2023-12-28 22:32:31,028 - 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 22:32:31,322 - pyskl - INFO - Config: modality = 'jm' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu120_xsub/jm' model = dict( type='RecognizerGCN_7_1_1', backbone=dict( type='GCN_7_1_2', tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], graph_cfg=dict( layout='nturgb+d', mode='random', num_filter=8, init_off=0.04, init_std=0.02)), cls_head=dict(type='SimpleHead_7_4_2', num_classes=120, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/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=['jm']), 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=['jm']), 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=['jm']), 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=['jm']), 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=['jm']), 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=['jm']), 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 22:32:31,322 - pyskl - INFO - Set random seed to 1159650056, deterministic: False 2023-12-28 22:32:40,390 - pyskl - INFO - 63026 videos remain after valid thresholding 2023-12-28 22:32:52,384 - pyskl - INFO - 50919 videos remain after valid thresholding 2023-12-28 22:32:52,440 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm 2023-12-28 22:32:52,440 - 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 22:32:52,440 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-28 22:32:52,440 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm by HardDiskBackend. 2023-12-28 22:33:38,446 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 3 days, 3:30:22, time: 0.460, data_time: 0.229, memory: 6526, top1_acc: 0.0169, top5_acc: 0.0975, loss_cls: 6.7306, loss: 6.7306 2023-12-28 22:34:00,693 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 2 days, 8:00:04, time: 0.222, data_time: 0.000, memory: 6526, top1_acc: 0.0462, top5_acc: 0.1656, loss_cls: 6.2826, loss: 6.2826 2023-12-28 22:34:22,976 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 2 days, 1:30:54, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.0462, top5_acc: 0.1888, loss_cls: 6.0877, loss: 6.0877 2023-12-28 22:34:45,266 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 1 day, 22:16:18, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.0550, top5_acc: 0.2162, loss_cls: 6.1077, loss: 6.1077 2023-12-28 22:35:07,608 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 1 day, 20:20:26, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.0663, top5_acc: 0.2331, loss_cls: 6.2510, loss: 6.2510 2023-12-28 22:35:29,996 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 1 day, 19:03:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.0619, top5_acc: 0.2506, loss_cls: 6.5528, loss: 6.5528 2023-12-28 22:35:52,391 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 1 day, 18:09:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.0862, top5_acc: 0.2900, loss_cls: 6.9185, loss: 6.9185 2023-12-28 22:36:14,834 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 1 day, 17:28:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.0844, top5_acc: 0.2850, loss_cls: 6.8632, loss: 6.8632 2023-12-28 22:36:37,270 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 1 day, 16:56:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.1200, top5_acc: 0.3294, loss_cls: 6.6257, loss: 6.6257 2023-12-28 22:36:59,664 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 1 day, 16:30:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.1225, top5_acc: 0.3719, loss_cls: 6.4425, loss: 6.4425 2023-12-28 22:37:22,043 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 1 day, 16:09:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.1281, top5_acc: 0.3956, loss_cls: 6.2192, loss: 6.2192 2023-12-28 22:37:44,446 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 1 day, 15:51:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.1531, top5_acc: 0.4238, loss_cls: 6.0152, loss: 6.0152 2023-12-28 22:38:06,851 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 1 day, 15:36:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.1700, top5_acc: 0.4481, loss_cls: 5.9359, loss: 5.9359 2023-12-28 22:38:29,255 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 1 day, 15:24:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.1900, top5_acc: 0.5012, loss_cls: 5.6832, loss: 5.6832 2023-12-28 22:38:51,655 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 1 day, 15:12:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.1975, top5_acc: 0.5162, loss_cls: 5.4949, loss: 5.4949 2023-12-28 22:39:14,385 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 1 day, 15:04:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.2162, top5_acc: 0.5306, loss_cls: 5.3697, loss: 5.3697 2023-12-28 22:39:36,895 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 1 day, 14:56:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.2375, top5_acc: 0.5425, loss_cls: 5.2661, loss: 5.2661 2023-12-28 22:39:59,291 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 1 day, 14:48:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.2250, top5_acc: 0.5519, loss_cls: 5.2179, loss: 5.2179 2023-12-28 22:40:21,679 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 1 day, 14:41:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.2462, top5_acc: 0.5775, loss_cls: 5.0442, loss: 5.0442 2023-12-28 22:40:44,055 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 1 day, 14:34:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.2412, top5_acc: 0.6012, loss_cls: 5.0019, loss: 5.0019 2023-12-28 22:41:06,430 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 1 day, 14:28:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.2825, top5_acc: 0.6069, loss_cls: 4.8610, loss: 4.8610 2023-12-28 22:41:28,813 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 1 day, 14:23:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.2744, top5_acc: 0.6188, loss_cls: 4.8363, loss: 4.8363 2023-12-28 22:41:51,187 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 1 day, 14:18:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.2906, top5_acc: 0.6475, loss_cls: 4.7081, loss: 4.7081 2023-12-28 