: 0.6930 +2023-12-30 07:52:40,290 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 10:47:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9769, loss_cls: 0.7790, loss: 0.7790 +2023-12-30 07:53:02,715 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 10:46:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 0.7869, loss: 0.7869 +2023-12-30 07:53:25,194 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 10:46:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.6907, loss: 0.6907 +2023-12-30 07:53:47,668 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 10:46:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.7203, loss: 0.7203 +2023-12-30 07:54:10,068 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 10:45:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9775, loss_cls: 0.7363, loss: 0.7363 +2023-12-30 07:54:32,413 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 10:45:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9762, loss_cls: 0.7145, loss: 0.7145 +2023-12-30 07:54:41,755 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-30 07:58:17,211 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 07:58:17,710 - pyskl - INFO - +top1_acc 0.7755 +top5_acc 0.9522 +2023-12-30 07:58:17,715 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_106.pth was removed +2023-12-30 07:58:17,861 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2023-12-30 07:58:17,863 - pyskl - INFO - Best top1_acc is 0.7755 at 107 epoch. +2023-12-30 07:58:17,886 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.7755, top5_acc: 0.9522 +2023-12-30 07:59:03,260 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 10:44:56, time: 0.454, data_time: 0.230, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 0.6505, loss: 0.6505 +2023-12-30 07:59:25,644 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 10:44:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.6656, loss: 0.6656 +2023-12-30 07:59:48,033 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 10:44:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.6486, loss: 0.6486 +2023-12-30 08:00:10,593 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 10:43:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 0.6515, loss: 0.6515 +2023-12-30 08:00:33,140 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 10:43:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.7081, loss: 0.7081 +2023-12-30 08:00:55,570 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 10:43:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.7157, loss: 0.7157 +2023-12-30 08:01:18,125 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 10:42:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 0.6339, loss: 0.6339 +2023-12-30 08:01:40,559 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 10:42:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 0.6474, loss: 0.6474 +2023-12-30 08:02:02,980 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 10:41:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 0.6159, loss: 0.6159 +2023-12-30 08:02:25,408 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 10:41:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9812, loss_cls: 0.6712, loss: 0.6712 +2023-12-30 08:02:47,959 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 10:41:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 0.6786, loss: 0.6786 +2023-12-30 08:03:10,426 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 10:40:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 0.6818, loss: 0.6818 +2023-12-30 08:03:32,887 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 10:40:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.6592, loss: 0.6592 +2023-12-30 08:03:55,205 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 10:39:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9756, loss_cls: 0.7422, loss: 0.7422 +2023-12-30 08:04:17,563 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 10:39:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 0.7527, loss: 0.7527 +2023-12-30 08:04:39,881 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 10:39:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.6618, loss: 0.6618 +2023-12-30 08:05:02,269 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 10:38:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 0.6915, loss: 0.6915 +2023-12-30 08:05:24,642 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 10:38:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 0.6873, loss: 0.6873 +2023-12-30 08:05:47,000 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 10:38:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.7585, loss: 0.7585 +2023-12-30 08:06:09,363 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 10:37:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.7061, loss: 0.7061 +2023-12-30 08:06:31,739 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 10:37:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9769, loss_cls: 0.7008, loss: 0.7008 +2023-12-30 08:06:54,108 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 10:36:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.7228, loss: 0.7228 +2023-12-30 08:07:16,458 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 10:36:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.7347, loss: 0.7347 +2023-12-30 08:07:38,778 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 10:36:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 0.6687, loss: 0.6687 +2023-12-30 08:08:01,139 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 10:35:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9794, loss_cls: 0.7113, loss: 0.7113 +2023-12-30 08:08:23,527 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 10:35:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6802, loss: 0.6802 +2023-12-30 08:08:45,914 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 10:34:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 0.6768, loss: 0.6768 +2023-12-30 08:09:08,297 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 10:34:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 0.7392, loss: 0.7392 +2023-12-30 08:09:30,652 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 10:34:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 0.6790, loss: 0.6790 +2023-12-30 08:09:53,045 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 10:33:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.7203, loss: 0.7203 +2023-12-30 08:10:15,419 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 10:33:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.7513, loss: 0.7513 +2023-12-30 08:10:37,936 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 10:33:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 0.7207, loss: 0.7207 +2023-12-30 08:11:00,576 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 10:32:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9769, loss_cls: 0.7607, loss: 0.7607 +2023-12-30 08:11:23,126 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 10:32:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.7442, loss: 0.7442 +2023-12-30 08:11:45,555 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 10:31:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.7703, loss: 0.7703 +2023-12-30 08:12:08,007 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 10:31:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.6487, loss: 0.6487 +2023-12-30 08:12:30,516 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 10:31:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 0.7770, loss: 0.7770 +2023-12-30 08:12:52,901 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 10:30:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 0.7276, loss: 0.7276 +2023-12-30 08:13:15,300 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 10:30:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.7552, loss: 0.7552 +2023-12-30 08:13:24,650 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-30 08:17:00,514 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 08:17:01,004 - pyskl - INFO - +top1_acc 0.7704 +top5_acc 0.9509 +2023-12-30 08:17:01,026 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.7704, top5_acc: 0.9509 +2023-12-30 08:17:45,792 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 10:29:54, time: 0.448, data_time: 0.224, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.6461, loss: 0.6461 +2023-12-30 08:18:08,184 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 10:29:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.6146, loss: 0.6146 +2023-12-30 08:18:30,564 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 10:29:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.6282, loss: 0.6282 +2023-12-30 08:18:52,971 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 10:28:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 0.6910, loss: 0.6910 +2023-12-30 08:19:15,466 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 10:28:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 0.6244, loss: 0.6244 +2023-12-30 08:19:38,020 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 10:27:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.6094, loss: 0.6094 +2023-12-30 08:20:00,429 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 10:27:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.6746, loss: 0.6746 +2023-12-30 08:20:23,009 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 10:27:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 0.6613, loss: 0.6613 +2023-12-30 08:20:45,526 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 10:26:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9819, loss_cls: 0.6248, loss: 0.6248 +2023-12-30 08:21:08,088 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 10:26:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9806, loss_cls: 0.6538, loss: 0.6538 +2023-12-30 08:21:30,543 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 10:26:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 0.6626, loss: 0.6626 +2023-12-30 08:21:53,010 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 10:25:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.6581, loss: 0.6581 +2023-12-30 08:22:15,402 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 10:25:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 0.7000, loss: 0.7000 +2023-12-30 08:22:37,757 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 10:24:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.6510, loss: 0.6510 +2023-12-30 08:23:00,238 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 10:24:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.7521, loss: 0.7521 +2023-12-30 08:23:22,640 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 10:24:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 0.7208, loss: 0.7208 +2023-12-30 08:23:45,162 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 10:23:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.6594, loss: 0.6594 +2023-12-30 08:24:07,604 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 10:23:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.6931, loss: 0.6931 +2023-12-30 08:24:29,956 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 10:23:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.6599, loss: 0.6599 +2023-12-30 08:24:52,317 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 10:22:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 0.6625, loss: 0.6625 +2023-12-30 08:25:14,732 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 10:22:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 0.7791, loss: 0.7791 +2023-12-30 08:25:37,108 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 10:21:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.7266, loss: 0.7266 +2023-12-30 08:25:59,420 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 10:21:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9762, loss_cls: 0.7686, loss: 0.7686 +2023-12-30 08:26:21,769 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 10:21:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.7055, loss: 0.7055 +2023-12-30 08:26:44,114 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 10:20:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.7238, loss: 0.7238 +2023-12-30 08:27:06,450 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 10:20:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 0.6689, loss: 0.6689 +2023-12-30 08:27:28,799 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 10:19:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 0.7050, loss: 0.7050 +2023-12-30 08:27:51,173 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 10:19:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.7140, loss: 0.7140 +2023-12-30 08:28:13,559 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 10:19:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 0.6484, loss: 0.6484 +2023-12-30 08:28:35,909 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 10:18:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 0.6332, loss: 0.6332 +2023-12-30 08:28:58,290 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 10:18:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.6828, loss: 0.6828 +2023-12-30 08:29:20,611 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 10:18:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 0.6816, loss: 0.6816 +2023-12-30 08:29:42,944 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 10:17:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 0.6393, loss: 0.6393 +2023-12-30 08:30:05,252 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 10:17:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 0.6595, loss: 0.6595 +2023-12-30 08:30:27,585 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 10:16:51, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.6499, loss: 0.6499 +2023-12-30 08:30:50,011 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 10:16:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.7017, loss: 0.7017 +2023-12-30 08:31:12,424 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 10:16:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.7204, loss: 0.7204 +2023-12-30 08:31:34,803 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 10:15:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.7243, loss: 0.7243 +2023-12-30 08:31:57,121 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 10:15:19, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.7248, loss: 0.7248 +2023-12-30 08:32:06,505 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-30 08:35:41,252 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 08:35:41,765 - pyskl - INFO - +top1_acc 0.7637 +top5_acc 0.9494 +2023-12-30 08:35:41,795 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.7637, top5_acc: 0.9494 +2023-12-30 08:36:26,488 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 10:14:52, time: 0.447, data_time: 0.223, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.5610, loss: 0.5610 +2023-12-30 08:36:48,792 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 10:14:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 0.5763, loss: 0.5763 +2023-12-30 08:37:11,104 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 10:14:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.6175, loss: 0.6175 +2023-12-30 08:37:33,576 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 10:13:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.6839, loss: 0.6839 +2023-12-30 08:37:56,069 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 10:13:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.6143, loss: 0.6143 +2023-12-30 08:38:18,525 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 10:12:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.6356, loss: 0.6356 +2023-12-30 08:38:40,949 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 10:12:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 0.6174, loss: 0.6174 +2023-12-30 08:39:03,456 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 10:12:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 0.6272, loss: 0.6272 +2023-12-30 08:39:25,964 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 10:11:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.5803, loss: 0.5803 +2023-12-30 08:39:48,386 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 10:11:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.6080, loss: 0.6080 +2023-12-30 08:40:10,776 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 10:11:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.6081, loss: 0.6081 +2023-12-30 08:40:33,188 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 10:10:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.6252, loss: 0.6252 +2023-12-30 08:40:55,629 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 10:10:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.6949, loss: 0.6949 +2023-12-30 08:41:18,026 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 10:09:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.6024, loss: 0.6024 +2023-12-30 08:41:40,456 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 10:09:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.6167, loss: 0.6167 +2023-12-30 08:42:02,852 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 10:09:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.6786, loss: 0.6786 +2023-12-30 08:42:25,225 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 10:08:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.7322, loss: 0.7322 +2023-12-30 08:42:47,747 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 10:08:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.7042, loss: 0.7042 +2023-12-30 08:43:10,190 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 10:07:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 0.6606, loss: 0.6606 +2023-12-30 08:43:32,562 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 10:07:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9788, loss_cls: 0.6981, loss: 0.6981 +2023-12-30 08:43:54,998 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 10:07:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.6934, loss: 0.6934 +2023-12-30 08:44:17,429 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 10:06:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.6516, loss: 0.6516 +2023-12-30 08:44:39,964 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 10:06:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.7024, loss: 0.7024 +2023-12-30 08:45:02,449 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 10:06:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 0.7176, loss: 0.7176 +2023-12-30 08:45:24,874 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 10:05:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 0.7415, loss: 0.7415 +2023-12-30 08:45:47,280 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 10:05:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 0.7004, loss: 0.7004 +2023-12-30 08:46:09,713 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 10:04:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 0.6377, loss: 0.6377 +2023-12-30 08:46:32,094 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 10:04:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.6995, loss: 0.6995 +2023-12-30 08:46:54,502 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 10:04:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 0.7023, loss: 0.7023 +2023-12-30 08:47:16,912 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 10:03:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.6633, loss: 0.6633 +2023-12-30 08:47:39,325 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 10:03:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 0.6327, loss: 0.6327 +2023-12-30 08:48:01,731 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 10:02:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.6664, loss: 0.6664 +2023-12-30 08:48:24,067 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 10:02:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9762, loss_cls: 0.6918, loss: 0.6918 +2023-12-30 08:48:46,394 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 10:02:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 0.7496, loss: 0.7496 +2023-12-30 08:49:08,719 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 10:01:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 0.5951, loss: 0.5951 +2023-12-30 08:49:31,033 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 10:01:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.6552, loss: 0.6552 +2023-12-30 08:49:53,317 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 10:01:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.6237, loss: 0.6237 +2023-12-30 08:50:15,716 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 10:00:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9812, loss_cls: 0.6931, loss: 0.6931 +2023-12-30 08:50:38,257 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 10:00:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.7260, loss: 0.7260 +2023-12-30 08:50:47,657 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-30 08:54:21,985 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 08:54:22,549 - pyskl - INFO - +top1_acc 0.7520 +top5_acc 0.9434 +2023-12-30 08:54:22,575 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.7520, top5_acc: 0.9434 +2023-12-30 08:55:07,392 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 9:59:50, time: 0.448, data_time: 0.225, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.5916, loss: 0.5916 +2023-12-30 08:55:29,678 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 9:59:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 0.6291, loss: 0.6291 +2023-12-30 08:55:51,999 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 9:59:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.5661, loss: 0.5661 +2023-12-30 08:56:14,332 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 9:58:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.5737, loss: 0.5737 +2023-12-30 08:56:36,774 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 9:58:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.6116, loss: 0.6116 +2023-12-30 08:56:59,172 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 9:57:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 0.6205, loss: 0.6205 +2023-12-30 08:57:21,593 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 9:57:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 0.5553, loss: 0.5553 +2023-12-30 08:57:44,172 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 9:57:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9819, loss_cls: 0.6451, loss: 0.6451 +2023-12-30 08:58:06,662 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 9:56:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.6166, loss: 0.6166 +2023-12-30 08:58:29,200 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 9:56:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 0.6534, loss: 0.6534 +2023-12-30 08:58:51,746 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 9:56:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.6560, loss: 0.6560 +2023-12-30 08:59:14,236 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 9:55:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.6018, loss: 0.6018 +2023-12-30 08:59:36,597 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 9:55:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 0.6235, loss: 0.6235 +2023-12-30 08:59:58,962 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 9:54:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.6123, loss: 0.6123 +2023-12-30 09:00:21,307 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 9:54:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 0.6228, loss: 0.6228 +2023-12-30 09:00:43,661 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 9:54:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 0.6276, loss: 0.6276 +2023-12-30 09:01:06,028 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 9:53:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9794, loss_cls: 0.6899, loss: 0.6899 +2023-12-30 09:01:28,331 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 9:53:19, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.5981, loss: 0.5981 +2023-12-30 09:01:50,686 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 9:52:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.6401, loss: 0.6401 +2023-12-30 09:02:13,037 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 9:52:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.6065, loss: 0.6065 +2023-12-30 09:02:35,406 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 9:52:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.6315, loss: 0.6315 +2023-12-30 09:02:57,883 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 9:51:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 0.6164, loss: 0.6164 +2023-12-30 09:03:20,341 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 9:51:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 0.6358, loss: 0.6358 +2023-12-30 09:03:42,791 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 9:51:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9800, loss_cls: 0.6816, loss: 0.6816 +2023-12-30 09:04:05,426 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 9:50:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 0.6980, loss: 0.6980 +2023-12-30 09:04:27,936 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 9:50:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.6580, loss: 0.6580 +2023-12-30 09:04:50,393 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 9:49:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6876, loss: 0.6876 +2023-12-30 09:05:12,827 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 9:49:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.6691, loss: 0.6691 +2023-12-30 09:05:35,208 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 9:49:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.6114, loss: 0.6114 +2023-12-30 09:05:57,614 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 9:48:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 0.6667, loss: 0.6667 +2023-12-30 09:06:20,081 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 9:48:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.6873, loss: 0.6873 +2023-12-30 09:06:42,649 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 9:47:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.7154, loss: 0.7154 +2023-12-30 09:07:05,165 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 9:47:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.6985, loss: 0.6985 +2023-12-30 09:07:27,598 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 9:47:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.5833, loss: 0.5833 +2023-12-30 09:07:49,973 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 9:46:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.6767, loss: 0.6767 +2023-12-30 09:08:12,353 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 9:46:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.6989, loss: 0.6989 +2023-12-30 09:08:34,787 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 9:46:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 0.7221, loss: 0.7221 +2023-12-30 09:08:57,335 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 9:45:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6867, loss: 0.6867 +2023-12-30 09:09:19,988 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 9:45:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 0.6292, loss: 0.6292 +2023-12-30 09:09:29,375 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-30 09:13:04,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 09:13:04,668 - pyskl - INFO - +top1_acc 0.7721 +top5_acc 0.9528 +2023-12-30 09:13:04,690 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.7721, top5_acc: 0.9528 +2023-12-30 09:13:49,293 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 9:44:49, time: 0.446, data_time: 0.222, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.5971, loss: 0.5971 +2023-12-30 09:14:11,630 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 9:44:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 0.5466, loss: 0.5466 +2023-12-30 09:14:33,979 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 9:44:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.5917, loss: 0.5917 +2023-12-30 09:14:56,418 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 9:43:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.5982, loss: 0.5982 +2023-12-30 09:15:18,966 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 9:43:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.5615, loss: 0.5615 +2023-12-30 09:15:41,429 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 9:42:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 0.5876, loss: 0.5876 +2023-12-30 09:16:03,875 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 9:42:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.6065, loss: 0.6065 +2023-12-30 09:16:26,279 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 9:42:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.5697, loss: 0.5697 +2023-12-30 09:16:48,768 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 9:41:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 0.6055, loss: 0.6055 +2023-12-30 09:17:11,381 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 9:41:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.5967, loss: 0.5967 +2023-12-30 09:17:33,793 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 9:40:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.5701, loss: 0.5701 +2023-12-30 09:17:56,170 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 9:40:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 0.5835, loss: 0.5835 +2023-12-30 09:18:18,631 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 9:40:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.5912, loss: 0.5912 +2023-12-30 09:18:41,096 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 9:39:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 0.5953, loss: 0.5953 +2023-12-30 09:19:03,478 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 9:39:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.5713, loss: 0.5713 +2023-12-30 09:19:25,925 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 9:39:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 0.6942, loss: 0.6942 +2023-12-30 09:19:48,430 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 9:38:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.6029, loss: 0.6029 +2023-12-30 09:20:10,867 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 9:38:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 0.5855, loss: 0.5855 +2023-12-30 09:20:33,245 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 9:37:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 0.7008, loss: 0.7008 +2023-12-30 09:20:55,595 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 9:37:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 0.6320, loss: 0.6320 +2023-12-30 09:21:17,980 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 9:37:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.6122, loss: 0.6122 +2023-12-30 09:21:40,332 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 9:36:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.5976, loss: 0.5976 +2023-12-30 09:22:02,819 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 9:36:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 0.6627, loss: 0.6627 +2023-12-30 09:22:25,264 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 9:36:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 0.5927, loss: 0.5927 +2023-12-30 09:22:47,746 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 9:35:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 0.6016, loss: 0.6016 +2023-12-30 09:23:10,201 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 9:35:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 0.6539, loss: 0.6539 +2023-12-30 09:23:32,613 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 9:34:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 0.6280, loss: 0.6280 +2023-12-30 09:23:55,032 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 9:34:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 0.6260, loss: 0.6260 +2023-12-30 09:24:17,437 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 9:34:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.6794, loss: 0.6794 +2023-12-30 09:24:39,839 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 9:33:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 0.6812, loss: 0.6812 +2023-12-30 09:25:02,257 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 9:33:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9825, loss_cls: 0.6400, loss: 0.6400 +2023-12-30 09:25:24,666 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 9:32:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.6942, loss: 0.6942 +2023-12-30 09:25:47,003 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 9:32:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 0.6015, loss: 0.6015 +2023-12-30 09:26:09,386 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 9:32:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5791, loss: 0.5791 +2023-12-30 09:26:31,754 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 9:31:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.6616, loss: 0.6616 +2023-12-30 09:26:54,158 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 9:31:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 0.5778, loss: 0.5778 +2023-12-30 09:27:16,560 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 9:31:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.6171, loss: 0.6171 +2023-12-30 09:27:38,948 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 9:30:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.6341, loss: 0.6341 +2023-12-30 09:28:01,292 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 9:30:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 0.6487, loss: 0.6487 +2023-12-30 09:28:10,685 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-30 09:31:45,232 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 09:31:45,799 - pyskl - INFO - +top1_acc 0.7882 +top5_acc 0.9556 +2023-12-30 09:31:45,803 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_107.pth was removed +2023-12-30 09:31:45,947 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2023-12-30 09:31:45,949 - pyskl - INFO - Best top1_acc is 0.7882 at 112 epoch. +2023-12-30 09:31:45,974 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.7882, top5_acc: 0.9556 +2023-12-30 09:32:31,313 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 9:29:47, time: 0.453, data_time: 0.229, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9856, loss_cls: 0.6014, loss: 0.6014 +2023-12-30 09:32:53,837 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 9:29:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.5169, loss: 0.5169 +2023-12-30 09:33:16,243 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 9:29:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.5525, loss: 0.5525 +2023-12-30 09:33:38,589 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 9:28:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 0.5487, loss: 0.5487 +2023-12-30 09:34:00,990 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 9:28:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.5278, loss: 0.5278 +2023-12-30 09:34:23,392 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 9:27:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.5302, loss: 0.5302 +2023-12-30 09:34:45,821 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 9:27:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.5642, loss: 0.5642 +2023-12-30 09:35:08,196 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 9:27:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9856, loss_cls: 0.5476, loss: 0.5476 +2023-12-30 09:35:30,563 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 9:26:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.5916, loss: 0.5916 +2023-12-30 09:35:53,031 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 9:26:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 0.6085, loss: 0.6085 +2023-12-30 09:36:15,462 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 9:25:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 0.6062, loss: 0.6062 +2023-12-30 09:36:37,856 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 9:25:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 0.5352, loss: 0.5352 +2023-12-30 09:37:00,279 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 9:25:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.6087, loss: 0.6087 +2023-12-30 09:37:22,773 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 9:24:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 0.5609, loss: 0.5609 +2023-12-30 09:37:45,308 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 9:24:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5519, loss: 0.5519 +2023-12-30 09:38:07,765 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 9:24:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.6225, loss: 0.6225 +2023-12-30 09:38:30,206 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 9:23:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 0.6096, loss: 0.6096 +2023-12-30 09:38:52,609 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 9:23:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.6142, loss: 0.6142 +2023-12-30 09:39:15,143 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 9:22:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.6191, loss: 0.6191 +2023-12-30 09:39:37,688 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 9:22:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 0.6422, loss: 0.6422 +2023-12-30 09:40:00,067 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 9:22:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 0.5635, loss: 0.5635 +2023-12-30 09:40:22,412 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 9:21:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 0.6135, loss: 0.6135 +2023-12-30 09:40:44,896 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 9:21:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.6324, loss: 0.6324 +2023-12-30 09:41:07,363 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 9:20:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 0.5892, loss: 0.5892 +2023-12-30 09:41:29,792 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 9:20:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.6202, loss: 0.6202 +2023-12-30 09:41:52,173 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 9:20:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.6325, loss: 0.6325 +2023-12-30 09:42:14,540 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 9:19:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 0.6231, loss: 0.6231 +2023-12-30 09:42:36,954 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 9:19:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 0.5778, loss: 0.5778 +2023-12-30 09:42:59,329 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 9:19:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.5901, loss: 0.5901 +2023-12-30 09:43:21,745 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 9:18:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.6441, loss: 0.6441 +2023-12-30 09:43:44,146 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 9:18:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.6562, loss: 0.6562 +2023-12-30 09:44:06,554 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 9:17:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9844, loss_cls: 0.5957, loss: 0.5957 +2023-12-30 09:44:29,020 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 9:17:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 0.5913, loss: 0.5913 +2023-12-30 09:44:51,584 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 9:17:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.6660, loss: 0.6660 +2023-12-30 09:45:14,064 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 9:16:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 0.6108, loss: 0.6108 +2023-12-30 09:45:36,533 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 9:16:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 0.6411, loss: 0.6411 +2023-12-30 09:45:58,986 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 9:16:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 0.6918, loss: 0.6918 +2023-12-30 09:46:21,338 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 9:15:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9812, loss_cls: 0.6482, loss: 0.6482 +2023-12-30 09:46:43,737 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 9:15:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 0.6478, loss: 0.6478 +2023-12-30 09:46:53,111 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-30 09:50:29,551 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 09:50:30,082 - pyskl - INFO - +top1_acc 0.7808 +top5_acc 0.9514 +2023-12-30 09:50:30,106 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.7808, top5_acc: 0.9514 +2023-12-30 09:51:14,385 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 9:14:46, time: 0.443, data_time: 0.219, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.5643, loss: 0.5643 +2023-12-30 09:51:36,903 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 9:14:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.5720, loss: 0.5720 +2023-12-30 09:51:59,448 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 9:14:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 0.5921, loss: 0.5921 +2023-12-30 09:52:22,093 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 9:13:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 0.5314, loss: 0.5314 +2023-12-30 09:52:44,714 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 9:13:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.5120, loss: 0.5120 +2023-12-30 09:53:07,211 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 9:12:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.5185, loss: 0.5185 +2023-12-30 09:53:29,607 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 9:12:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.5315, loss: 0.5315 +2023-12-30 09:53:52,008 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 9:12:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.5593, loss: 0.5593 +2023-12-30 09:54:14,509 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 9:11:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 0.5242, loss: 0.5242 +2023-12-30 09:54:37,023 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 9:11:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 0.5618, loss: 0.5618 +2023-12-30 09:54:59,539 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 9:10:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 0.5908, loss: 0.5908 +2023-12-30 09:55:22,054 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 9:10:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 0.6045, loss: 0.6045 +2023-12-30 09:55:44,576 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 9:10:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.5397, loss: 0.5397 +2023-12-30 09:56:07,077 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 9:09:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 0.5847, loss: 0.5847 +2023-12-30 09:56:29,506 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 9:09:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.5414, loss: 0.5414 +2023-12-30 09:56:51,994 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 9:09:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9975, loss_cls: 0.4867, loss: 0.4867 +2023-12-30 09:57:14,514 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 9:08:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 0.5022, loss: 0.5022 +2023-12-30 09:57:36,966 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 9:08:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.5324, loss: 0.5324 +2023-12-30 09:57:59,381 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 9:07:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.5821, loss: 0.5821 +2023-12-30 09:58:21,886 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 9:07:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.5665, loss: 0.5665 +2023-12-30 09:58:44,399 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 9:07:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 0.6055, loss: 0.6055 +2023-12-30 09:59:06,881 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 9:06:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.6048, loss: 0.6048 +2023-12-30 09:59:29,360 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 9:06:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 0.6858, loss: 0.6858 +2023-12-30 09:59:51,863 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 9:05:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 0.5483, loss: 0.5483 +2023-12-30 10:00:14,304 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 9:05:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.5706, loss: 0.5706 +2023-12-30 10:00:36,735 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 9:05:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 0.6515, loss: 0.6515 +2023-12-30 10:00:59,143 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 9:04:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9831, loss_cls: 0.6419, loss: 0.6419 +2023-12-30 10:01:21,522 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 9:04:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 0.5434, loss: 0.5434 +2023-12-30 10:01:43,919 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 9:04:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 0.6151, loss: 0.6151 +2023-12-30 10:02:06,334 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 9:03:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.6217, loss: 0.6217 +2023-12-30 10:02:28,763 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 9:03:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.6020, loss: 0.6020 +2023-12-30 10:02:51,198 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 9:02:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.5911, loss: 0.5911 +2023-12-30 10:03:13,629 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 9:02:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 0.6095, loss: 0.6095 +2023-12-30 10:03:36,025 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 9:02:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9819, loss_cls: 0.6154, loss: 0.6154 +2023-12-30 10:03:58,505 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 9:01:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.6192, loss: 0.6192 +2023-12-30 10:04:20,916 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 9:01:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 0.6071, loss: 0.6071 +2023-12-30 10:04:43,356 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 9:00:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.5844, loss: 0.5844 +2023-12-30 10:05:05,814 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 9:00:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.6315, loss: 0.6315 +2023-12-30 10:05:28,320 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 9:00:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9838, loss_cls: 0.5570, loss: 0.5570 +2023-12-30 10:05:37,736 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-30 10:09:12,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 10:09:13,118 - pyskl - INFO - +top1_acc 0.7581 +top5_acc 0.9477 +2023-12-30 10:09:13,140 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.7581, top5_acc: 0.9477 +2023-12-30 10:09:57,994 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 8:59:45, time: 0.448, data_time: 0.224, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.5892, loss: 0.5892 +2023-12-30 10:10:20,391 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 8:59:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 0.4944, loss: 0.4944 +2023-12-30 10:10:42,818 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 8:58:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.5272, loss: 0.5272 +2023-12-30 10:11:05,256 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 8:58:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.5033, loss: 0.5033 +2023-12-30 10:11:27,787 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 8:58:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.5434, loss: 0.5434 +2023-12-30 10:11:50,312 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 8:57:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.5143, loss: 0.5143 +2023-12-30 10:12:12,772 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 8:57:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.5471, loss: 0.5471 +2023-12-30 10:12:35,176 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 8:57:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.5304, loss: 0.5304 +2023-12-30 10:12:57,573 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 8:56:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.5496, loss: 0.5496 +2023-12-30 10:13:19,985 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 8:56:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.4932, loss: 0.4932 +2023-12-30 10:13:42,489 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 8:55:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5529, loss: 0.5529 +2023-12-30 10:14:05,092 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 8:55:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 0.5049, loss: 0.5049 +2023-12-30 10:14:27,618 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 8:55:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 0.5451, loss: 0.5451 +2023-12-30 10:14:50,065 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 8:54:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.4641, loss: 0.4641 +2023-12-30 10:15:12,522 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 8:54:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 0.5304, loss: 0.5304 +2023-12-30 10:15:34,972 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 8:54:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.5296, loss: 0.5296 +2023-12-30 10:15:57,440 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 8:53:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.5698, loss: 0.5698 +2023-12-30 10:16:19,858 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 8:53:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 0.5309, loss: 0.5309 +2023-12-30 10:16:42,372 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 8:52:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5968, loss: 0.5968 +2023-12-30 10:17:04,858 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 8:52:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9856, loss_cls: 0.5428, loss: 0.5428 +2023-12-30 10:17:27,331 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 8:52:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 0.5827, loss: 0.5827 +2023-12-30 10:17:49,836 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 8:51:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.5144, loss: 0.5144 +2023-12-30 10:18:12,301 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 8:51:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.6008, loss: 0.6008 +2023-12-30 10:18:34,735 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 8:50:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.5600, loss: 0.5600 +2023-12-30 10:18:57,156 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 8:50:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 0.5862, loss: 0.5862 +2023-12-30 10:19:19,619 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 8:50:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 0.5358, loss: 0.5358 +2023-12-30 10:19:42,017 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 8:49:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.5823, loss: 0.5823 +2023-12-30 10:20:04,369 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 8:49:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 0.5402, loss: 0.5402 +2023-12-30 10:20:26,736 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 8:49:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.5495, loss: 0.5495 +2023-12-30 10:20:49,142 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 8:48:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 0.5600, loss: 0.5600 +2023-12-30 10:21:11,508 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 8:48:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.5600, loss: 0.5600 +2023-12-30 10:21:33,920 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 8:47:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 0.6307, loss: 0.6307 +2023-12-30 10:21:56,352 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 8:47:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 0.5406, loss: 0.5406 +2023-12-30 10:22:18,763 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 8:47:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.5507, loss: 0.5507 +2023-12-30 10:22:41,222 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 8:46:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.5203, loss: 0.5203 +2023-12-30 10:23:03,688 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 8:46:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 0.6161, loss: 0.6161 +2023-12-30 10:23:26,123 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 8:45:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 0.6001, loss: 0.6001 +2023-12-30 10:23:48,537 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 8:45:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.6010, loss: 0.6010 +2023-12-30 10:24:10,998 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 8:45:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 0.5803, loss: 0.5803 +2023-12-30 10:24:20,461 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-30 10:27:54,869 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 10:27:55,365 - pyskl - INFO - +top1_acc 0.7962 +top5_acc 0.9595 +2023-12-30 10:27:55,369 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_112.pth was removed +2023-12-30 10:27:55,513 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2023-12-30 10:27:55,516 - pyskl - INFO - Best top1_acc is 0.7962 at 115 epoch. +2023-12-30 10:27:55,540 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.7962, top5_acc: 0.9595 +2023-12-30 10:28:40,234 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 8:44:44, time: 0.447, data_time: 0.224, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.5010, loss: 0.5010 +2023-12-30 10:29:02,540 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 8:44:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4909, loss: 0.4909 +2023-12-30 10:29:24,942 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 8:43:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 0.4636, loss: 0.4636 +2023-12-30 10:29:47,250 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 8:43:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.4718, loss: 0.4718 +2023-12-30 10:30:09,675 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 8:43:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.4583, loss: 0.4583 +2023-12-30 10:30:32,092 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 8:42:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4660, loss: 0.4660 +2023-12-30 10:30:54,565 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 8:42:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.5180, loss: 0.5180 +2023-12-30 10:31:16,951 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 8:42:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 0.4892, loss: 0.4892 +2023-12-30 10:31:39,289 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 8:41:40, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.4964, loss: 0.4964 +2023-12-30 10:32:01,710 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 8:41:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.4782, loss: 0.4782 +2023-12-30 10:32:24,123 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 8:40:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.5341, loss: 0.5341 +2023-12-30 10:32:46,572 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 8:40:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.5010, loss: 0.5010 +2023-12-30 10:33:09,058 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 8:40:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9831, loss_cls: 0.5943, loss: 0.5943 +2023-12-30 10:33:31,459 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 8:39:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 0.5690, loss: 0.5690 +2023-12-30 10:33:53,785 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 8:39:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.5228, loss: 0.5228 +2023-12-30 10:34:16,118 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 8:38:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.5413, loss: 0.5413 +2023-12-30 10:34:38,609 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 8:38:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.5285, loss: 0.5285 +2023-12-30 10:35:01,062 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 8:38:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.5319, loss: 0.5319 +2023-12-30 10:35:23,553 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 8:37:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.4931, loss: 0.4931 +2023-12-30 10:35:45,951 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 8:37:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 0.5503, loss: 0.5503 +2023-12-30 10:36:08,415 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 8:37:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 0.5653, loss: 0.5653 +2023-12-30 10:36:30,856 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 8:36:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 0.5465, loss: 0.5465 +2023-12-30 10:36:53,295 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 8:36:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.5641, loss: 0.5641 +2023-12-30 10:37:15,736 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 8:35:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.5190, loss: 0.5190 +2023-12-30 10:37:38,139 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 8:35:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.5385, loss: 0.5385 +2023-12-30 10:38:00,569 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 8:35:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5760, loss: 0.5760 +2023-12-30 10:38:23,129 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 8:34:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9950, loss_cls: 0.5365, loss: 0.5365 +2023-12-30 10:38:45,523 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 8:34:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 0.6326, loss: 0.6326 +2023-12-30 10:39:07,891 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 8:34:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.5426, loss: 0.5426 +2023-12-30 10:39:30,248 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 8:33:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.5022, loss: 0.5022 +2023-12-30 10:39:52,653 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 8:33:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 0.5569, loss: 0.5569 +2023-12-30 10:40:15,216 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 8:32:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 0.5624, loss: 0.5624 +2023-12-30 10:40:37,857 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 8:32:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.5201, loss: 0.5201 +2023-12-30 10:41:00,356 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 8:32:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 0.5970, loss: 0.5970 +2023-12-30 10:41:22,872 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 8:31:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.5640, loss: 0.5640 +2023-12-30 10:41:45,412 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 8:31:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.5141, loss: 0.5141 +2023-12-30 10:42:08,007 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 8:30:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9831, loss_cls: 0.5741, loss: 0.5741 +2023-12-30 10:42:30,457 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 8:30:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5447, loss: 0.5447 +2023-12-30 10:42:52,981 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 8:30:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.5910, loss: 0.5910 +2023-12-30 10:43:02,503 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-30 10:46:37,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 10:46:37,618 - pyskl - INFO - +top1_acc 0.7957 +top5_acc 0.9590 +2023-12-30 10:46:37,643 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.7957, top5_acc: 0.9590 +2023-12-30 10:47:22,341 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 8:29:43, time: 0.447, data_time: 0.223, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9838, loss_cls: 0.5168, loss: 0.5168 +2023-12-30 10:47:44,667 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 8:29:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 0.4813, loss: 0.4813 +2023-12-30 10:48:07,012 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 8:28:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.4268, loss: 0.4268 +2023-12-30 10:48:29,341 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 8:28:34, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 0.4885, loss: 0.4885 +2023-12-30 10:48:51,750 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 8:28:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 0.4631, loss: 0.4631 +2023-12-30 10:49:14,118 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 8:27:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.5124, loss: 0.5124 +2023-12-30 10:49:36,653 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 8:27:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 0.4834, loss: 0.4834 +2023-12-30 10:49:59,076 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 8:27:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.4854, loss: 0.4854 +2023-12-30 10:50:21,424 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 8:26:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4706, loss: 0.4706 +2023-12-30 10:50:43,832 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 8:26:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 0.5071, loss: 0.5071 +2023-12-30 10:51:06,190 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 8:25:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 0.4864, loss: 0.4864 +2023-12-30 10:51:28,560 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 8:25:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.5187, loss: 0.5187 +2023-12-30 10:51:50,910 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 8:25:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 0.5788, loss: 0.5788 +2023-12-30 10:52:13,245 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 8:24:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.4783, loss: 0.4783 +2023-12-30 10:52:35,741 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 8:24:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 0.5169, loss: 0.5169 +2023-12-30 10:52:58,326 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 8:23:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.4830, loss: 0.4830 +2023-12-30 10:53:20,806 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 8:23:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.4788, loss: 0.4788 +2023-12-30 10:53:43,342 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 8:23:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.4718, loss: 0.4718 +2023-12-30 10:54:05,895 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 8:22:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 0.5836, loss: 0.5836 +2023-12-30 10:54:28,410 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 8:22:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.5175, loss: 0.5175 +2023-12-30 10:54:50,928 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 8:22:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 0.5438, loss: 0.5438 +2023-12-30 10:55:13,413 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 8:21:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.4619, loss: 0.4619 +2023-12-30 10:55:35,936 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 8:21:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9881, loss_cls: 0.5024, loss: 0.5024 +2023-12-30 10:55:58,485 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 8:20:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.5133, loss: 0.5133 +2023-12-30 10:56:21,037 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 8:20:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.4671, loss: 0.4671 +2023-12-30 10:56:43,712 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 8:20:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9838, loss_cls: 0.5702, loss: 0.5702 +2023-12-30 10:57:06,150 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 8:19:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.5227, loss: 0.5227 +2023-12-30 10:57:28,565 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 8:19:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 0.5599, loss: 0.5599 +2023-12-30 10:57:51,006 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 8:19:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.5241, loss: 0.5241 +2023-12-30 10:58:13,575 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 8:18:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.5070, loss: 0.5070 +2023-12-30 10:58:36,020 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 8:18:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.5261, loss: 0.5261 +2023-12-30 10:58:58,354 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 8:17:51, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.4583, loss: 0.4583 +2023-12-30 10:59:20,689 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 8:17:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9862, loss_cls: 0.5351, loss: 0.5351 +2023-12-30 10:59:43,063 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 8:17:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.5643, loss: 0.5643 +2023-12-30 11:00:05,503 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 8:16:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 0.5768, loss: 0.5768 +2023-12-30 11:00:27,969 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 8:16:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 0.5596, loss: 0.5596 +2023-12-30 11:00:50,448 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 8:15:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 0.5506, loss: 0.5506 +2023-12-30 11:01:12,932 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 8:15:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.5249, loss: 0.5249 +2023-12-30 11:01:35,408 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 8:15:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.4937, loss: 0.4937 +2023-12-30 11:01:44,730 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-30 11:05:20,625 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 11:05:21,194 - pyskl - INFO - +top1_acc 0.7763 +top5_acc 0.9521 +2023-12-30 11:05:21,218 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.7763, top5_acc: 0.9521 +2023-12-30 11:06:05,982 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 8:14:42, time: 0.448, data_time: 0.224, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.4849, loss: 0.4849 +2023-12-30 11:06:28,348 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 8:14:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4692, loss: 0.4692 +2023-12-30 11:06:50,739 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 8:13:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 0.4430, loss: 0.4430 +2023-12-30 11:07:13,101 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 8:13:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.4647, loss: 0.4647 +2023-12-30 11:07:35,448 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 8:13:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.5111, loss: 0.5111 +2023-12-30 11:07:57,826 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 8:12:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.4626, loss: 0.4626 +2023-12-30 11:08:20,281 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 8:12:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 0.5872, loss: 0.5872 +2023-12-30 11:08:42,753 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 8:12:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 0.4783, loss: 0.4783 +2023-12-30 11:09:05,257 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 8:11:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.4411, loss: 0.4411 +2023-12-30 11:09:27,706 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 8:11:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 0.4528, loss: 0.4528 +2023-12-30 11:09:50,206 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 8:10:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.4197, loss: 0.4197 +2023-12-30 11:10:12,675 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 8:10:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.4828, loss: 0.4828 +2023-12-30 11:10:35,101 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 8:10:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4937, loss: 0.4937 +2023-12-30 11:10:57,484 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 8:09:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.5497, loss: 0.5497 +2023-12-30 11:11:19,884 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 8:09:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4951, loss: 0.4951 +2023-12-30 11:11:42,266 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 