22:42:13,557 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 1 day, 14:13:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.2988, top5_acc: 0.6462, loss_cls: 4.6788, loss: 4.6788 2023-12-28 22:42:35,954 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 1 day, 14:09:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.3237, top5_acc: 0.6575, loss_cls: 4.6150, loss: 4.6150 2023-12-28 22:42:58,421 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 1 day, 14:05:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.3038, top5_acc: 0.6744, loss_cls: 4.5461, loss: 4.5461 2023-12-28 22:43:20,906 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 1 day, 14:02:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.3031, top5_acc: 0.6631, loss_cls: 4.5671, loss: 4.5671 2023-12-28 22:43:43,364 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 1 day, 13:58:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.3175, top5_acc: 0.6669, loss_cls: 4.5000, loss: 4.5000 2023-12-28 22:44:05,840 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 1 day, 13:55:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.3450, top5_acc: 0.6844, loss_cls: 4.4161, loss: 4.4161 2023-12-28 22:44:28,371 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 1 day, 13:53:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.3556, top5_acc: 0.7000, loss_cls: 4.3279, loss: 4.3279 2023-12-28 22:44:50,746 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 1 day, 13:50:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.3369, top5_acc: 0.6894, loss_cls: 4.3487, loss: 4.3487 2023-12-28 22:45:13,249 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 1 day, 13:47:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.3594, top5_acc: 0.7013, loss_cls: 4.3150, loss: 4.3150 2023-12-28 22:45:35,797 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 1 day, 13:45:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.3588, top5_acc: 0.7163, loss_cls: 4.2729, loss: 4.2729 2023-12-28 22:45:58,373 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 1 day, 13:43:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.3531, top5_acc: 0.7100, loss_cls: 4.2472, loss: 4.2472 2023-12-28 22:46:20,961 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 1 day, 13:41:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4019, top5_acc: 0.7381, loss_cls: 4.1522, loss: 4.1522 2023-12-28 22:46:43,448 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 1 day, 13:39:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.3775, top5_acc: 0.7100, loss_cls: 4.2201, loss: 4.2201 2023-12-28 22:47:05,939 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 1 day, 13:37:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4188, top5_acc: 0.7394, loss_cls: 4.0809, loss: 4.0809 2023-12-28 22:47:28,416 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 1 day, 13:35:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4019, top5_acc: 0.7594, loss_cls: 4.0498, loss: 4.0498 2023-12-28 22:47:50,903 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 1 day, 13:34:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4044, top5_acc: 0.7356, loss_cls: 4.1087, loss: 4.1087 2023-12-28 22:48:00,280 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-28 22:51:36,551 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 22:51:37,032 - pyskl - INFO - top1_acc 0.3232 top5_acc 0.6732 2023-12-28 22:51:37,177 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-28 22:51:37,179 - pyskl - INFO - Best top1_acc is 0.3232 at 1 epoch. 2023-12-28 22:51:37,201 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.3232, top5_acc: 0.6732 2023-12-28 22:52:21,318 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 1 day, 14:02:20, time: 0.441, data_time: 0.217, memory: 6526, top1_acc: 0.4113, top5_acc: 0.7469, loss_cls: 4.0556, loss: 4.0556 2023-12-28 22:52:43,636 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 1 day, 13:59:33, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.4169, top5_acc: 0.7656, loss_cls: 3.9827, loss: 3.9827 2023-12-28 22:53:06,012 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 1 day, 13:57:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.4037, top5_acc: 0.7669, loss_cls: 3.9866, loss: 3.9866 2023-12-28 22:53:28,395 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 1 day, 13:54:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.4294, top5_acc: 0.7625, loss_cls: 3.9680, loss: 3.9680 2023-12-28 22:53:50,814 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 1 day, 13:52:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.4363, top5_acc: 0.7694, loss_cls: 3.8963, loss: 3.8963 2023-12-28 22:54:13,193 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 1 day, 13:50:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.4450, top5_acc: 0.7800, loss_cls: 3.8599, loss: 3.8599 2023-12-28 22:54:35,578 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 1 day, 13:47:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.4213, top5_acc: 0.7769, loss_cls: 3.9197, loss: 3.9197 2023-12-28 22:54:57,946 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 1 day, 13:45:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.4394, top5_acc: 0.7756, loss_cls: 3.9526, loss: 3.9526 2023-12-28 22:55:20,335 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 1 day, 13:43:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.4675, top5_acc: 0.7875, loss_cls: 3.8118, loss: 3.8118 2023-12-28 22:55:42,761 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 1 day, 13:41:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.4675, top5_acc: 0.7800, loss_cls: 3.8344, loss: 3.8344 2023-12-28 22:56:05,196 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 1 day, 13:40:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.4681, top5_acc: 0.7994, loss_cls: 3.8385, loss: 3.8385 2023-12-28 22:56:27,649 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 1 day, 13:38:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4363, top5_acc: 0.7825, loss_cls: 3.8874, loss: 3.8874 2023-12-28 22:56:50,077 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 1 day, 13:36:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.4869, top5_acc: 