8:08:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4793, loss: 0.4793 +2023-12-30 11:12:04,672 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 8:08:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.5417, loss: 0.5417 +2023-12-30 11:12:27,052 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 8:08:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9881, loss_cls: 0.5174, loss: 0.5174 +2023-12-30 11:12:49,470 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 8:07:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.5099, loss: 0.5099 +2023-12-30 11:13:11,928 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 8:07:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.4695, loss: 0.4695 +2023-12-30 11:13:34,372 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 8:07:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.4803, loss: 0.4803 +2023-12-30 11:13:56,804 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 8:06:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 0.5002, loss: 0.5002 +2023-12-30 11:14:19,484 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 8:06:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.5014, loss: 0.5014 +2023-12-30 11:14:42,008 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 8:05:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 0.5218, loss: 0.5218 +2023-12-30 11:15:04,500 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 8:05:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.5696, loss: 0.5696 +2023-12-30 11:15:27,037 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 8:05:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.5021, loss: 0.5021 +2023-12-30 11:15:49,432 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 8:04:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.5194, loss: 0.5194 +2023-12-30 11:16:11,880 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 8:04:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.4729, loss: 0.4729 +2023-12-30 11:16:34,456 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 8:03:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 0.5077, loss: 0.5077 +2023-12-30 11:16:56,915 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 8:03:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.4631, loss: 0.4631 +2023-12-30 11:17:19,450 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 8:03:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.5174, loss: 0.5174 +2023-12-30 11:17:41,893 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 8:02:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 0.4883, loss: 0.4883 +2023-12-30 11:18:04,274 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 8:02:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 0.4620, loss: 0.4620 +2023-12-30 11:18:26,634 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 8:02:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4859, loss: 0.4859 +2023-12-30 11:18:49,038 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 8:01:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 0.5215, loss: 0.5215 +2023-12-30 11:19:11,533 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 8:01:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.5145, loss: 0.5145 +2023-12-30 11:19:33,938 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 8:00:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.5631, loss: 0.5631 +2023-12-30 11:19:56,343 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 8:00:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9869, loss_cls: 0.5354, loss: 0.5354 +2023-12-30 11:20:18,778 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 8:00:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.5626, loss: 0.5626 +2023-12-30 11:20:28,208 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-30 11:24:02,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 11:24:03,274 - pyskl - INFO - +top1_acc 0.7924 +top5_acc 0.9587 +2023-12-30 11:24:03,297 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.7924, top5_acc: 0.9587 +2023-12-30 11:24:48,196 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 7:59:41, time: 0.449, data_time: 0.224, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9981, loss_cls: 0.4144, loss: 0.4144 +2023-12-30 11:25:10,571 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 7:59:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.4485, loss: 0.4485 +2023-12-30 11:25:33,010 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 7:58:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.4325, loss: 0.4325 +2023-12-30 11:25:55,527 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 7:58:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 0.4189, loss: 0.4189 +2023-12-30 11:26:18,007 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 7:58:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.4447, loss: 0.4447 +2023-12-30 11:26:40,512 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 7:57:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.4157, loss: 0.4157 +2023-12-30 11:27:02,952 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 7:57:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4770, loss: 0.4770 +2023-12-30 11:27:25,356 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 7:57:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.4322, loss: 0.4322 +2023-12-30 11:27:47,739 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 7:56:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.4542, loss: 0.4542 +2023-12-30 11:28:10,130 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 7:56:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 0.4935, loss: 0.4935 +2023-12-30 11:28:32,587 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 7:55:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.4569, loss: 0.4569 +2023-12-30 11:28:54,968 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 7:55:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.4122, loss: 0.4122 +2023-12-30 11:29:17,392 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 7:55:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.4465, loss: 0.4465 +2023-12-30 11:29:39,781 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 7:54:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.5020, loss: 0.5020 +2023-12-30 11:30:02,173 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 7:54:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.4850, loss: 0.4850 +2023-12-30 11:30:24,580 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 7:53:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.5083, loss: 0.5083 +2023-12-30 11:30:47,055 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 7:53:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4617, loss: 0.4617 +2023-12-30 11:31:09,557 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 7:53:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 0.4358, loss: 0.4358 +2023-12-30 11:31:32,038 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 7:52:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.4154, loss: 0.4154 +2023-12-30 11:31:54,621 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 7:52:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 0.4881, loss: 0.4881 +2023-12-30 11:32:17,048 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 7:52:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 0.4611, loss: 0.4611 +2023-12-30 11:32:39,563 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 7:51:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.5090, loss: 0.5090 +2023-12-30 11:33:02,051 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 7:51:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.4529, loss: 0.4529 +2023-12-30 11:33:24,477 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 7:50:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.5036, loss: 0.5036 +2023-12-30 11:33:46,901 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 7:50:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.4932, loss: 0.4932 +2023-12-30 11:34:09,346 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 7:50:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.5114, loss: 0.5114 +2023-12-30 11:34:31,768 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 7:49:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.5167, loss: 0.5167 +2023-12-30 11:34:54,290 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 7:49:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.5079, loss: 0.5079 +2023-12-30 11:35:16,959 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 7:48:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 0.4930, loss: 0.4930 +2023-12-30 11:35:39,634 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 7:48:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.5322, loss: 0.5322 +2023-12-30 11:36:02,257 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 7:48:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4748, loss: 0.4748 +2023-12-30 11:36:24,725 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 7:47:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 0.5268, loss: 0.5268 +2023-12-30 11:36:47,163 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 7:47:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4583, loss: 0.4583 +2023-12-30 11:37:09,556 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 7:47:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.4480, loss: 0.4480 +2023-12-30 11:37:31,967 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 7:46:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 0.4986, loss: 0.4986 +2023-12-30 11:37:54,427 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 7:46:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.5022, loss: 0.5022 +2023-12-30 11:38:16,920 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 7:45:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 0.4824, loss: 0.4824 +2023-12-30 11:38:39,461 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 7:45:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.4998, loss: 0.4998 +2023-12-30 11:39:01,893 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 7:45:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 0.4942, loss: 0.4942 +2023-12-30 11:39:11,252 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-30 11:42:45,785 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 11:42:46,280 - pyskl - INFO - +top1_acc 0.7897 +top5_acc 0.9568 +2023-12-30 11:42:46,305 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.7897, top5_acc: 0.9568 +2023-12-30 11:43:30,876 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 7:44:41, time: 0.446, data_time: 0.222, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 0.4705, loss: 0.4705 +2023-12-30 11:43:53,163 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 7:44:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9894, loss_cls: 0.4379, loss: 0.4379 +2023-12-30 11:44:15,454 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 7:43:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.3992, loss: 0.3992 +2023-12-30 11:44:37,742 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 7:43:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.4039, loss: 0.4039 +2023-12-30 11:45:00,059 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 7:43:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.4295, loss: 0.4295 +2023-12-30 11:45:22,397 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 7:42:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.4043, loss: 0.4043 +2023-12-30 11:45:44,766 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 7:42:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 0.3884, loss: 0.3884 +2023-12-30 11:46:07,160 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 7:42:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.4169, loss: 0.4169 +2023-12-30 11:46:29,543 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 7:41:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.4222, loss: 0.4222 +2023-12-30 11:46:51,858 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 7:41:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.4265, loss: 0.4265 +2023-12-30 11:47:14,169 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 7:40:51, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 0.4178, loss: 0.4178 +2023-12-30 11:47:36,471 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 7:40:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.4056, loss: 0.4056 +2023-12-30 11:47:58,789 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 7:40:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.4202, loss: 0.4202 +2023-12-30 11:48:21,228 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 7:39:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4680, loss: 0.4680 +2023-12-30 11:48:43,557 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 7:39:19, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.4512, loss: 0.4512 +2023-12-30 11:49:05,917 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 7:38:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.4820, loss: 0.4820 +2023-12-30 11:49:28,239 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 7:38:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 0.4597, loss: 0.4597 +2023-12-30 11:49:50,566 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 7:38:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.4635, loss: 0.4635 +2023-12-30 11:50:12,872 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 7:37:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.4335, loss: 0.4335 +2023-12-30 11:50:35,204 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 7:37:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3976, loss: 0.3976 +2023-12-30 11:50:57,536 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 7:37:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.4159, loss: 0.4159 +2023-12-30 11:51:19,912 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 7:36:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4764, loss: 0.4764 +2023-12-30 11:51:42,248 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 7:36:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.4985, loss: 0.4985 +2023-12-30 11:52:04,648 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 7:35:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 0.3929, loss: 0.3929 +2023-12-30 11:52:27,136 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 7:35:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 0.4441, loss: 0.4441 +2023-12-30 11:52:49,736 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 7:35:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 0.4810, loss: 0.4810 +2023-12-30 11:53:12,266 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 7:34:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.4681, loss: 0.4681 +2023-12-30 11:53:34,768 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 7:34:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.4498, loss: 0.4498 +2023-12-30 11:53:57,174 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 7:33:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4704, loss: 0.4704 +2023-12-30 11:54:19,618 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 7:33:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 0.4692, loss: 0.4692 +2023-12-30 11:54:42,004 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 7:33:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 0.4427, loss: 0.4427 +2023-12-30 11:55:04,387 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 7:32:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.5094, loss: 0.5094 +2023-12-30 11:55:26,846 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 7:32:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 0.4770, loss: 0.4770 +2023-12-30 11:55:49,200 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 7:32:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 0.4447, loss: 0.4447 +2023-12-30 11:56:11,571 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 7:31:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.4596, loss: 0.4596 +2023-12-30 11:56:34,078 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 7:31:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.4772, loss: 0.4772 +2023-12-30 11:56:56,580 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 7:30:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.4362, loss: 0.4362 +2023-12-30 11:57:19,096 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 7:30:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 0.5127, loss: 0.5127 +2023-12-30 11:57:41,550 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 7:30:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 0.4880, loss: 0.4880 +2023-12-30 11:57:50,892 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-30 12:01:26,718 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 12:01:27,346 - pyskl - INFO - +top1_acc 0.7875 +top5_acc 0.9526 +2023-12-30 12:01:27,369 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.7875, top5_acc: 0.9526 +2023-12-30 12:02:12,750 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 7:29:40, time: 0.454, data_time: 0.230, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3774, loss: 0.3774 +2023-12-30 12:02:35,251 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 7:29:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.4391, loss: 0.4391 +2023-12-30 12:02:57,658 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 7:28:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3634, loss: 0.3634 +2023-12-30 12:03:20,020 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 7:28:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.3555, loss: 0.3555 +2023-12-30 12:03:42,405 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 7:28:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.4026, loss: 0.4026 +2023-12-30 12:04:04,839 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 7:27:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.3834, loss: 0.3834 +2023-12-30 12:04:27,381 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 7:27:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.3759, loss: 0.3759 +2023-12-30 12:04:49,900 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 7:26:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 0.3918, loss: 0.3918 +2023-12-30 12:05:12,440 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 7:26:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.4406, loss: 0.4406 +2023-12-30 12:05:34,933 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 7:26:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.3912, loss: 0.3912 +2023-12-30 12:05:57,611 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 7:25:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 0.4327, loss: 0.4327 +2023-12-30 12:06:20,235 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 7:25:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.3947, loss: 0.3947 +2023-12-30 12:06:42,714 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 7:25:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 0.3861, loss: 0.3861 +2023-12-30 12:07:05,198 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 7:24:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.4315, loss: 0.4315 +2023-12-30 12:07:27,561 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 7:24:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.3984, loss: 0.3984 +2023-12-30 12:07:49,923 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 7:23:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.4100, loss: 0.4100 +2023-12-30 12:08:12,394 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 7:23:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 0.4288, loss: 0.4288 +2023-12-30 12:08:34,859 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 7:23:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 0.4475, loss: 0.4475 +2023-12-30 12:08:57,222 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 7:22:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 0.3994, loss: 0.3994 +2023-12-30 12:09:19,562 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 7:22:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.4470, loss: 0.4470 +2023-12-30 12:09:41,906 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 7:22:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.4564, loss: 0.4564 +2023-12-30 12:10:04,250 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 7:21:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 0.4032, loss: 0.4032 +2023-12-30 12:10:26,650 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 7:21:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.4306, loss: 0.4306 +2023-12-30 12:10:49,102 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 7:20:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.4709, loss: 0.4709 +2023-12-30 12:11:11,425 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 7:20:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.4578, loss: 0.4578 +2023-12-30 12:11:33,825 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 7:20:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4601, loss: 0.4601 +2023-12-30 12:11:56,251 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 7:19:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.4051, loss: 0.4051 +2023-12-30 12:12:18,715 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 7:19:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 0.4512, loss: 0.4512 +2023-12-30 12:12:41,196 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 7:18:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.4539, loss: 0.4539 +2023-12-30 12:13:03,674 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 7:18:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.4915, loss: 0.4915 +2023-12-30 12:13:26,164 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 7:18:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.4591, loss: 0.4591 +2023-12-30 12:13:48,608 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 7:17:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.3967, loss: 0.3967 +2023-12-30 12:14:11,003 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 7:17:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.4212, loss: 0.4212 +2023-12-30 12:14:33,368 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 7:17:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.4111, loss: 0.4111 +2023-12-30 12:14:55,713 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 7:16:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9894, loss_cls: 0.4495, loss: 0.4495 +2023-12-30 12:15:18,069 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 7:16:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.4151, loss: 0.4151 +2023-12-30 12:15:40,475 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 7:15:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9894, loss_cls: 0.4231, loss: 0.4231 +2023-12-30 12:16:02,853 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 7:15:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.4942, loss: 0.4942 +2023-12-30 12:16:25,238 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 7:15:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 0.4654, loss: 0.4654 +2023-12-30 12:16:34,612 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-30 12:20:09,332 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 12:20:09,873 - pyskl - INFO - +top1_acc 0.7350 +top5_acc 0.9318 +2023-12-30 12:20:09,895 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.7350, top5_acc: 0.9318 +2023-12-30 12:20:54,037 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 7:14:39, time: 0.441, data_time: 0.218, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.4087, loss: 0.4087 +2023-12-30 12:21:16,410 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 7:14:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.3811, loss: 0.3811 +2023-12-30 12:21:38,740 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 7:13:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.3628, loss: 0.3628 +2023-12-30 12:22:01,105 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 7:13:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.3815, loss: 0.3815 +2023-12-30 12:22:23,490 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 7:13:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3883, loss: 0.3883 +2023-12-30 12:22:46,057 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 7:12:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.3618, loss: 0.3618 +2023-12-30 12:23:08,456 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 7:12:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.3622, loss: 0.3622 +2023-12-30 12:23:30,823 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 7:11:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 0.3925, loss: 0.3925 +2023-12-30 12:23:53,241 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 7:11:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 0.3627, loss: 0.3627 +2023-12-30 12:24:15,644 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 7:11:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 0.4304, loss: 0.4304 +2023-12-30 12:24:38,070 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 7:10:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.3642, loss: 0.3642 +2023-12-30 12:25:00,490 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 7:10:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.3612, loss: 0.3612 +2023-12-30 12:25:23,025 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 7:10:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9894, loss_cls: 0.3950, loss: 0.3950 +2023-12-30 12:25:45,514 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 7:09:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.4191, loss: 0.4191 +2023-12-30 12:26:07,946 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 7:09:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.3492, loss: 0.3492 +2023-12-30 12:26:30,411 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 7:08:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 0.3888, loss: 0.3888 +2023-12-30 12:26:52,819 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 7:08:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.3743, loss: 0.3743 +2023-12-30 12:27:15,176 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 7:08:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 0.4286, loss: 0.4286 +2023-12-30 12:27:37,579 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 7:07:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.4201, loss: 0.4201 +2023-12-30 12:27:59,942 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 7:07:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3964, loss: 0.3964 +2023-12-30 12:28:22,354 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 7:07:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.4248, loss: 0.4248 +2023-12-30 12:28:44,736 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 7:06:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3938, loss: 0.3938 +2023-12-30 12:29:07,189 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 7:06:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.4479, loss: 0.4479 +2023-12-30 12:29:29,617 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 7:05:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.4213, loss: 0.4213 +2023-12-30 12:29:52,056 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 7:05:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.4299, loss: 0.4299 +2023-12-30 12:30:14,483 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 7:05:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.4341, loss: 0.4341 +2023-12-30 12:30:36,950 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 7:04:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.3981, loss: 0.3981 +2023-12-30 12:30:59,334 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 7:04:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 0.4120, loss: 0.4120 +2023-12-30 12:31:21,696 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 7:03:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9906, loss_cls: 0.4019, loss: 0.4019 +2023-12-30 12:31:44,098 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 7:03:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9875, loss_cls: 0.4690, loss: 0.4690 +2023-12-30 12:32:06,547 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 7:03:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 0.4704, loss: 0.4704 +2023-12-30 12:32:28,973 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 7:02:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.4140, loss: 0.4140 +2023-12-30 12:32:51,459 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 7:02:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4580, loss: 0.4580 +2023-12-30 12:33:13,886 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 7:02:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 0.4513, loss: 0.4513 +2023-12-30 12:33:36,447 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 7:01:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 0.4728, loss: 0.4728 +2023-12-30 12:33:58,883 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 7:01:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.3956, loss: 0.3956 +2023-12-30 12:34:21,309 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 7:00:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.4325, loss: 0.4325 +2023-12-30 12:34:43,872 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 7:00:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.4329, loss: 0.4329 +2023-12-30 12:35:06,278 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 7:00:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.4189, loss: 0.4189 +2023-12-30 12:35:15,628 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-30 12:38:50,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 12:38:51,185 - pyskl - INFO - +top1_acc 0.7825 +top5_acc 0.9508 +2023-12-30 12:38:51,209 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.7825, top5_acc: 0.9508 +2023-12-30 12:39:34,759 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 6:59:38, time: 0.435, data_time: 0.212, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3868, loss: 0.3868 +2023-12-30 12:39:57,172 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 6:59:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.3536, loss: 0.3536 +2023-12-30 12:40:19,565 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 6:58:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.3668, loss: 0.3668 +2023-12-30 12:40:41,992 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 6:58:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.3739, loss: 0.3739 +2023-12-30 12:41:04,445 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 6:58:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3635, loss: 0.3635 +2023-12-30 12:41:26,894 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 6:57:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.3363, loss: 0.3363 +2023-12-30 12:41:49,239 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 6:57:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.3223, loss: 0.3223 +2023-12-30 12:42:11,553 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 6:56:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.3534, loss: 0.3534 +2023-12-30 12:42:33,922 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 6:56:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.3729, loss: 0.3729 +2023-12-30 12:42:56,434 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 6:56:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.3891, loss: 0.3891 +2023-12-30 12:43:18,923 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 6:55:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.4202, loss: 0.4202 +2023-12-30 12:43:41,379 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 6:55:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.3900, loss: 0.3900 +2023-12-30 12:44:03,884 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 6:55:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 0.4195, loss: 0.4195 +2023-12-30 12:44:26,364 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 6:54:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3918, loss: 0.3918 +2023-12-30 12:44:48,805 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 6:54:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.3668, loss: 0.3668 +2023-12-30 12:45:11,205 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 6:53:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.3725, loss: 0.3725 +2023-12-30 12:45:33,579 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 6:53:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.3768, loss: 0.3768 +2023-12-30 12:45:55,970 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 6:53:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 0.3909, loss: 0.3909 +2023-12-30 12:46:18,358 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 6:52:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.3954, loss: 0.3954 +2023-12-30 12:46:40,754 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 6:52:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3637, loss: 0.3637 +2023-12-30 12:47:03,165 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 6:51:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.4012, loss: 0.4012 +2023-12-30 12:47:25,492 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 6:51:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.4121, loss: 0.4121 +2023-12-30 12:47:47,930 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 6:51:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.3376, loss: 0.3376 +2023-12-30 12:48:10,419 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 6:50:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.3402, loss: 0.3402 +2023-12-30 12:48:32,875 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 6:50:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.3922, loss: 0.3922 +2023-12-30 12:48:55,275 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 6:50:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.3503, loss: 0.3503 +2023-12-30 12:49:17,646 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 6:49:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 0.3976, loss: 0.3976 +2023-12-30 12:49:40,035 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 6:49:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.3710, loss: 0.3710 +2023-12-30 12:50:02,423 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 6:48:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.3790, loss: 0.3790 +2023-12-30 12:50:24,835 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 6:48:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 0.3942, loss: 0.3942 +2023-12-30 12:50:47,279 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 6:48:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 0.4344, loss: 0.4344 +2023-12-30 12:51:09,692 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 6:47:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 0.4575, loss: 0.4575 +2023-12-30 12:51:32,051 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 6:47:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.4366, loss: 0.4366 +2023-12-30 12:51:54,411 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 6:47:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 0.4234, loss: 0.4234 +2023-12-30 12:52:16,801 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 6:46:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3725, loss: 0.3725 +2023-12-30 12:52:39,204 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 6:46:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.3793, loss: 0.3793 +2023-12-30 12:53:01,562 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 6:45:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.4204, loss: 0.4204 +2023-12-30 12:53:23,988 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 6:45:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.4010, loss: 0.4010 +2023-12-30 12:53:46,362 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 6:45:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3620, loss: 0.3620 +2023-12-30 12:53:55,711 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-30 12:57:29,859 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 12:57:30,346 - pyskl - INFO - +top1_acc 0.8118 +top5_acc 0.9624 +2023-12-30 12:57:30,351 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_115.pth was removed +2023-12-30 12:57:30,487 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2023-12-30 12:57:30,489 - pyskl - INFO - Best top1_acc is 0.8118 at 123 epoch. +2023-12-30 12:57:30,509 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8118, top5_acc: 0.9624 +2023-12-30 12:58:14,810 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 6:44:37, time: 0.443, data_time: 0.219, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.3375, loss: 0.3375 +2023-12-30 12:58:37,268 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 6:44:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 0.3352, loss: 0.3352 +2023-12-30 12:58:59,769 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 6:43:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 0.3205, loss: 0.3205 +2023-12-30 12:59:22,251 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 6:43:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2983, loss: 0.2983 +2023-12-30 12:59:44,664 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 6:43:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.3279, loss: 0.3279 +2023-12-30 13:00:07,096 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 6:42:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.3067, loss: 0.3067 +2023-12-30 13:00:29,540 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 6:42:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.3293, loss: 0.3293 +2023-12-30 13:00:51,973 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 6:41:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.3045, loss: 0.3045 +2023-12-30 13:01:14,434 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 6:41:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.3031, loss: 0.3031 +2023-12-30 13:01:36,840 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 6:41:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.3354, loss: 0.3354 +2023-12-30 13:01:59,265 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 6:40:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.3199, loss: 0.3199 +2023-12-30 13:02:21,658 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 6:40:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.3673, loss: 0.3673 +2023-12-30 13:02:44,083 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 6:40:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.3388, loss: 0.3388 +2023-12-30 13:03:06,453 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 6:39:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.3291, loss: 0.3291 +2023-12-30 13:03:28,863 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 6:39:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.3210, loss: 0.3210 +2023-12-30 13:03:51,293 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 6:38:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.3218, loss: 0.3218 +2023-12-30 13:04:13,876 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 6:38:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 0.2887, loss: 0.2887 +2023-12-30 13:04:36,291 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 6:38:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3188, loss: 0.3188 +2023-12-30 13:04:58,712 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 6:37:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 0.3520, loss: 0.3520 +2023-12-30 13:05:21,134 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 6:37:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.3525, loss: 0.3525 +2023-12-30 13:05:43,579 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 6:36:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3845, loss: 0.3845 +2023-12-30 13:06:05,998 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 6:36:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3697, loss: 0.3697 +2023-12-30 13:06:28,368 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 6:36:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.3452, loss: 0.3452 +2023-12-30 13:06:50,759 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 6:35:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.3346, loss: 0.3346 +2023-12-30 13:07:13,106 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 6:35:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 0.3252, loss: 0.3252 +2023-12-30 13:07:35,469 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 6:35:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.3690, loss: 0.3690 +2023-12-30 13:07:57,865 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 6:34:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3961, loss: 0.3961 +2023-12-30 13:08:20,278 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 6:34:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 0.3968, loss: 0.3968 +2023-12-30 13:08:42,680 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 6:33:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.3820, loss: 0.3820 +2023-12-30 13:09:05,085 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 6:33:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3859, loss: 0.3859 +2023-12-30 13:09:27,566 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 6:33:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3881, loss: 0.3881 +2023-12-30 13:09:50,103 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 6:32:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3816, loss: 0.3816 +2023-12-30 13:10:12,656 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 6:32:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3853, loss: 0.3853 +2023-12-30 13:10:35,197 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 6:32:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.3603, loss: 0.3603 +2023-12-30 13:10:57,659 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 6:31:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3613, loss: 0.3613 +2023-12-30 13:11:20,141 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 6:31:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.3469, loss: 0.3469 +2023-12-30 13:11:42,590 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 6:30:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 0.3644, loss: 0.3644 +2023-12-30 13:12:05,037 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 6:30:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.3543, loss: 0.3543 +2023-12-30 13:12:27,520 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 6:30:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 0.3375, loss: 0.3375 +2023-12-30 13:12:36,862 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-30 13:16:12,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 13:16:13,061 - pyskl - INFO - +top1_acc 0.8053 +top5_acc 0.9628 +2023-12-30 13:16:13,082 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8053, top5_acc: 0.9628 +2023-12-30 13:16:56,866 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 6:29:36, time: 0.438, data_time: 0.214, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.2736, loss: 0.2736 +2023-12-30 13:17:19,215 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 6:29:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2735, loss: 0.2735 +2023-12-30 13:17:41,531 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 6:28:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.3126, loss: 0.3126 +2023-12-30 13:18:03,851 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 6:28:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.3291, loss: 0.3291 +2023-12-30 13:18:26,140 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 6:28:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.3111, loss: 0.3111 +2023-12-30 13:18:48,458 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 6:27:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2984, loss: 0.2984 +2023-12-30 13:19:10,894 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 6:27:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.3165, loss: 0.3165 +2023-12-30 13:19:33,200 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 6:26:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.3218, loss: 0.3218 +2023-12-30 13:19:55,525 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 6:26:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2698, loss: 0.2698 +2023-12-30 13:20:17,860 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 6:26:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.3225, loss: 0.3225 +2023-12-30 13:20:40,304 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 6:25:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.3323, loss: 0.3323 +2023-12-30 13:21:02,664 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 6:25:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.3332, loss: 0.3332 +2023-12-30 13:21:25,006 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 6:25:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.3421, loss: 0.3421 +2023-12-30 13:21:47,469 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 6:24:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.3348, loss: 0.3348 +2023-12-30 13:22:09,864 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 6:24:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.3597, loss: 0.3597 +2023-12-30 13:22:32,309 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 6:23:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2909, loss: 0.2909 +2023-12-30 13:22:54,812 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 6:23:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.3206, loss: 0.3206 +2023-12-30 13:23:17,293 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 6:23:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.3118, loss: 0.3118 +2023-12-30 13:23:39,717 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 6:22:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9944, loss_cls: 0.2903, loss: 0.2903 +2023-12-30 13:24:02,150 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 6:22:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2905, loss: 0.2905 +2023-12-30 13:24:24,538 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 6:21:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 0.2974, loss: 0.2974 +2023-12-30 13:24:46,937 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 6:21:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.3168, loss: 0.3168 +2023-12-30 13:25:09,348 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 6:21:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.3228, loss: 0.3228 +2023-12-30 13:25:31,741 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 6:20:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.3491, loss: 0.3491 +2023-12-30 13:25:54,143 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 6:20:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3296, loss: 0.3296 +2023-12-30 13:26:16,509 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 6:20:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 0.3522, loss: 0.3522 +2023-12-30 13:26:38,792 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 6:19:40, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3807, loss: 0.3807 +2023-12-30 13:27:01,086 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 6:19:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.3176, loss: 0.3176 +2023-12-30 13:27:23,347 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 6:18:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9912, loss_cls: 0.3753, loss: 0.3753 +2023-12-30 13:27:45,595 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 6:18:31, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.3416, loss: 0.3416 +2023-12-30 13:28:07,953 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 6:18:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.3345, loss: 0.3345 +2023-12-30 13:28:30,401 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 6:17:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.3492, loss: 0.3492 +2023-12-30 13:28:52,791 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 6:17:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.3094, loss: 0.3094 +2023-12-30 13:29:15,237 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 6:16:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.3729, loss: 0.3729 +2023-12-30 13:29:37,619 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 6:16:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.3391, loss: 0.3391 +2023-12-30 13:30:00,040 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 6:16:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3412, loss: 0.3412 +2023-12-30 13:30:22,646 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 6:15:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.3244, loss: 0.3244 +2023-12-30 13:30:45,100 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 6:15:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.3514, loss: 0.3514 +2023-12-30 13:31:07,462 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 6:15:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.3084, loss: 0.3084 +2023-12-30 13:31:16,825 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-30 13:34:52,362 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 13:34:52,935 - pyskl - INFO - +top1_acc 0.7966 +top5_acc 0.9571 +2023-12-30 13:34:52,959 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.7966, top5_acc: 0.9571 +2023-12-30 13:35:37,661 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 6:14:35, time: 0.447, data_time: 0.223, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.3202, loss: 0.3202 +2023-12-30 13:36:00,158 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 6:14:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 0.2700, loss: 0.2700 +2023-12-30 13:36:22,549 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 6:13:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.3041, loss: 0.3041 +2023-12-30 13:36:44,992 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 6:13:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 0.2766, loss: 0.2766 +2023-12-30 13:37:07,452 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 6:13:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.3147, loss: 0.3147 +2023-12-30 13:37:29,853 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 6:12:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.3209, loss: 0.3209 +2023-12-30 13:37:52,300 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 6:12:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 0.2732, loss: 0.2732 +2023-12-30 13:38:14,753 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 6:11:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9944, loss_cls: 0.2797, loss: 0.2797 +2023-12-30 13:38:37,263 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 6:11:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2818, loss: 0.2818 +2023-12-30 13:38:59,723 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 6:11:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.3275, loss: 0.3275 +2023-12-30 13:39:22,223 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 6:10:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2976, loss: 0.2976 +2023-12-30 13:39:44,638 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 6:10:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2999, loss: 0.2999 +2023-12-30 13:40:07,258 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 6:10:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2842, loss: 0.2842 +2023-12-30 13:40:29,700 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 6:09:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2975, loss: 0.2975 +2023-12-30 13:40:52,181 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 6:09:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2961, loss: 0.2961 +2023-12-30 13:41:14,580 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 6:08:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 0.3659, loss: 0.3659 +2023-12-30 13:41:36,952 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 6:08:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.3476, loss: 0.3476 +2023-12-30 13:41:59,324 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 6:08:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.3036, loss: 0.3036 +2023-12-30 13:42:21,701 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 6:07:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.3341, loss: 0.3341 +2023-12-30 13:42:44,160 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 6:07:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.3530, loss: 0.3530 +2023-12-30 13:43:06,817 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 6:06:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2956, loss: 0.2956 +2023-12-30 13:43:29,361 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 6:06:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.3073, loss: 0.3073 +2023-12-30 13:43:51,848 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 6:06:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.3359, loss: 0.3359 +2023-12-30 13:44:14,268 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 6:05:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9931, loss_cls: 0.3161, loss: 0.3161 +2023-12-30 13:44:36,698 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 6:05:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.3055, loss: 0.3055 +2023-12-30 13:44:59,134 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 6:05:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.3047, loss: 0.3047 +2023-12-30 13:45:21,581 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 6:04:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 0.3255, loss: 0.3255 +2023-12-30 13:45:44,034 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 6:04:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 0.3139, loss: 0.3139 +2023-12-30 13:46:06,542 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 6:03:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.3198, loss: 0.3198 +2023-12-30 13:46:28,988 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 6:03:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.3122, loss: 0.3122 +2023-12-30 13:46:51,377 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 6:03:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2966, loss: 0.2966 +2023-12-30 13:47:13,751 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 6:02:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3402, loss: 0.3402 +2023-12-30 13:47:36,135 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 6:02:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.3129, loss: 0.3129 +2023-12-30 13:47:58,552 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 6:01:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 0.3698, loss: 0.3698 +2023-12-30 13:48:21,005 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 6:01:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3418, loss: 0.3418 +2023-12-30 13:48:43,431 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 6:01:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.3288, loss: 0.3288 +2023-12-30 13:49:05,843 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 6:00:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.3082, loss: 0.3082 +2023-12-30 13:49:28,237 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 6:00:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.3128, loss: 0.3128 +2023-12-30 13:49:50,635 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 6:00:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.3127, loss: 0.3127 +2023-12-30 13:50:00,126 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-30 13:53:34,511 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 13:53:35,010 - pyskl - INFO - +top1_acc 0.8060 +top5_acc 0.9602 +2023-12-30 13:53:35,034 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8060, top5_acc: 0.9602 +2023-12-30 13:54:19,897 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 5:59:35, time: 0.449, data_time: 0.225, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.2593, loss: 0.2593 +2023-12-30 13:54:42,339 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 5:59:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.2245, loss: 0.2245 +2023-12-30 13:55:04,822 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 5:58:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2860, loss: 0.2860 +2023-12-30 13:55:27,289 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 5:58:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2872, loss: 0.2872 +2023-12-30 13:55:49,722 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 5:58:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2532, loss: 0.2532 +2023-12-30 13:56:12,147 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 5:57:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2528, loss: 0.2528 +2023-12-30 13:56:34,544 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 5:57:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2554, loss: 0.2554 +2023-12-30 13:56:56,960 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 5:56:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2617, loss: 0.2617 +2023-12-30 13:57:19,416 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 5:56:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 0.2495, loss: 0.2495 +2023-12-30 13:57:41,895 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 5:56:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2773, loss: 0.2773 +2023-12-30 13:58:04,326 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 5:55:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.3169, loss: 0.3169 +2023-12-30 13:58:26,711 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 5:55:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2932, loss: 0.2932 +2023-12-30 13:58:49,073 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 5:55:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2739, loss: 0.2739 +2023-12-30 13:59:11,463 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 5:54:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 0.3210, loss: 0.3210 +2023-12-30 13:59:33,870 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 5:54:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.3063, loss: 0.3063 +2023-12-30 13:59:56,233 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 5:53:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2937, loss: 0.2937 +2023-12-30 14:00:18,594 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 5:53:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2949, loss: 0.2949 +2023-12-30 14:00:41,062 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 5:53:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2738, loss: 0.2738 +2023-12-30 14:01:03,500 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 5:52:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2917, loss: 0.2917 +2023-12-30 14:01:25,877 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 5:52:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2937, loss: 0.2937 +2023-12-30 14:01:48,248 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 5:51:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.2584, loss: 0.2584 +2023-12-30 14:02:10,676 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 5:51:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2892, loss: 0.2892 +2023-12-30 14:02:33,121 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 5:51:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2842, loss: 0.2842 +2023-12-30 14:02:55,739 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 5:50:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2914, loss: 0.2914 +2023-12-30 14:03:18,261 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 5:50:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2973, loss: 0.2973 +2023-12-30 14:03:40,763 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 5:50:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.3114, loss: 0.3114 +2023-12-30 14:04:03,197 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 5:49:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 0.3142, loss: 0.3142 +2023-12-30 14:04:25,659 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 5:49:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2639, loss: 0.2639 +2023-12-30 14:04:48,057 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 5:48:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2760, loss: 0.2760 +2023-12-30 14:05:10,471 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 5:48:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.3198, loss: 0.3198 +2023-12-30 14:05:32,830 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 5:48:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2826, loss: 0.2826 +2023-12-30 14:05:55,230 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 5:47:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2778, loss: 0.2778 +2023-12-30 14:06:17,689 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 5:47:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2749, loss: 0.2749 +2023-12-30 14:06:40,146 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 5:46:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.3047, loss: 0.3047 +2023-12-30 14:07:02,600 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 5:46:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.3002, loss: 0.3002 +2023-12-30 14:07:25,103 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 5:46:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.3021, loss: 0.3021 +2023-12-30 14:07:47,573 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 5:45:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.3046, loss: 0.3046 +2023-12-30 14:08:10,002 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 5:45:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 0.3141, loss: 0.3141 +2023-12-30 14:08:32,438 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 5:45:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2878, loss: 0.2878 +2023-12-30 14:08:41,802 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-30 14:12:16,184 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 14:12:16,756 - pyskl - INFO - +top1_acc 0.8106 +top5_acc 0.9595 +2023-12-30 14:12:16,776 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8106, top5_acc: 0.9595 +2023-12-30 14:13:01,587 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 5:44:34, time: 0.448, data_time: 0.224, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 0.2589, loss: 0.2589 +2023-12-30 14:13:24,055 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 5:44:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.2295, loss: 0.2295 +2023-12-30 14:13:46,471 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 5:43:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2315, loss: 0.2315 +2023-12-30 14:14:08,882 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 5:43:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.2261, loss: 0.2261 +2023-12-30 14:14:31,406 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 5:43:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2437, loss: 0.2437 +2023-12-30 14:14:53,964 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 5:42:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 0.2537, loss: 0.2537 +2023-12-30 14:15:16,417 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 5:42:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2513, loss: 0.2513 +2023-12-30 14:15:38,880 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 5:41:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2632, loss: 0.2632 +2023-12-30 14:16:01,298 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 5:41:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.2362, loss: 0.2362 +2023-12-30 14:16:23,675 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 5:41:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2579, loss: 0.2579 +2023-12-30 14:16:46,008 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 5:40:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2873, loss: 0.2873 +2023-12-30 14:17:08,350 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 5:40:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2403, loss: 0.2403 +2023-12-30 14:17:30,722 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 5:39:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2803, loss: 0.2803 +2023-12-30 14:17:53,088 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 5:39:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2744, loss: 0.2744 +2023-12-30 14:18:15,475 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 5:39:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2697, loss: 0.2697 +2023-12-30 14:18:37,859 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 5:38:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2880, loss: 0.2880 +2023-12-30 14:19:00,234 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 5:38:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2574, loss: 0.2574 +2023-12-30 14:19:22,746 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 5:38:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.2373, loss: 0.2373 +2023-12-30 14:19:45,110 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 5:37:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.2731, loss: 0.2731 +2023-12-30 14:20:07,443 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 5:37:19, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.2584, loss: 0.2584 +2023-12-30 14:20:29,873 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 5:36:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2639, loss: 0.2639 +2023-12-30 14:20:52,287 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 5:36:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2952, loss: 0.2952 +2023-12-30 14:21:14,642 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 5:36:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2797, loss: 0.2797 +2023-12-30 14:21:37,002 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 5:35:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2590, loss: 0.2590 +2023-12-30 14:21:59,399 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 5:35:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2499, loss: 0.2499 +2023-12-30 14:22:21,844 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 5:35:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2810, loss: 0.2810 +2023-12-30 14:22:44,418 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 5:34:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2531, loss: 0.2531 +2023-12-30 14:23:06,874 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 5:34:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.2493, loss: 0.2493 +2023-12-30 14:23:29,248 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 5:33:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.2363, loss: 0.2363 +2023-12-30 14:23:51,640 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 5:33:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 0.2898, loss: 0.2898 +2023-12-30 14:24:13,964 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 5:33:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.2459, loss: 0.2459 +2023-12-30 14:24:36,277 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 5:32:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.2584, loss: 0.2584 +2023-12-30 14:24:58,603 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 5:32:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.2667, loss: 0.2667 +2023-12-30 14:25:21,003 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 5:31:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2418, loss: 0.2418 +2023-12-30 14:25:43,410 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 5:31:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2634, loss: 0.2634 +2023-12-30 14:26:05,799 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 5:31:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2563, loss: 0.2563 +2023-12-30 14:26:28,210 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 5:30:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.2682, loss: 0.2682 +2023-12-30 14:26:50,568 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 5:30:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.3094, loss: 0.3094 +2023-12-30 14:27:12,923 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 5:30:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2510, loss: 0.2510 +2023-12-30 14:27:22,290 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-30 14:30:57,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 14:30:57,799 - pyskl - INFO - +top1_acc 0.8066 +top5_acc 0.9567 +2023-12-30 14:30:57,824 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8066, top5_acc: 0.9567 +2023-12-30 14:31:43,107 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 5:29:34, time: 0.453, data_time: 0.229, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.3539, loss: 0.3539 +2023-12-30 14:32:05,512 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 5:29:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2860, loss: 0.2860 +2023-12-30 14:32:27,930 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 5:28:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 0.2687, loss: 0.2687 +2023-12-30 14:32:50,426 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 5:28:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.2467, loss: 0.2467 +2023-12-30 14:33:12,868 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 5:28:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.2141, loss: 0.2141 +2023-12-30 14:33:35,348 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 5:27:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.2583, loss: 0.2583 +2023-12-30 14:33:57,858 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 5:27:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2856, loss: 0.2856 +2023-12-30 14:34:20,249 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 5:26:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2720, loss: 0.2720 +2023-12-30 14:34:42,663 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 5:26:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 0.2394, loss: 0.2394 +2023-12-30 14:35:05,117 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 5:26:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.2393, loss: 0.2393 +2023-12-30 14:35:27,542 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 5:25:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2835, loss: 0.2835 +2023-12-30 14:35:50,014 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 5:25:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2318, loss: 0.2318 +2023-12-30 14:36:12,483 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 5:24:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2494, loss: 0.2494 +2023-12-30 14:36:34,889 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 5:24:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 0.2275, loss: 0.2275 +2023-12-30 14:36:57,368 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 5:24:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.2377, loss: 0.2377 +2023-12-30 14:37:19,805 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 5:23:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2528, loss: 0.2528 +2023-12-30 14:37:42,256 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 5:23:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2611, loss: 0.2611 +2023-12-30 14:38:04,821 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 5:23:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.2243, loss: 0.2243 +2023-12-30 14:38:27,441 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 5:22:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.2672, loss: 0.2672 +2023-12-30 14:38:50,006 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 5:22:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.2308, loss: 0.2308 +2023-12-30 14:39:12,553 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 5:21:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.2585, loss: 0.2585 +2023-12-30 14:39:35,103 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 5:21:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.2923, loss: 0.2923 +2023-12-30 14:39:57,604 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 5:21:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2551, loss: 0.2551 +2023-12-30 14:40:20,065 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 5:20:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.2469, loss: 0.2469 +2023-12-30 14:40:42,589 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 5:20:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2569, loss: 0.2569 +2023-12-30 14:41:04,975 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 5:20:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.2672, loss: 0.2672 +2023-12-30 14:41:27,709 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 5:19:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.2818, loss: 0.2818 +2023-12-30 14:41:50,183 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 5:19:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.2232, loss: 0.2232 +2023-12-30 14:42:12,659 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 5:18:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2314, loss: 0.2314 +2023-12-30 14:42:35,265 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 5:18:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2408, loss: 0.2408 +2023-12-30 14:42:57,782 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 5:18:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.2623, loss: 0.2623 +2023-12-30 14:43:20,384 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 5:17:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.2381, loss: 0.2381 +2023-12-30 14:43:42,897 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 5:17:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2489, loss: 0.2489 +2023-12-30 14:44:05,309 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 5:16:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2679, loss: 0.2679 +2023-12-30 14:44:27,796 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 5:16:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.2941, loss: 0.2941 +2023-12-30 14:44:50,364 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 5:16:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2715, loss: 0.2715 +2023-12-30 14:45:12,881 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 5:15:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2569, loss: 0.2569 +2023-12-30 14:45:35,361 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 5:15:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2631, loss: 0.2631 +2023-12-30 14:45:57,810 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 5:15:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 0.2322, loss: 0.2322 +2023-12-30 14:46:07,142 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-30 14:49:42,717 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 14:49:43,198 - pyskl - INFO - +top1_acc 0.8119 +top5_acc 0.9617 +2023-12-30 14:49:43,202 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_123.pth was removed +2023-12-30 14:49:43,337 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2023-12-30 14:49:43,339 - pyskl - INFO - Best top1_acc is 0.8119 at 129 epoch. +2023-12-30 14:49:43,362 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8119, top5_acc: 0.9617 +2023-12-30 14:50:27,725 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 5:14:34, time: 0.444, data_time: 0.219, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.2276, loss: 0.2276 +2023-12-30 14:50:50,125 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 5:14:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.2243, loss: 0.2243 +2023-12-30 14:51:12,706 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 5:13:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.2220, loss: 0.2220 +2023-12-30 14:51:35,287 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 5:13:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.2100, loss: 0.2100 +2023-12-30 14:51:57,822 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 5:13:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.2262, loss: 0.2262 +2023-12-30 14:52:20,357 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 5:12:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1960, loss: 0.1960 +2023-12-30 14:52:42,771 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 5:12:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1868, loss: 0.1868 +2023-12-30 14:53:05,147 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 5:11:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2168, loss: 0.2168 +2023-12-30 14:53:27,684 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 5:11:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 0.2252, loss: 0.2252 +2023-12-30 14:53:50,201 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 5:11:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.2265, loss: 0.2265 +2023-12-30 14:54:12,586 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 5:10:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.2035, loss: 0.2035 +2023-12-30 14:54:34,953 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 5:10:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2395, loss: 0.2395 +2023-12-30 14:54:57,353 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 5:09:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.2064, loss: 0.2064 +2023-12-30 14:55:19,703 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 5:09:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.2000, loss: 0.2000 +2023-12-30 14:55:42,065 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 5:09:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2126, loss: 0.2126 +2023-12-30 14:56:04,385 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 5:08:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2236, loss: 0.2236 +2023-12-30 14:56:26,718 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 5:08:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2371, loss: 0.2371 +2023-12-30 14:56:49,124 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 5:08:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.2170, loss: 0.2170 +2023-12-30 14:57:11,527 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 5:07:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.2302, loss: 0.2302 +2023-12-30 14:57:33,936 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 5:07:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.2205, loss: 0.2205 +2023-12-30 14:57:56,388 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 5:06:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 0.2202, loss: 0.2202 +2023-12-30 14:58:18,880 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 5:06:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2161, loss: 0.2161 +2023-12-30 14:58:41,436 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 5:06:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.2127, loss: 0.2127 +2023-12-30 14:59:03,912 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 5:05:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.2168, loss: 0.2168 +2023-12-30 14:59:26,349 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 5:05:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1923, loss: 0.1923 +2023-12-30 14:59:48,779 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 5:05:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 0.2109, loss: 0.2109 +2023-12-30 15:00:11,136 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 5:04:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.2054, loss: 0.2054 +2023-12-30 15:00:33,537 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 5:04:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1916, loss: 0.1916 +2023-12-30 15:00:55,941 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 5:03:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.2118, loss: 0.2118 +2023-12-30 15:01:18,289 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 5:03:30, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2433, loss: 0.2433 +2023-12-30 15:01:40,591 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 5:03:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.2311, loss: 0.2311 +2023-12-30 15:02:02,869 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 5:02:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2643, loss: 0.2643 +2023-12-30 15:02:25,144 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 5:02:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2400, loss: 0.2400 +2023-12-30 15:02:47,584 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 5:01:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2340, loss: 0.2340 +2023-12-30 15:03:10,072 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 5:01:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.2316, loss: 0.2316 +2023-12-30 15:03:32,629 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 5:01:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 0.2483, loss: 0.2483 +2023-12-30 15:03:55,052 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 5:00:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.2153, loss: 0.2153 +2023-12-30 15:04:17,555 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 5:00:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.2338, loss: 0.2338 +2023-12-30 15:04:40,147 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 5:00:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.2413, loss: 0.2413 +2023-12-30 15:04:49,541 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-30 15:08:24,809 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 15:08:25,427 - pyskl - INFO - +top1_acc 0.8056 +top5_acc 0.9565 +2023-12-30 15:08:25,449 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8056, top5_acc: 0.9565 +2023-12-30 15:09:10,075 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 4:59:33, time: 0.446, data_time: 0.223, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.2076, loss: 0.2076 +2023-12-30 15:09:32,487 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 4:59:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1987, loss: 0.1987 +2023-12-30 15:09:54,925 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 4:58:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1949, loss: 0.1949 +2023-12-30 15:10:17,427 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 4:58:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2159, loss: 0.2159 +2023-12-30 15:10:39,893 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 4:58:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 0.1883, loss: 0.1883 +2023-12-30 15:11:02,343 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 4:57:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1929, loss: 0.1929 +2023-12-30 15:11:24,757 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 4:57:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1860, loss: 0.1860 +2023-12-30 15:11:47,222 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 4:56:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.2022, loss: 0.2022 +2023-12-30 15:12:09,848 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 4:56:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1975, loss: 0.1975 +2023-12-30 15:12:32,459 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 4:56:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1728, loss: 0.1728 +2023-12-30 15:12:55,025 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 4:55:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1870, loss: 0.1870 +2023-12-30 15:13:17,579 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 4:55:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1825, loss: 0.1825 +2023-12-30 15:13:40,124 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 4:54:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1913, loss: 0.1913 +2023-12-30 15:14:02,604 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 4:54:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.2032, loss: 0.2032 +2023-12-30 15:14:25,091 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 4:54:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.1956, loss: 0.1956 +2023-12-30 15:14:47,571 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 4:53:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.2214, loss: 0.2214 +2023-12-30 15:15:10,045 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 4:53:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.2119, loss: 0.2119 +2023-12-30 15:15:32,502 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 4:53:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.2108, loss: 0.2108 +2023-12-30 15:15:54,952 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 4:52:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.2049, loss: 0.2049 +2023-12-30 15:16:17,375 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 4:52:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2004, loss: 0.2004 +2023-12-30 15:16:39,838 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 4:51:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.2133, loss: 0.2133 +2023-12-30 15:17:02,234 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 4:51:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1833, loss: 0.1833 +2023-12-30 15:17:24,720 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 4:51:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.2128, loss: 0.2128 +2023-12-30 15:17:47,226 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 4:50:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1859, loss: 0.1859 +2023-12-30 15:18:09,642 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 4:50:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.2177, loss: 0.2177 +2023-12-30 15:18:32,096 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 4:50:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.1910, loss: 0.1910 +2023-12-30 15:18:54,543 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 4:49:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1985, loss: 0.1985 +2023-12-30 15:19:16,898 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 4:49:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.2305, loss: 0.2305 +2023-12-30 15:19:39,346 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 4:48:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.2073, loss: 0.2073 +2023-12-30 15:20:01,745 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 4:48:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1894, loss: 0.1894 +2023-12-30 15:20:24,142 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 4:48:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1963, loss: 0.1963 +2023-12-30 15:20:46,650 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 4:47:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.2265, loss: 0.2265 +2023-12-30 15:21:09,300 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 4:47:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.2197, loss: 0.2197 +2023-12-30 15:21:31,840 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 4:46:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.2171, loss: 0.2171 +2023-12-30 15:21:54,249 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 4:46:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.2104, loss: 0.2104 +2023-12-30 15:22:16,660 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 4:46:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2217, loss: 0.2217 +2023-12-30 15:22:39,049 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 4:45:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1976, loss: 0.1976 +2023-12-30 15:23:01,532 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 4:45:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.2182, loss: 0.2182 +2023-12-30 15:23:23,970 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 4:45:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2268, loss: 0.2268 +2023-12-30 15:23:33,400 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-30 15:27:08,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 15:27:09,000 - pyskl - INFO - +top1_acc 0.8099 +top5_acc 0.9576 +2023-12-30 15:27:09,021 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8099, top5_acc: 0.9576 +2023-12-30 15:27:53,736 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 4:44:33, time: 0.447, data_time: 0.224, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1816, loss: 0.1816 +2023-12-30 15:28:16,053 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 4:44:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1857, loss: 0.1857 +2023-12-30 15:28:38,384 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 4:43:48, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1489, loss: 0.1489 +2023-12-30 15:29:00,844 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 4:43:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.1657, loss: 0.1657 +2023-12-30 15:29:23,196 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 4:43:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1588, loss: 0.1588 +2023-12-30 15:29:45,563 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 4:42:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1564, loss: 0.1564 +2023-12-30 15:30:07,944 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 4:42:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1721, loss: 0.1721 +2023-12-30 15:30:30,338 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 4:41:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1741, loss: 0.1741 +2023-12-30 15:30:52,799 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 4:41:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1816, loss: 0.1816 +2023-12-30 15:31:15,290 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 4:41:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1876, loss: 0.1876 +2023-12-30 15:31:37,656 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 4:40:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 0.1849, loss: 0.1849 +2023-12-30 15:32:00,025 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 4:40:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1540, loss: 0.1540 +2023-12-30 15:32:22,401 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 4:39:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1780, loss: 0.1780 +2023-12-30 15:32:44,760 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 4:39:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1713, loss: 0.1713 +2023-12-30 15:33:07,140 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 4:39:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.2134, loss: 0.2134 +2023-12-30 15:33:29,522 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 4:38:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1962, loss: 0.1962 +2023-12-30 15:33:51,858 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 4:38:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1975, loss: 0.1975 +2023-12-30 15:34:14,328 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 4:38:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1750, loss: 0.1750 +2023-12-30 15:34:36,721 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 4:37:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.2068, loss: 0.2068 +2023-12-30 15:34:59,099 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 4:37:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1669, loss: 0.1669 +2023-12-30 15:35:21,574 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 4:36:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1754, loss: 0.1754 +2023-12-30 15:35:43,989 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 4:36:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 0.2001, loss: 0.2001 +2023-12-30 15:36:06,392 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 4:36:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1872, loss: 0.1872 +2023-12-30 15:36:28,799 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 4:35:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 0.1803, loss: 0.1803 +2023-12-30 15:36:51,174 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 4:35:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1800, loss: 0.1800 +2023-12-30 15:37:13,560 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 4:35:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1944, loss: 0.1944 +2023-12-30 15:37:35,974 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 4:34:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1884, loss: 0.1884 +2023-12-30 15:37:58,376 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 4:34:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1855, loss: 0.1855 +2023-12-30 15:38:20,760 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 4:33:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1890, loss: 0.1890 +2023-12-30 15:38:43,113 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 4:33:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.2088, loss: 0.2088 +2023-12-30 15:39:05,476 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 4:33:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 0.1887, loss: 0.1887 +2023-12-30 15:39:27,924 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 4:32:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1812, loss: 0.1812 +2023-12-30 15:39:50,379 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 4:32:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1991, loss: 0.1991 +2023-12-30 15:40:12,772 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 4:31:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1785, loss: 0.1785 +2023-12-30 15:40:35,238 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 4:31:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.2010, loss: 0.2010 +2023-12-30 15:40:57,677 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 4:31:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.2092, loss: 0.2092 +2023-12-30 15:41:20,082 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 4:30:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1776, loss: 0.1776 +2023-12-30 15:41:42,673 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 4:30:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1601, loss: 0.1601 +2023-12-30 15:42:05,210 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 4:30:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1663, loss: 0.1663 +2023-12-30 15:42:14,652 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-30 15:45:48,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 15:45:49,209 - pyskl - INFO - +top1_acc 0.8045 +top5_acc 0.9566 +2023-12-30 15:45:49,231 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8045, top5_acc: 0.9566 +2023-12-30 15:46:34,129 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 4:29:33, time: 0.449, data_time: 0.226, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1597, loss: 0.1597 +2023-12-30 15:46:56,474 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 4:29:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1402, loss: 0.1402 +2023-12-30 15:47:18,909 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 4:28:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1418, loss: 0.1418 +2023-12-30 15:47:41,356 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 4:28:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1640, loss: 0.1640 +2023-12-30 15:48:03,797 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 4:28:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1498, loss: 0.1498 +2023-12-30 15:48:26,251 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 4:27:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1503, loss: 0.1503 +2023-12-30 15:48:48,696 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 4:27:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1542, loss: 0.1542 +2023-12-30 15:49:11,293 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 4:26:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1443, loss: 0.1443 +2023-12-30 15:49:33,817 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 4:26:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1450, loss: 0.1450 +2023-12-30 15:49:56,228 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 4:26:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1664, loss: 0.1664 +2023-12-30 15:50:18,698 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 4:25:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1374, loss: 0.1374 +2023-12-30 15:50:41,183 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 4:25:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1652, loss: 0.1652 +2023-12-30 15:51:03,612 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 4:24:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1662, loss: 0.1662 +2023-12-30 15:51:26,081 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 4:24:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1722, loss: 0.1722 +2023-12-30 15:51:48,458 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 4:24:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1709, loss: 0.1709 +2023-12-30 15:52:10,837 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 4:23:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1700, loss: 0.1700 +2023-12-30 15:52:33,380 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 4:23:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1844, loss: 0.1844 +2023-12-30 15:52:55,802 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 4:23:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1845, loss: 0.1845 +2023-12-30 15:53:18,213 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 4:22:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.1628, loss: 0.1628 +2023-12-30 15:53:40,587 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 4:22:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1589, loss: 0.1589 +2023-12-30 15:54:02,997 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 4:21:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9969, loss_cls: 0.1698, loss: 0.1698 +2023-12-30 15:54:25,431 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 4:21:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1719, loss: 0.1719 +2023-12-30 15:54:47,985 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 4:21:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1764, loss: 0.1764 +2023-12-30 15:55:10,445 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 4:20:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1912, loss: 0.1912 +2023-12-30 15:55:32,934 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 4:20:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1607, loss: 0.1607 +2023-12-30 15:55:55,526 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 4:20:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1482, loss: 0.1482 +2023-12-30 15:56:18,058 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 4:19:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1626, loss: 0.1626 +2023-12-30 15:56:40,500 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 4:19:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1705, loss: 0.1705 +2023-12-30 15:57:02,953 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 4:18:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1628, loss: 0.1628 +2023-12-30 15:57:25,314 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 4:18:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1613, loss: 0.1613 +2023-12-30 15:57:47,728 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 4:18:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1588, loss: 0.1588 +2023-12-30 15:58:10,055 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 4:17:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1546, loss: 0.1546 +2023-12-30 15:58:32,403 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 4:17:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 0.1820, loss: 0.1820 +2023-12-30 15:58:54,779 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 4:16:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1745, loss: 0.1745 +2023-12-30 15:59:17,177 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 4:16:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1734, loss: 0.1734 +2023-12-30 15:59:39,648 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 4:16:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1665, loss: 0.1665 +2023-12-30 16:00:02,065 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 4:15:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1505, loss: 0.1505 +2023-12-30 16:00:24,481 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 4:15:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1545, loss: 0.1545 +2023-12-30 16:00:47,004 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 4:15:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1897, loss: 0.1897 +2023-12-30 16:00:56,455 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-30 16:04:30,553 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 16:04:31,100 - pyskl - INFO - +top1_acc 0.8191 +top5_acc 0.9610 +2023-12-30 16:04:31,105 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_129.pth was removed +2023-12-30 16:04:31,244 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2023-12-30 16:04:31,246 - pyskl - INFO - Best top1_acc is 0.8191 at 133 epoch. +2023-12-30 16:04:31,271 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8191, top5_acc: 0.9610 +2023-12-30 16:05:15,735 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 4:14:33, time: 0.445, data_time: 0.221, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1575, loss: 0.1575 +2023-12-30 16:05:38,164 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 4:14:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1643, loss: 0.1643 +2023-12-30 16:06:00,593 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 4:13:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1553, loss: 0.1553 +2023-12-30 16:06:23,004 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 4:13:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1594, loss: 0.1594 +2023-12-30 16:06:45,431 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 4:13:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1708, loss: 0.1708 +2023-12-30 16:07:07,838 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 4:12:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1596, loss: 0.1596 +2023-12-30 16:07:30,252 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 4:12:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1629, loss: 0.1629 +2023-12-30 16:07:52,689 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 4:11:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1305, loss: 0.1305 +2023-12-30 16:08:15,045 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 4:11:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1423, loss: 0.1423 +2023-12-30 16:08:37,505 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 4:11:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1339, loss: 0.1339 +2023-12-30 16:08:59,950 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 4:10:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1341, loss: 0.1341 +2023-12-30 16:09:22,362 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 4:10:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.1453, loss: 0.1453 +2023-12-30 16:09:44,792 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 4:09:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1529, loss: 0.1529 +2023-12-30 16:10:07,124 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 4:09:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1408, loss: 0.1408 +2023-12-30 16:10:29,512 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 4:09:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1401, loss: 0.1401 +2023-12-30 16:10:51,872 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 4:08:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1514, loss: 0.1514 +2023-12-30 16:11:14,222 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 4:08:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1598, loss: 0.1598 +2023-12-30 16:11:36,699 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 4:08:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1621, loss: 0.1621 +2023-12-30 16:11:59,484 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 4:07:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1458, loss: 0.1458 +2023-12-30 16:12:21,912 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 4:07:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.1441, loss: 0.1441 +2023-12-30 16:12:44,308 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 4:06:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1328, loss: 0.1328 +2023-12-30 16:13:06,777 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 4:06:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1462, loss: 0.1462 +2023-12-30 16:13:29,205 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 4:06:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1378, loss: 0.1378 +2023-12-30 16:13:51,554 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 4:05:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1422, loss: 0.1422 +2023-12-30 16:14:13,944 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 4:05:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1585, loss: 0.1585 +2023-12-30 16:14:36,374 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 4:05:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1415, loss: 0.1415 +2023-12-30 16:14:58,783 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 4:04:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1510, loss: 0.1510 +2023-12-30 16:15:21,232 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 4:04:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.1341, loss: 0.1341 +2023-12-30 16:15:43,641 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 4:03:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1531, loss: 0.1531 +2023-12-30 16:16:06,023 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 4:03:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1511, loss: 0.1511 +2023-12-30 16:16:28,417 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 4:03:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1496, loss: 0.1496 +2023-12-30 16:16:50,801 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 4:02:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1469, loss: 0.1469 +2023-12-30 16:17:13,199 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 4:02:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.1486, loss: 0.1486 +2023-12-30 16:17:35,562 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 4:01:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1461, loss: 0.1461 +2023-12-30 16:17:57,912 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 4:01:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.1488, loss: 0.1488 +2023-12-30 16:18:20,416 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 4:01:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1415, loss: 0.1415 +2023-12-30 16:18:42,925 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 4:00:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1461, loss: 0.1461 +2023-12-30 16:19:05,356 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 4:00:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1517, loss: 0.1517 +2023-12-30 16:19:27,748 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 4:00:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1507, loss: 0.1507 +2023-12-30 16:19:37,273 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-30 16:23:11,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 16:23:11,906 - pyskl - INFO - +top1_acc 0.8114 +top5_acc 0.9579 +2023-12-30 16:23:11,928 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8114, top5_acc: 0.9579 +2023-12-30 16:23:56,503 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 3:59:33, time: 0.446, data_time: 0.222, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1395, loss: 0.1395 +2023-12-30 16:24:18,922 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 3:59:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.1222, loss: 0.1222 +2023-12-30 16:24:41,325 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 3:58:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1161, loss: 0.1161 +2023-12-30 16:25:03,727 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 3:58:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1305, loss: 0.1305 +2023-12-30 16:25:26,275 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 3:58:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1436, loss: 0.1436 +2023-12-30 16:25:48,744 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 3:57:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1452, loss: 0.1452 +2023-12-30 16:26:11,172 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 3:57:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1515, loss: 0.1515 +2023-12-30 16:26:33,628 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 3:56:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1343, loss: 0.1343 +2023-12-30 16:26:56,072 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 3:56:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.1443, loss: 0.1443 +2023-12-30 16:27:18,581 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 3:56:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1273, loss: 0.1273 +2023-12-30 16:27:41,187 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 3:55:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1230, loss: 0.1230 +2023-12-30 16:28:03,665 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 3:55:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1131, loss: 0.1131 +2023-12-30 16:28:26,015 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 3:54:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1307, loss: 0.1307 +2023-12-30 16:28:48,354 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 3:54:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1280, loss: 0.1280 +2023-12-30 16:29:10,707 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 3:54:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1370, loss: 0.1370 +2023-12-30 16:29:33,028 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 3:53:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1354, loss: 0.1354 +2023-12-30 16:29:55,332 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 3:53:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1318, loss: 0.1318 +2023-12-30 16:30:17,642 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 3:53:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1769, loss: 0.1769 +2023-12-30 16:30:40,024 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 3:52:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1292, loss: 0.1292 +2023-12-30 16:31:02,506 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 3:52:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1336, loss: 0.1336 +2023-12-30 16:31:25,054 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 3:51:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1182, loss: 0.1182 +2023-12-30 16:31:47,572 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 3:51:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1306, loss: 0.1306 +2023-12-30 16:32:09,993 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 3:51:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1456, loss: 0.1456 +2023-12-30 16:32:32,382 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 3:50:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1302, loss: 0.1302 +2023-12-30 16:32:54,815 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 3:50:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1400, loss: 0.1400 +2023-12-30 16:33:17,282 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 3:50:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1256, loss: 0.1256 +2023-12-30 16:33:39,710 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 3:49:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1645, loss: 0.1645 +2023-12-30 16:34:02,140 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 3:49:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1577, loss: 0.1577 +2023-12-30 16:34:24,515 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 3:48:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1391, loss: 0.1391 +2023-12-30 16:34:46,839 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 3:48:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1540, loss: 0.1540 +2023-12-30 16:35:09,191 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 3:48:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1532, loss: 0.1532 +2023-12-30 16:35:31,665 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 3:47:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1482, loss: 0.1482 +2023-12-30 16:35:54,119 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 3:47:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1389, loss: 0.1389 +2023-12-30 16:36:16,576 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 3:46:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1419, loss: 0.1419 +2023-12-30 16:36:39,085 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 3:46:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1440, loss: 0.1440 +2023-12-30 16:37:01,549 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 3:46:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1326, loss: 0.1326 +2023-12-30 16:37:23,974 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 3:45:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1524, loss: 0.1524 +2023-12-30 16:37:46,496 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 3:45:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1470, loss: 0.1470 +2023-12-30 16:38:08,946 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 3:45:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1270, loss: 0.1270 +2023-12-30 16:38:18,326 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-30 16:41:52,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 16:41:53,076 - pyskl - INFO - +top1_acc 0.8194 +top5_acc 0.9606 +2023-12-30 16:41:53,081 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_133.pth was removed +2023-12-30 16:41:53,219 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-30 16:41:53,222 - pyskl - INFO - Best top1_acc is 0.8194 at 135 epoch. +2023-12-30 16:41:53,245 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8194, top5_acc: 0.9606 +2023-12-30 16:42:37,886 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 3:44:33, time: 0.446, data_time: 0.223, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1242, loss: 0.1242 +2023-12-30 16:43:00,235 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 3:44:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.1126, loss: 0.1126 +2023-12-30 16:43:22,579 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 3:43:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1222, loss: 0.1222 +2023-12-30 16:43:45,033 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 3:43:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1126, loss: 0.1126 +2023-12-30 16:44:07,487 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 3:43:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1285, loss: 0.1285 +2023-12-30 16:44:29,891 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 3:42:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.1391, loss: 0.1391 +2023-12-30 16:44:52,295 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 3:42:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1154, loss: 0.1154 +2023-12-30 16:45:14,789 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 3:41:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1367, loss: 0.1367 +2023-12-30 16:45:37,230 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 3:41:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1208, loss: 0.1208 +2023-12-30 16:45:59,692 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 3:41:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1106, loss: 0.1106 +2023-12-30 16:46:22,122 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 3:40:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1199, loss: 0.1199 +2023-12-30 16:46:44,663 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 3:40:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1273, loss: 0.1273 +2023-12-30 16:47:07,221 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 3:39:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1198, loss: 0.1198 +2023-12-30 16:47:29,694 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 3:39:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1171, loss: 0.1171 +2023-12-30 16:47:52,146 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 3:39:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1165, loss: 0.1165 +2023-12-30 16:48:14,595 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 3:38:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1119, loss: 0.1119 +2023-12-30 16:48:37,050 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 3:38:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1351, loss: 0.1351 +2023-12-30 16:48:59,530 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 3:38:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1313, loss: 0.1313 +2023-12-30 16:49:22,129 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 3:37:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1203, loss: 0.1203 +2023-12-30 16:49:44,681 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 3:37:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1151, loss: 0.1151 +2023-12-30 16:50:07,213 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 3:36:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1172, loss: 0.1172 +2023-12-30 16:50:29,713 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 3:36:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1192, loss: 0.1192 +2023-12-30 16:50:52,192 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 3:36:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.1069, loss: 0.1069 +2023-12-30 16:51:14,626 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 3:35:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1294, loss: 0.1294 +2023-12-30 16:51:36,988 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 3:35:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1167, loss: 0.1167 +2023-12-30 16:51:59,397 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 3:35:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1232, loss: 0.1232 +2023-12-30 16:52:21,811 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 3:34:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1233, loss: 0.1233 +2023-12-30 16:52:44,298 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 3:34:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1320, loss: 0.1320 +2023-12-30 16:53:06,706 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 3:33:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1146, loss: 0.1146 +2023-12-30 16:53:29,070 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 3:33:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1173, loss: 0.1173 +2023-12-30 16:53:51,507 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 3:33:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1158, loss: 0.1158 +2023-12-30 16:54:13,931 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 3:32:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1125, loss: 0.1125 +2023-12-30 16:54:36,356 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 3:32:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1352, loss: 0.1352 +2023-12-30 16:54:58,759 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 3:31:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1248, loss: 0.1248 +2023-12-30 16:55:21,146 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 3:31:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.1118, loss: 0.1118 +2023-12-30 16:55:43,552 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 3:31:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1154, loss: 0.1154 +2023-12-30 16:56:06,071 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 3:30:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.1232, loss: 0.1232 +2023-12-30 16:56:28,642 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 3:30:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1329, loss: 0.1329 +2023-12-30 16:56:51,115 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 3:30:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1220, loss: 0.1220 +2023-12-30 16:57:00,490 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-30 17:00:34,762 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 17:00:35,416 - pyskl - INFO - +top1_acc 0.8160 +top5_acc 0.9603 +2023-12-30 17:00:35,438 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8160, top5_acc: 0.9603 +2023-12-30 17:01:20,495 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 3:29:33, time: 0.451, data_time: 0.225, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1149, loss: 0.1149 +2023-12-30 17:01:42,884 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 3:29:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1118, loss: 0.1118 +2023-12-30 17:02:05,278 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 3:28:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1037, loss: 0.1037 +2023-12-30 17:02:27,662 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 3:28:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1080, loss: 0.1080 +2023-12-30 17:02:50,112 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 3:28:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1076, loss: 0.1076 +2023-12-30 17:03:12,528 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 3:27:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.1285, loss: 0.1285 +2023-12-30 17:03:34,919 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 3:27:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.1022, loss: 0.1022 +2023-12-30 17:03:57,323 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 3:26:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1082, loss: 0.1082 +2023-12-30 17:04:19,919 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 3:26:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.1120, loss: 0.1120 +2023-12-30 17:04:42,446 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 3:26:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1007, loss: 0.1007 +2023-12-30 17:05:04,914 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 3:25:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1182, loss: 0.1182 +2023-12-30 17:05:27,331 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 3:25:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1227, loss: 0.1227 +2023-12-30 17:05:49,698 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 3:24:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1304, loss: 0.1304 +2023-12-30 17:06:12,042 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 3:24:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1248, loss: 0.1248 +2023-12-30 17:06:34,458 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 3:24:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1085, loss: 0.1085 +2023-12-30 17:06:56,856 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 3:23:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1154, loss: 0.1154 +2023-12-30 17:07:19,255 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 3:23:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1090, loss: 0.1090 +2023-12-30 17:07:41,599 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 3:23:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1183, loss: 0.1183 +2023-12-30 17:08:03,969 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 3:22:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1245, loss: 0.1245 +2023-12-30 17:08:26,311 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 3:22:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1109, loss: 0.1109 +2023-12-30 17:08:48,677 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 3:21:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1104, loss: 0.1104 +2023-12-30 17:09:11,130 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 3:21:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1075, loss: 0.1075 +2023-12-30 17:09:33,617 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 3:21:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1285, loss: 0.1285 +2023-12-30 17:09:56,081 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 3:20:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1211, loss: 0.1211 +2023-12-30 17:10:18,555 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 3:20:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1003, loss: 0.1003 +2023-12-30 17:10:40,983 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 3:20:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0991, loss: 0.0991 +2023-12-30 17:11:03,346 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 3:19:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1292, loss: 0.1292 +2023-12-30 17:11:25,704 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 3:19:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1122, loss: 0.1122 +2023-12-30 17:11:48,076 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 3:18:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1144, loss: 0.1144 +2023-12-30 17:12:10,509 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 3:18:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1102, loss: 0.1102 +2023-12-30 17:12:32,909 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 3:18:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1072, loss: 0.1072 +2023-12-30 17:12:55,453 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 3:17:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1046, loss: 0.1046 +2023-12-30 17:13:17,906 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 3:17:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.1076, loss: 0.1076 +2023-12-30 17:13:40,321 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 3:16:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1019, loss: 0.1019 +2023-12-30 17:14:02,692 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 3:16:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1181, loss: 0.1181 +2023-12-30 17:14:24,990 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 3:16:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1127, loss: 0.1127 +2023-12-30 17:14:47,304 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 3:15:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1228, loss: 0.1228 +2023-12-30 17:15:09,634 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 3:15:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1338, loss: 0.1338 +2023-12-30 17:15:31,971 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 3:15:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1061, loss: 0.1061 +2023-12-30 17:15:41,317 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-30 17:19:16,628 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 17:19:17,225 - pyskl - INFO - +top1_acc 0.8118 +top5_acc 0.9541 +2023-12-30 17:19:17,247 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8118, top5_acc: 0.9541 +2023-12-30 17:20:02,452 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 3:14:33, time: 0.452, data_time: 0.228, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.1133, loss: 0.1133 +2023-12-30 17:20:24,828 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 3:14:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.1192, loss: 0.1192 +2023-12-30 17:20:47,242 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 3:13:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0980, loss: 0.0980 +2023-12-30 17:21:09,734 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 3:13:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0919, loss: 0.0919 +2023-12-30 17:21:32,182 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 3:13:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0951, loss: 0.0951 +2023-12-30 17:21:54,587 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 3:12:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1081, loss: 0.1081 +2023-12-30 17:22:17,016 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 3:12:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0973, loss: 0.0973 +2023-12-30 17:22:39,465 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 3:11:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0993, loss: 0.0993 +2023-12-30 17:23:01,878 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 3:11:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1085, loss: 0.1085 +2023-12-30 17:23:24,252 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 3:11:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0914, loss: 0.0914 +2023-12-30 17:23:46,637 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 3:10:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0984, loss: 0.0984 +2023-12-30 17:24:09,131 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 3:10:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0963, loss: 0.0963 +2023-12-30 17:24:31,530 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 3:09:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1046, loss: 0.1046 +2023-12-30 17:24:53,855 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 3:09:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.1116, loss: 0.1116 +2023-12-30 17:25:16,279 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 3:09:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1085, loss: 0.1085 +2023-12-30 17:25:38,760 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 3:08:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1120, loss: 0.1120 +2023-12-30 17:26:01,268 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 3:08:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1024, loss: 0.1024 +2023-12-30 17:26:23,657 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 3:08:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1074, loss: 0.1074 +2023-12-30 17:26:46,003 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 3:07:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1106, loss: 0.1106 +2023-12-30 17:27:08,383 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 3:07:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1059, loss: 0.1059 +2023-12-30 17:27:30,797 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 3:06:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1088, loss: 0.1088 +2023-12-30 17:27:53,167 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 3:06:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0974, loss: 0.0974 +2023-12-30 17:28:15,691 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 3:06:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1020, loss: 0.1020 +2023-12-30 17:28:38,133 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 3:05:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1145, loss: 0.1145 +2023-12-30 17:29:00,608 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 3:05:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.1061, loss: 0.1061 +2023-12-30 17:29:23,240 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 3:05:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1073, loss: 0.1073 +2023-12-30 17:29:45,854 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 3:04:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1027, loss: 0.1027 +2023-12-30 17:30:08,275 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 3:04:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1036, loss: 0.1036 +2023-12-30 17:30:30,776 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 3:03:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1024, loss: 0.1024 +2023-12-30 17:30:53,364 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 3:03:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1111, loss: 0.1111 +2023-12-30 17:31:15,742 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 3:03:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1043, loss: 0.1043 +2023-12-30 17:31:38,103 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 3:02:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1106, loss: 0.1106 +2023-12-30 17:32:00,462 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 3:02:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1172, loss: 0.1172 +2023-12-30 17:32:22,813 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 3:01:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1000, loss: 0.1000 +2023-12-30 17:32:45,180 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 3:01:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1032, loss: 0.1032 +2023-12-30 17:33:07,518 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 3:01:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1091, loss: 0.1091 +2023-12-30 17:33:29,914 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 3:00:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1051, loss: 0.1051 +2023-12-30 17:33:52,321 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 3:00:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0888, loss: 0.0888 +2023-12-30 17:34:14,751 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 3:00:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0947, loss: 0.0947 +2023-12-30 17:34:24,214 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-30 17:37:58,765 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 17:37:59,307 - pyskl - INFO - +top1_acc 0.8227 +top5_acc 0.9604 +2023-12-30 17:37:59,311 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_135.pth was removed +2023-12-30 17:37:59,446 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2023-12-30 17:37:59,448 - pyskl - INFO - Best top1_acc is 0.8227 at 138 epoch. +2023-12-30 17:37:59,469 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8227, top5_acc: 0.9604 +2023-12-30 17:38:44,432 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 2:59:33, time: 0.450, data_time: 0.225, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0911, loss: 0.0911 +2023-12-30 17:39:06,785 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 2:59:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0959, loss: 0.0959 +2023-12-30 17:39:29,138 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 2:58:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.1032, loss: 0.1032 +2023-12-30 17:39:51,689 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 2:58:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0972, loss: 0.0972 +2023-12-30 17:40:14,238 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 2:58:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0953, loss: 0.0953 +2023-12-30 17:40:36,756 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 2:57:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0859, loss: 0.0859 +2023-12-30 17:40:59,355 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 2:57:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0960, loss: 0.0960 +2023-12-30 17:41:21,875 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 2:56:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0962, loss: 0.0962 +2023-12-30 17:41:44,322 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 2:56:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.1029, loss: 0.1029 +2023-12-30 17:42:06,767 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 2:56:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0877, loss: 0.0877 +2023-12-30 17:42:29,365 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 2:55:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0847, loss: 0.0847 +2023-12-30 17:42:51,920 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 2:55:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.1043, loss: 0.1043 +2023-12-30 17:43:14,314 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 2:54:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0939, loss: 0.0939 +2023-12-30 17:43:36,893 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 2:54:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0890, loss: 0.0890 +2023-12-30 17:43:59,442 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 2:54:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0956, loss: 0.0956 +2023-12-30 17:44:21,968 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 2:53:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0990, loss: 0.0990 +2023-12-30 17:44:44,389 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 2:53:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0894, loss: 0.0894 +2023-12-30 17:45:06,830 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 2:53:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0914, loss: 0.0914 +2023-12-30 17:45:29,305 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 2:52:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0835, loss: 0.0835 +2023-12-30 17:45:51,727 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 2:52:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0928, loss: 0.0928 +2023-12-30 17:46:14,208 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 2:51:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0963, loss: 0.0963 +2023-12-30 17:46:36,563 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 2:51:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.1052, loss: 0.1052 +2023-12-30 17:46:58,904 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 2:51:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1122, loss: 0.1122 +2023-12-30 17:47:21,267 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 2:50:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1110, loss: 0.1110 +2023-12-30 17:47:43,722 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 2:50:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0983, loss: 0.0983 +2023-12-30 17:48:06,077 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 2:50:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0994, loss: 0.0994 +2023-12-30 17:48:28,499 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 2:49:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0933, loss: 0.0933 +2023-12-30 17:48:50,958 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 2:49:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0973, loss: 0.0973 +2023-12-30 17:49:13,432 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 2:48:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0900, loss: 0.0900 +2023-12-30 17:49:35,813 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 2:48:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1152, loss: 0.1152 +2023-12-30 17:49:58,168 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 2:48:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0944, loss: 0.0944 +2023-12-30 17:50:20,449 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 2:47:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0972, loss: 0.0972 +2023-12-30 17:50:42,749 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 2:47:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0968, loss: 0.0968 +2023-12-30 17:51:05,118 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 2:46:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0954, loss: 0.0954 +2023-12-30 17:51:27,475 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 2:46:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0871, loss: 0.0871 +2023-12-30 17:51:49,829 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 2:46:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1047, loss: 0.1047 +2023-12-30 17:52:12,212 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 2:45:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0867, loss: 0.0867 +2023-12-30 17:52:34,564 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 2:45:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0890, loss: 0.0890 +2023-12-30 17:52:57,095 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 2:45:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1025, loss: 0.1025 +2023-12-30 17:53:06,489 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-30 17:56:41,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 17:56:41,715 - pyskl - INFO - +top1_acc 0.8189 +top5_acc 0.9590 +2023-12-30 17:56:41,736 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8189, top5_acc: 0.9590 +2023-12-30 17:57:26,669 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 2:44:33, time: 0.449, data_time: 0.225, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1051, loss: 0.1051 +2023-12-30 17:57:49,055 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 2:44:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0970, loss: 0.0970 +2023-12-30 17:58:11,430 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 2:43:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0846, loss: 0.0846 +2023-12-30 17:58:33,904 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 2:43:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0961, loss: 0.0961 +2023-12-30 17:58:56,417 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 2:43:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0982, loss: 0.0982 +2023-12-30 17:59:18,851 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 2:42:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0989, loss: 0.0989 +2023-12-30 17:59:41,177 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 2:42:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0860, loss: 0.0860 +2023-12-30 18:00:03,500 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 2:41:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0970, loss: 0.0970 +2023-12-30 18:00:25,817 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 2:41:30, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0880, loss: 0.0880 +2023-12-30 18:00:48,180 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 2:41:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0905, loss: 0.0905 +2023-12-30 18:01:10,571 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 2:40:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0890, loss: 0.0890 +2023-12-30 18:01:32,933 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 2:40:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0971, loss: 0.0971 +2023-12-30 18:01:55,299 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 2:39:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0914, loss: 0.0914 +2023-12-30 18:02:17,683 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 2:39:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1003, loss: 0.1003 +2023-12-30 18:02:40,062 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 2:39:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0941, loss: 0.0941 +2023-12-30 18:03:02,563 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 2:38:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0963, loss: 0.0963 +2023-12-30 18:03:25,104 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 2:38:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0911, loss: 0.0911 +2023-12-30 18:03:47,559 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 2:38:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0933, loss: 0.0933 +2023-12-30 18:04:09,989 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 2:37:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0865, loss: 0.0865 +2023-12-30 18:04:32,361 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 2:37:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0951, loss: 0.0951 +2023-12-30 18:04:54,865 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 2:36:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0957, loss: 0.0957 +2023-12-30 18:05:17,400 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 2:36:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0890, loss: 0.0890 +2023-12-30 18:05:39,865 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 2:36:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0982, loss: 0.0982 +2023-12-30 18:06:02,259 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 2:35:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0907, loss: 0.0907 +2023-12-30 18:06:24,691 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 2:35:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0946, loss: 0.0946 +2023-12-30 18:06:47,160 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 2:35:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0951, loss: 0.0951 +2023-12-30 18:07:09,727 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 2:34:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0922, loss: 0.0922 +2023-12-30 18:07:32,159 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 2:34:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0944, loss: 0.0944 +2023-12-30 18:07:54,627 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 2:33:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0912, loss: 0.0912 +2023-12-30 18:08:17,071 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 2:33:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0893, loss: 0.0893 +2023-12-30 18:08:39,513 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 2:33:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0887, loss: 0.0887 +2023-12-30 18:09:02,023 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 2:32:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0862, loss: 0.0862 +2023-12-30 18:09:24,472 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 2:32:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0833, loss: 0.0833 +2023-12-30 18:09:46,959 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 2:31:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0845, loss: 0.0845 +2023-12-30 18:10:09,367 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 2:31:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0850, loss: 0.0850 +2023-12-30 18:10:31,759 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 2:31:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0876, loss: 0.0876 +2023-12-30 18:10:54,200 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 2:30:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0887, loss: 0.0887 +2023-12-30 18:11:16,621 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 2:30:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0984, loss: 0.0984 +2023-12-30 18:11:39,051 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 2:30:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0937, loss: 0.0937 +2023-12-30 18:11:48,457 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-30 18:15:22,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 18:15:22,944 - pyskl - INFO - +top1_acc 0.8180 +top5_acc 0.9600 +2023-12-30 18:15:22,965 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8180, top5_acc: 0.9600 +2023-12-30 18:16:07,526 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 2:29:33, time: 0.446, data_time: 0.222, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0905, loss: 0.0905 +2023-12-30 18:16:29,866 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 2:29:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0853, loss: 0.0853 +2023-12-30 18:16:52,268 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 2:28:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0844, loss: 0.0844 +2023-12-30 18:17:14,871 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 2:28:25, time: 0.226, data_time: 0.001, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0853, loss: 0.0853 +2023-12-30 18:17:37,426 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 2:28:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0808, loss: 0.0808 +2023-12-30 18:17:59,975 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 2:27:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0916, loss: 0.0916 +2023-12-30 18:18:22,508 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 2:27:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0831, loss: 0.0831 +2023-12-30 18:18:44,991 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 2:26:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0826, loss: 0.0826 +2023-12-30 18:19:07,506 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 2:26:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0858, loss: 0.0858 +2023-12-30 18:19:29,930 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 2:26:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0837, loss: 0.0837 +2023-12-30 18:19:52,519 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 2:25:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0859, loss: 0.0859 +2023-12-30 18:20:15,010 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 2:25:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0801, loss: 0.0801 +2023-12-30 18:20:37,500 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 2:24:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0896, loss: 0.0896 +2023-12-30 18:21:00,068 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 2:24:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0800, loss: 0.0800 +2023-12-30 18:21:22,631 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 2:24:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0832, loss: 0.0832 +2023-12-30 18:21:45,018 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 2:23:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0863, loss: 0.0863 +2023-12-30 18:22:07,397 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 2:23:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0951, loss: 0.0951 +2023-12-30 18:22:29,986 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 2:23:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0902, loss: 0.0902 +2023-12-30 18:22:52,516 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 2:22:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0914, loss: 0.0914 +2023-12-30 18:23:15,015 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 2:22:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0832, loss: 0.0832 +2023-12-30 18:23:37,507 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 2:21:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0813, loss: 0.0813 +2023-12-30 18:24:00,011 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 2:21:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0864, loss: 0.0864 +2023-12-30 18:24:22,536 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 2:21:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 +2023-12-30 18:24:44,954 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 2:20:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0940, loss: 0.0940 +2023-12-30 18:25:07,386 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 2:20:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0878, loss: 0.0878 +2023-12-30 18:25:29,791 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 2:20:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0892, loss: 0.0892 +2023-12-30 18:25:52,150 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 2:19:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0887, loss: 0.0887 +2023-12-30 18:26:14,550 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 2:19:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0873, loss: 0.0873 +2023-12-30 18:26:36,969 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 2:18:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0899, loss: 0.0899 +2023-12-30 18:26:59,367 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 2:18:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0944, loss: 0.0944 +2023-12-30 18:27:21,913 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 2:18:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0842, loss: 0.0842 +2023-12-30 18:27:44,360 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 2:17:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0882, loss: 0.0882 +2023-12-30 18:28:06,891 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 2:17:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0900, loss: 0.0900 +2023-12-30 18:28:29,304 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 2:16:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0836, loss: 0.0836 +2023-12-30 18:28:51,746 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 2:16:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0912, loss: 0.0912 +2023-12-30 18:29:14,199 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 2:16:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0924, loss: 0.0924 +2023-12-30 18:29:36,665 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 2:15:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0828, loss: 0.0828 +2023-12-30 18:29:59,120 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 2:15:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0883, loss: 0.0883 +2023-12-30 18:30:21,645 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 2:15:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0935, loss: 0.0935 +2023-12-30 18:30:31,022 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-30 18:34:04,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 18:34:05,469 - pyskl - INFO - +top1_acc 0.8221 +top5_acc 0.9600 +2023-12-30 18:34:05,492 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8221, top5_acc: 0.9600 +2023-12-30 18:34:51,049 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 2:14:34, time: 0.455, data_time: 0.232, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0972, loss: 0.0972 +2023-12-30 18:35:13,343 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 2:14:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1005, loss: 0.1005 +2023-12-30 18:35:35,659 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 2:13:48, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0819, loss: 0.0819 +2023-12-30 18:35:58,043 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 2:13:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0800, loss: 0.0800 +2023-12-30 18:36:20,592 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 2:13:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0805, loss: 0.0805 +2023-12-30 18:36:43,279 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 2:12:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 +2023-12-30 18:37:05,802 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 2:12:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0766, loss: 0.0766 +2023-12-30 18:37:28,239 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 2:11:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0795, loss: 0.0795 +2023-12-30 18:37:50,650 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 2:11:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0893, loss: 0.0893 +2023-12-30 18:38:13,062 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 2:11:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0870, loss: 0.0870 +2023-12-30 18:38:35,471 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 2:10:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1015, loss: 0.1015 +2023-12-30 18:38:57,863 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 2:10:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0827, loss: 0.0827 +2023-12-30 18:39:20,249 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 2:09:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0842, loss: 0.0842 +2023-12-30 18:39:42,635 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 2:09:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 +2023-12-30 18:40:05,003 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 2:09:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0830, loss: 0.0830 +2023-12-30 18:40:27,413 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 2:08:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 +2023-12-30 18:40:49,809 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 2:08:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0885, loss: 0.0885 +2023-12-30 18:41:12,247 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 2:08:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0808, loss: 0.0808 +2023-12-30 18:41:34,662 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 2:07:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0829, loss: 0.0829 +2023-12-30 18:41:57,071 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 2:07:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0818, loss: 0.0818 +2023-12-30 18:42:19,502 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 2:06:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 +2023-12-30 18:42:41,967 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 2:06:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0905, loss: 0.0905 +2023-12-30 18:43:04,491 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 2:06:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0931, loss: 0.0931 +2023-12-30 18:43:27,038 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 2:05:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0793, loss: 0.0793 +2023-12-30 18:43:49,589 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 2:05:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0850, loss: 0.0850 +2023-12-30 18:44:12,031 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 2:05:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0845, loss: 0.0845 +2023-12-30 18:44:34,442 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 2:04:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0800, loss: 0.0800 +2023-12-30 18:44:56,909 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 2:04:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 +2023-12-30 18:45:19,400 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 2:03:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 +2023-12-30 18:45:41,818 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 2:03:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0816, loss: 0.0816 +2023-12-30 18:46:04,233 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 2:03:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 +2023-12-30 18:46:26,611 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 2:02:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0783, loss: 0.0783 +2023-12-30 18:46:49,106 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 2:02:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0849, loss: 0.0849 +2023-12-30 18:47:11,587 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 2:01:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0795, loss: 0.0795 +2023-12-30 18:47:34,042 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 2:01:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0848, loss: 0.0848 +2023-12-30 18:47:56,520 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 2:01:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0769, loss: 0.0769 +2023-12-30 18:48:18,974 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 2:00:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 +2023-12-30 18:48:41,445 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 2:00:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 +2023-12-30 18:49:03,889 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 2:00:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0878, loss: 0.0878 +2023-12-30 18:49:13,270 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-30 18:52:47,298 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 18:52:47,778 - pyskl - INFO - +top1_acc 0.8238 +top5_acc 0.9594 +2023-12-30 18:52:47,782 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_138.pth was removed +2023-12-30 18:52:47,911 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2023-12-30 18:52:47,913 - pyskl - INFO - Best top1_acc is 0.8238 at 142 epoch. +2023-12-30 18:52:47,932 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8238, top5_acc: 0.9594 +2023-12-30 18:53:32,302 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 1:59:34, time: 0.444, data_time: 0.220, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0874, loss: 0.0874 +2023-12-30 18:53:54,649 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 1:59:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 +2023-12-30 18:54:16,988 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 1:58:48, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 +2023-12-30 18:54:39,326 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 1:58:25, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0832, loss: 0.0832 +2023-12-30 18:55:01,603 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 1:58:02, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 +2023-12-30 18:55:23,941 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 1:57:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0888, loss: 0.0888 +2023-12-30 18:55:46,454 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 1:57:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0762, loss: 0.0762 +2023-12-30 18:56:09,022 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 1:56:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0780, loss: 0.0780 +2023-12-30 18:56:31,364 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 1:56:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0809, loss: 0.0809 +2023-12-30 18:56:53,763 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 1:56:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0943, loss: 0.0943 +2023-12-30 18:57:16,097 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 1:55:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0811, loss: 0.0811 +2023-12-30 18:57:38,553 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 1:55:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 +2023-12-30 18:58:00,964 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 1:54:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0797, loss: 0.0797 +2023-12-30 18:58:23,378 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 1:54:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0962, loss: 0.0962 +2023-12-30 18:58:45,792 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 1:54:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 +2023-12-30 18:59:08,256 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 1:53:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 +2023-12-30 18:59:30,674 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 1:53:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 +2023-12-30 18:59:53,072 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 1:53:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 +2023-12-30 19:00:15,478 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 1:52:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 +2023-12-30 19:00:37,857 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 1:52:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 +2023-12-30 19:01:00,209 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 1:51:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0782, loss: 0.0782 +2023-12-30 19:01:22,644 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 1:51:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0836, loss: 0.0836 +2023-12-30 19:01:45,044 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 1:51:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 +2023-12-30 19:02:07,419 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 1:50:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0846, loss: 0.0846 +2023-12-30 19:02:29,777 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 1:50:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0804, loss: 0.0804 +2023-12-30 19:02:52,232 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 1:50:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0804, loss: 0.0804 +2023-12-30 19:03:14,823 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 1:49:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0796, loss: 0.0796 +2023-12-30 19:03:37,269 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 1:49:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0820, loss: 0.0820 +2023-12-30 19:03:59,742 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 1:48:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 +2023-12-30 19:04:22,119 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 1:48:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0884, loss: 0.0884 +2023-12-30 19:04:44,557 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 1:48:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 +2023-12-30 19:05:06,912 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 1:47:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 +2023-12-30 19:05:29,239 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 1:47:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0839, loss: 0.0839 +2023-12-30 19:05:51,623 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 1:47:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0782, loss: 0.0782 +2023-12-30 19:06:13,982 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 1:46:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 +2023-12-30 19:06:36,324 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 1:46:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 +2023-12-30 19:06:58,720 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 1:45:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0805, loss: 0.0805 +2023-12-30 19:07:21,131 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 1:45:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0853, loss: 0.0853 +2023-12-30 19:07:43,489 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 1:45:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0863, loss: 0.0863 +2023-12-30 19:07:52,876 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-30 19:11:27,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 19:11:27,592 - pyskl - INFO - +top1_acc 0.8275 +top5_acc 0.9606 +2023-12-30 19:11:27,596 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_142.pth was removed +2023-12-30 19:11:27,738 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2023-12-30 19:11:27,740 - pyskl - INFO - Best top1_acc is 0.8275 at 143 epoch. +2023-12-30 19:11:27,760 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8275, top5_acc: 0.9606 +2023-12-30 19:12:11,481 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 1:44:34, time: 0.437, data_time: 0.214, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0851, loss: 0.0851 +2023-12-30 19:12:33,799 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 1:44:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 +2023-12-30 19:12:56,159 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 1:43:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0868, loss: 0.0868 +2023-12-30 19:13:18,523 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 1:43:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0772, loss: 0.0772 +2023-12-30 19:13:40,916 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 1:43:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 +2023-12-30 19:14:03,345 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 1:42:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0786, loss: 0.0786 +2023-12-30 19:14:25,953 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 1:42:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 +2023-12-30 19:14:48,430 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 1:41:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 +2023-12-30 19:15:10,805 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 1:41:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0817, loss: 0.0817 +2023-12-30 19:15:33,195 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 1:41:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0728, loss: 0.0728 +2023-12-30 19:15:55,561 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 1:40:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 +2023-12-30 19:16:17,919 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 1:40:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 +2023-12-30 19:16:40,370 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 1:40:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0807, loss: 0.0807 +2023-12-30 19:17:02,942 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 1:39:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 +2023-12-30 19:17:25,407 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 1:39:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0892, loss: 0.0892 +2023-12-30 19:17:47,845 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 1:38:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0769, loss: 0.0769 +2023-12-30 19:18:10,277 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 1:38:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0776, loss: 0.0776 +2023-12-30 19:18:32,676 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 1:38:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0763, loss: 0.0763 +2023-12-30 19:18:55,020 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 1:37:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0800, loss: 0.0800 +2023-12-30 19:19:17,377 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 1:37:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0800, loss: 0.0800 +2023-12-30 19:19:39,756 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 1:36:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 +2023-12-30 19:20:02,100 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 1:36:34, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0797, loss: 0.0797 +2023-12-30 19:20:24,396 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 1:36:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0827, loss: 0.0827 +2023-12-30 19:20:46,769 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 1:35:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 +2023-12-30 19:21:09,187 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 1:35:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 +2023-12-30 19:21:31,596 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 1:35:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0773, loss: 0.0773 +2023-12-30 19:21:54,030 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 1:34:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 +2023-12-30 19:22:16,335 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 1:34:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0872, loss: 0.0872 +2023-12-30 19:22:38,816 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 1:33:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0723, loss: 0.0723 +2023-12-30 19:23:01,322 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 1:33:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 +2023-12-30 19:23:23,804 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 1:33:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0786, loss: 0.0786 +2023-12-30 19:23:46,221 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 1:32:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0803, loss: 0.0803 +2023-12-30 19:24:08,593 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 1:32:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0793, loss: 0.0793 +2023-12-30 19:24:31,156 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 1:32:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0811, loss: 0.0811 +2023-12-30 19:24:53,756 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 1:31:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 +2023-12-30 19:25:16,144 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 1:31:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0833, loss: 0.0833 +2023-12-30 19:25:38,501 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 1:30:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0777, loss: 0.0777 +2023-12-30 19:26:00,894 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 1:30:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 +2023-12-30 19:26:23,352 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 1:30:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 +2023-12-30 19:26:32,754 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-30 19:30:06,848 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 19:30:07,416 - pyskl - INFO - +top1_acc 0.8270 +top5_acc 0.9607 +2023-12-30 19:30:07,437 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8270, top5_acc: 0.9607 +2023-12-30 19:30:51,876 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 1:29:34, time: 0.444, data_time: 0.221, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 +2023-12-30 19:31:14,269 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 1:29:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 +2023-12-30 19:31:36,627 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 1:28:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 +2023-12-30 19:31:59,128 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 1:28:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0818, loss: 0.0818 +2023-12-30 19:32:21,605 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 1:28:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0817, loss: 0.0817 +2023-12-30 19:32:43,994 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 1:27:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0804, loss: 0.0804 +2023-12-30 19:33:06,415 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 1:27:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 +2023-12-30 19:33:28,871 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 1:26:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 +2023-12-30 19:33:51,193 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 1:26:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0739, loss: 0.0739 +2023-12-30 19:34:13,543 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 1:26:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0754, loss: 0.0754 +2023-12-30 19:34:35,953 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 1:25:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0829, loss: 0.0829 +2023-12-30 19:34:58,333 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 1:25:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 +2023-12-30 19:35:20,820 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 1:25:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0785, loss: 0.0785 +2023-12-30 19:35:43,363 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 1:24:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0817, loss: 0.0817 +2023-12-30 19:36:05,808 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 1:24:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0699, loss: 0.0699 +2023-12-30 19:36:28,259 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 1:23:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 +2023-12-30 19:36:50,662 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 1:23:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0792, loss: 0.0792 +2023-12-30 19:37:12,970 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 1:23:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 +2023-12-30 19:37:35,275 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 1:22:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0784, loss: 0.0784 +2023-12-30 19:37:57,570 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 1:22:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 +2023-12-30 19:38:19,877 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 1:21:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 +2023-12-30 19:38:42,188 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 1:21:34, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0780, loss: 0.0780 +2023-12-30 19:39:04,490 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 1:21:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0864, loss: 0.0864 +2023-12-30 19:39:26,859 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 1:20:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 +2023-12-30 19:39:49,310 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 1:20:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 +2023-12-30 19:40:11,682 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 1:20:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0847, loss: 0.0847 +2023-12-30 19:40:34,170 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 1:19:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 +2023-12-30 19:40:56,609 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 1:19:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0705, loss: 0.0705 +2023-12-30 19:41:19,092 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 1:18:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 +2023-12-30 19:41:41,422 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 1:18:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 +2023-12-30 19:42:03,769 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 1:18:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0798, loss: 0.0798 +2023-12-30 19:42:26,376 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 1:17:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0816, loss: 0.0816 +2023-12-30 19:42:48,857 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 1:17:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 +2023-12-30 19:43:11,412 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 1:17:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0692, loss: 0.0692 +2023-12-30 19:43:33,887 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 1:16:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0719, loss: 0.0719 +2023-12-30 19:43:56,514 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 1:16:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 +2023-12-30 19:44:18,987 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 1:15:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0745, loss: 0.0745 +2023-12-30 19:44:41,473 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 1:15:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0771, loss: 0.0771 +2023-12-30 19:45:03,937 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 1:15:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0797, loss: 0.0797 +2023-12-30 19:45:13,349 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-30 19:48:48,453 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 19:48:49,033 - pyskl - INFO - +top1_acc 0.8275 +top5_acc 0.9601 +2023-12-30 19:48:49,037 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_143.pth was removed +2023-12-30 19:48:49,172 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2023-12-30 19:48:49,174 - pyskl - INFO - Best top1_acc is 0.8275 at 145 epoch. +2023-12-30 19:48:49,196 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8275, top5_acc: 0.9601 +2023-12-30 19:49:32,867 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 1:14:34, time: 0.437, data_time: 0.214, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 +2023-12-30 19:49:55,089 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 1:14:12, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 +2023-12-30 19:50:17,372 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 1:13:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 +2023-12-30 19:50:39,654 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 1:13:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 +2023-12-30 19:51:01,996 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 1:13:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 +2023-12-30 19:51:24,411 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 1:12:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0795, loss: 0.0795 +2023-12-30 19:51:46,783 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 1:12:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0776, loss: 0.0776 +2023-12-30 19:52:09,220 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 1:11:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 +2023-12-30 19:52:31,658 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 1:11:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0949, loss: 0.0949 +2023-12-30 19:52:54,153 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 1:11:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0693, loss: 0.0693 +2023-12-30 19:53:16,744 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 1:10:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0723, loss: 0.0723 +2023-12-30 19:53:39,142 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 1:10:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 +2023-12-30 19:54:01,474 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 1:10:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0710, loss: 0.0710 +2023-12-30 19:54:23,790 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 1:09:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0790, loss: 0.0790 +2023-12-30 19:54:46,109 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 1:09:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 +2023-12-30 19:55:08,425 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 1:08:52, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 +2023-12-30 19:55:30,733 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 1:08:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0776, loss: 0.0776 +2023-12-30 19:55:53,089 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 1:08:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0713, loss: 0.0713 +2023-12-30 19:56:15,471 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 1:07:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0698, loss: 0.0698 +2023-12-30 19:56:37,804 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 1:07:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0713, loss: 0.0713 +2023-12-30 19:57:00,190 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 1:06:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 +2023-12-30 19:57:22,545 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 1:06:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 +2023-12-30 19:57:44,833 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 1:06:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0818, loss: 0.0818 +2023-12-30 19:58:07,167 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 1:05:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 +2023-12-30 19:58:29,484 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 1:05:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0766, loss: 0.0766 +2023-12-30 19:58:51,780 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 1:05:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 +2023-12-30 19:59:14,133 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 1:04:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 +2023-12-30 19:59:36,573 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 1:04:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0888, loss: 0.0888 +2023-12-30 19:59:59,078 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 1:03:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0719, loss: 0.0719 +2023-12-30 20:00:21,597 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 1:03:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0699, loss: 0.0699 +2023-12-30 20:00:44,096 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 1:03:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 +2023-12-30 20:01:06,518 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 1:02:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 +2023-12-30 20:01:28,956 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 1:02:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 +2023-12-30 20:01:51,350 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 1:02:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 +2023-12-30 20:02:13,719 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 1:01:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0766, loss: 0.0766 +2023-12-30 20:02:36,067 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 1:01:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0716, loss: 0.0716 +2023-12-30 20:02:58,438 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:00:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0772, loss: 0.0772 +2023-12-30 20:03:21,058 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:00:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0708, loss: 0.0708 +2023-12-30 20:03:43,503 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:00:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 +2023-12-30 20:03:52,946 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-30 20:07:26,861 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 20:07:27,348 - pyskl - INFO - +top1_acc 0.8142 +top5_acc 0.9575 +2023-12-30 20:07:27,369 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8142, top5_acc: 0.9575 +2023-12-30 20:08:11,548 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 0:59:35, time: 0.442, data_time: 0.217, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700 +2023-12-30 20:08:33,930 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 0:59:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0721, loss: 0.0721 +2023-12-30 20:08:56,319 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 0:58:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 +2023-12-30 20:09:18,730 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 0:58:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0834, loss: 0.0834 +2023-12-30 20:09:41,107 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 0:58:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0752, loss: 0.0752 +2023-12-30 20:10:03,455 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 0:57:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 +2023-12-30 20:10:25,841 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 0:57:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0728, loss: 0.0728 +2023-12-30 20:10:48,227 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 0:56:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0712, loss: 0.0712 +2023-12-30 20:11:10,699 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 0:56:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 +2023-12-30 20:11:33,144 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 0:56:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0698, loss: 0.0698 +2023-12-30 20:11:55,517 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 0:55:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 +2023-12-30 20:12:17,823 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 0:55:23, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0695, loss: 0.0695 +2023-12-30 20:12:40,147 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 0:55:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 +2023-12-30 20:13:02,505 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 0:54:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0809, loss: 0.0809 +2023-12-30 20:13:25,004 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 0:54:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0777, loss: 0.0777 +2023-12-30 20:13:47,396 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 0:53:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 +2023-12-30 20:14:09,766 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 0:53:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0683, loss: 0.0683 +2023-12-30 20:14:32,154 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 0:53:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 +2023-12-30 20:14:54,578 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 0:52:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 +2023-12-30 20:15:16,989 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 0:52:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 +2023-12-30 20:15:39,371 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 0:51:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0710, loss: 0.0710 +2023-12-30 20:16:01,779 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 0:51:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0819, loss: 0.0819 +2023-12-30 20:16:24,146 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 0:51:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 +2023-12-30 20:16:46,488 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 0:50:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0670, loss: 0.0670 +2023-12-30 20:17:08,843 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 0:50:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 +2023-12-30 20:17:31,222 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 0:50:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 +2023-12-30 20:17:53,660 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 0:49:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0675, loss: 0.0675 +2023-12-30 20:18:16,150 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 0:49:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0712, loss: 0.0712 +2023-12-30 20:18:38,545 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 0:48:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0818, loss: 0.0818 +2023-12-30 20:19:00,963 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 0:48:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0695, loss: 0.0695 +2023-12-30 20:19:23,409 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 0:48:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 +2023-12-30 20:19:45,809 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 0:47:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0763, loss: 0.0763 +2023-12-30 20:20:08,229 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 0:47:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0712, loss: 0.0712 +2023-12-30 20:20:30,652 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 0:47:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 +2023-12-30 20:20:53,017 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 0:46:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 +2023-12-30 20:21:15,425 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 0:46:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 +2023-12-30 20:21:37,897 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 0:45:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 +2023-12-30 20:22:00,537 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 0:45:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 +2023-12-30 20:22:23,047 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 0:45:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 +2023-12-30 20:22:32,479 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-30 20:26:07,866 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 20:26:08,363 - pyskl - INFO - +top1_acc 0.8237 +top5_acc 0.9592 +2023-12-30 20:26:08,386 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8237, top5_acc: 0.9592 +2023-12-30 20:26:52,381 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 0:44:35, time: 0.440, data_time: 0.216, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 +2023-12-30 20:27:14,877 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 0:44:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 +2023-12-30 20:27:37,294 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 0:43:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0763, loss: 0.0763 +2023-12-30 20:27:59,770 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 0:43:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0807, loss: 0.0807 +2023-12-30 20:28:22,166 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 0:43:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 +2023-12-30 20:28:44,497 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 0:42:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 +2023-12-30 20:29:06,832 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 0:42:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 +2023-12-30 20:29:29,158 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 0:41:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0681, loss: 0.0681 +2023-12-30 20:29:51,479 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 0:41:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0716, loss: 0.0716 +2023-12-30 20:30:13,801 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 0:41:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0687, loss: 0.0687 +2023-12-30 20:30:36,187 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 0:40:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 +2023-12-30 20:30:58,584 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 0:40:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0729, loss: 0.0729 +2023-12-30 20:31:21,043 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 0:40:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 +2023-12-30 20:31:43,510 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 0:39:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 +2023-12-30 20:32:05,911 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 0:39:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0729, loss: 0.0729 +2023-12-30 20:32:28,278 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 0:38:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0703, loss: 0.0703 +2023-12-30 20:32:50,653 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 0:38:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0701, loss: 0.0701 +2023-12-30 20:33:13,058 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 0:38:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 +2023-12-30 20:33:35,481 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 0:37:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2023-12-30 20:33:57,806 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 0:37:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0698, loss: 0.0698 +2023-12-30 20:34:20,149 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 0:36:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0708, loss: 0.0708 +2023-12-30 20:34:42,706 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 0:36:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0736, loss: 0.0736 +2023-12-30 20:35:05,200 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 0:36:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0713, loss: 0.0713 +2023-12-30 20:35:27,581 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 0:35:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0695, loss: 0.0695 +2023-12-30 20:35:50,135 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 0:35:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0741, loss: 0.0741 +2023-12-30 20:36:12,688 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 0:35:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0809, loss: 0.0809 +2023-12-30 20:36:35,091 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 0:34:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 +2023-12-30 20:36:57,477 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 0:34:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0815, loss: 0.0815 +2023-12-30 20:37:19,838 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 0:33:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0708, loss: 0.0708 +2023-12-30 20:37:42,243 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 0:33:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0795, loss: 0.0795 +2023-12-30 20:38:04,741 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 0:33:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0717, loss: 0.0717 +2023-12-30 20:38:27,172 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 0:32:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0783, loss: 0.0783 +2023-12-30 20:38:49,502 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 0:32:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0783, loss: 0.0783 +2023-12-30 20:39:11,885 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 0:32:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 +2023-12-30 20:39:34,298 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 0:31:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0804, loss: 0.0804 +2023-12-30 20:39:56,680 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 0:31:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 +2023-12-30 20:40:19,038 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 0:30:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0699, loss: 0.0699 +2023-12-30 20:40:41,360 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:30:30, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0751, loss: 0.0751 +2023-12-30 20:41:03,703 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:30:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 +2023-12-30 20:41:13,158 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-30 20:44:50,161 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 20:44:50,655 - pyskl - INFO - +top1_acc 0.8285 +top5_acc 0.9612 +2023-12-30 20:44:50,661 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_145.pth was removed +2023-12-30 20:44:50,800 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2023-12-30 20:44:50,802 - pyskl - INFO - Best top1_acc is 0.8285 at 148 epoch. +2023-12-30 20:44:50,824 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8285, top5_acc: 0.9612 +2023-12-30 20:45:35,845 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:29:36, time: 0.450, data_time: 0.225, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0699, loss: 0.0699 +2023-12-30 20:45:58,383 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:29:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 +2023-12-30 20:46:21,002 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:28:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0800, loss: 0.0800 +2023-12-30 20:46:43,464 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:28:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 +2023-12-30 20:47:05,933 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:28:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 +2023-12-30 20:47:28,454 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:27:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0731, loss: 0.0731 +2023-12-30 20:47:50,891 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:27:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 +2023-12-30 20:48:13,250 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:26:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0782, loss: 0.0782 +2023-12-30 20:48:35,654 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:26:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0770, loss: 0.0770 +2023-12-30 20:48:58,037 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:26:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 +2023-12-30 20:49:20,544 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:25:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 +2023-12-30 20:49:43,022 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:25:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0702, loss: 0.0702 +2023-12-30 20:50:05,402 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:25:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0698, loss: 0.0698 +2023-12-30 20:50:27,783 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:24:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0694, loss: 0.0694 +2023-12-30 20:50:50,182 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:24:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0697, loss: 0.0697 +2023-12-30 20:51:12,599 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:23:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 +2023-12-30 20:51:35,000 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:23:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 +2023-12-30 20:51:57,450 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:23:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 +2023-12-30 20:52:19,913 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:22:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0706, loss: 0.0706 +2023-12-30 20:52:42,423 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:22:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 +2023-12-30 20:53:04,774 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:21:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0713, loss: 0.0713 +2023-12-30 20:53:27,265 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:21:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0753, loss: 0.0753 +2023-12-30 20:53:49,681 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:21:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 +2023-12-30 20:54:12,051 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:20:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 +2023-12-30 20:54:34,355 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:20:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0683, loss: 0.0683 +2023-12-30 20:54:56,841 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:20:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0705, loss: 0.0705 +2023-12-30 20:55:19,224 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:19:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2023-12-30 20:55:41,621 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:19:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 +2023-12-30 20:56:04,174 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:18:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 +2023-12-30 20:56:26,765 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:18:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0691, loss: 0.0691 +2023-12-30 20:56:49,336 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:18:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 +2023-12-30 20:57:11,894 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:17:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 +2023-12-30 20:57:34,396 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:17:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0697, loss: 0.0697 +2023-12-30 20:57:56,845 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:17:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.0737, loss: 0.0737 +2023-12-30 20:58:19,291 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:16:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0716, loss: 0.0716 +2023-12-30 20:58:41,799 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:16:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0784, loss: 0.0784 +2023-12-30 20:59:04,246 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:15:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0777, loss: 0.0777 +2023-12-30 20:59:26,593 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:15:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0723, loss: 0.0723 +2023-12-30 20:59:48,913 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:15:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0782, loss: 0.0782 +2023-12-30 20:59:58,272 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-30 21:03:33,517 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 21:03:34,006 - pyskl - INFO - +top1_acc 0.8269 +top5_acc 0.9606 +2023-12-30 21:03:34,029 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8269, top5_acc: 0.9606 +2023-12-30 21:04:18,135 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:14:36, time: 0.441, data_time: 0.216, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 +2023-12-30 21:04:40,533 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:14:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0799, loss: 0.0799 +2023-12-30 21:05:02,842 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:13:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 +2023-12-30 21:05:25,205 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:13:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0765, loss: 0.0765 +2023-12-30 21:05:47,640 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:13:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 +2023-12-30 21:06:10,421 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:12:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0745, loss: 0.0745 +2023-12-30 21:06:32,871 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:12:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700 +2023-12-30 21:06:55,252 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:11:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2023-12-30 21:07:17,634 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:11:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 +2023-12-30 21:07:40,013 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:11:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 +2023-12-30 21:08:02,408 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:10:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 +2023-12-30 21:08:24,795 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:10:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0774, loss: 0.0774 +2023-12-30 21:08:47,172 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:10:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0719, loss: 0.0719 +2023-12-30 21:09:09,548 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:09:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 +2023-12-30 21:09:31,944 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:09:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 +2023-12-30 21:09:54,322 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:08:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0687, loss: 0.0687 +2023-12-30 21:10:16,645 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:08:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 +2023-12-30 21:10:38,975 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:08:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 +2023-12-30 21:11:01,337 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:07:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0824, loss: 0.0824 +2023-12-30 21:11:23,734 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:07:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0738, loss: 0.0738 +2023-12-30 21:11:46,157 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:07:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 +2023-12-30 21:12:08,603 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:06:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 +2023-12-30 21:12:31,009 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:06:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0722, loss: 0.0722 +2023-12-30 21:12:53,418 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:05:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0701, loss: 0.0701 +2023-12-30 21:13:15,862 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:05:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0745, loss: 0.0745 +2023-12-30 21:13:38,126 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:05:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 +2023-12-30 21:14:00,424 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:04:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 +2023-12-30 21:14:22,827 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:04:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 +2023-12-30 21:14:45,173 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:03:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 +2023-12-30 21:15:07,544 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:03:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0773, loss: 0.0773 +2023-12-30 21:15:29,907 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:03:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 +2023-12-30 21:15:52,298 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:02:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0701, loss: 0.0701 +2023-12-30 21:16:14,686 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:02:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 +2023-12-30 21:16:37,093 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:02:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0696, loss: 0.0696 +2023-12-30 21:16:59,500 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:01:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0687, loss: 0.0687 +2023-12-30 21:17:21,949 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:01:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0878, loss: 0.0878 +2023-12-30 21:17:44,323 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:00:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0712, loss: 0.0712 +2023-12-30 21:18:06,682 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:00:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0751, loss: 0.0751 +2023-12-30 21:18:29,009 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0766, loss: 0.0766 +2023-12-30 21:18:38,372 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-30 21:22:14,068 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 21:22:14,561 - pyskl - INFO - +top1_acc 0.8258 +top5_acc 0.9604 +2023-12-30 21:22:14,586 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8258, top5_acc: 0.9604 +2023-12-30 21:22:27,623 - pyskl - INFO - 50919 videos remain after valid thresholding +2023-12-30 21:53:43,876 - pyskl - INFO - Testing results of the last checkpoint +2023-12-30 21:53:43,876 - pyskl - INFO - top1_acc: 0.8305 +2023-12-30 21:53:43,876 - pyskl - INFO - top5_acc: 0.9631 +2023-12-30 21:53:43,877 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xsub/bm/best_top1_acc_epoch_148.pth +2023-12-30 22:24:55,934 - pyskl - INFO - Testing results of the best checkpoint +2023-12-30 22:24:55,934 - pyskl - INFO - top1_acc: 0.8346 +2023-12-30 22:24:55,934 - pyskl - INFO - top5_acc: 0.9640