0.8131, loss_cls: 3.6905, loss: 3.6905 2023-12-28 22:57:12,694 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 1 day, 13:35:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4575, top5_acc: 0.7850, loss_cls: 3.8346, loss: 3.8346 2023-12-28 22:57:35,354 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 1 day, 13:34:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.4794, top5_acc: 0.7937, loss_cls: 3.7817, loss: 3.7817 2023-12-28 22:57:57,850 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 1 day, 13:32:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4894, top5_acc: 0.8331, loss_cls: 3.6549, loss: 3.6549 2023-12-28 22:58:20,411 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 1 day, 13:31:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4706, top5_acc: 0.7944, loss_cls: 3.7949, loss: 3.7949 2023-12-28 22:58:43,028 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 1 day, 13:30:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4494, top5_acc: 0.7900, loss_cls: 3.7859, loss: 3.7859 2023-12-28 22:59:05,729 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 1 day, 13:29:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.4825, top5_acc: 0.7881, loss_cls: 3.7775, loss: 3.7775 2023-12-28 22:59:28,403 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 1 day, 13:28:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.4838, top5_acc: 0.8337, loss_cls: 3.6857, loss: 3.6857 2023-12-28 22:59:51,030 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 1 day, 13:27:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5169, top5_acc: 0.8194, loss_cls: 3.6526, loss: 3.6526 2023-12-28 23:00:13,687 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 1 day, 13:26:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.4713, top5_acc: 0.8056, loss_cls: 3.7562, loss: 3.7562 2023-12-28 23:00:36,220 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 1 day, 13:25:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5000, top5_acc: 0.8187, loss_cls: 3.6814, loss: 3.6814 2023-12-28 23:00:58,967 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 1 day, 13:24:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.4906, top5_acc: 0.8044, loss_cls: 3.7070, loss: 3.7070 2023-12-28 23:01:21,485 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 1 day, 13:23:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5081, top5_acc: 0.8431, loss_cls: 3.5898, loss: 3.5898 2023-12-28 23:01:44,239 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 1 day, 13:22:18, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.4863, top5_acc: 0.8087, loss_cls: 3.7144, loss: 3.7144 2023-12-28 23:02:06,901 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 1 day, 13:21:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.4813, top5_acc: 0.8200, loss_cls: 3.6957, loss: 3.6957 2023-12-28 23:02:29,390 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 1 day, 13:20:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5256, top5_acc: 0.8269, loss_cls: 3.6115, loss: 3.6115 2023-12-28 23:02:51,914 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 1 day, 13:19:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5219, top5_acc: 0.8275, loss_cls: 3.5698, loss: 3.5698 2023-12-28 23:03:14,495 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 1 day, 13:18:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4944, top5_acc: 0.8194, loss_cls: 3.6601, loss: 3.6601 2023-12-28 23:03:36,981 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 1 day, 13:17:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5106, top5_acc: 0.8350, loss_cls: 3.5853, loss: 3.5853 2023-12-28 23:03:59,476 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 1 day, 13:16:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5194, top5_acc: 0.8306, loss_cls: 3.5632, loss: 3.5632 2023-12-28 23:04:21,953 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 1 day, 13:15:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5181, top5_acc: 0.8375, loss_cls: 3.5789, loss: 3.5789 2023-12-28 23:04:44,433 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 1 day, 13:13:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5188, top5_acc: 0.8375, loss_cls: 3.5625, loss: 3.5625 2023-12-28 23:05:06,970 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 1 day, 13:13:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5162, top5_acc: 0.8350, loss_cls: 3.5714, loss: 3.5714 2023-12-28 23:05:29,391 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 1 day, 13:11:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5225, top5_acc: 0.8313, loss_cls: 3.5910, loss: 3.5910 2023-12-28 23:05:51,868 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 1 day, 13:10:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5294, top5_acc: 0.8469, loss_cls: 3.5233, loss: 3.5233 2023-12-28 23:06:14,467 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 1 day, 13:10:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5050, top5_acc: 0.8237, loss_cls: 3.6296, loss: 3.6296 2023-12-28 23:06:36,964 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 1 day, 13:09:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5400, top5_acc: 0.8438, loss_cls: 3.5140, loss: 3.5140 2023-12-28 23:06:46,496 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-28 23:10:22,856 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 23:10:23,410 - pyskl - INFO - top1_acc 0.4626 top5_acc 0.7952 2023-12-28 23:10:23,414 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_1.pth was removed 2023-12-28 23:10:23,553 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-28 23:10:23,554 - pyskl - INFO - Best top1_acc is 0.4626 at 2 epoch. 2023-12-28 23:10:23,575 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.4626, top5_acc: 0.7952 2023-12-28 23:11:08,178 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 1 day, 13:23:53, time: 0.446, data_time: 0.220, memory: 6526, top1_acc: 0.5437, top5_acc: 0.8350, loss_cls: 3.4908, loss: 3.4908 2023-12-28 23:11:30,590 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 1 day, 13:22:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5463, top5_acc: 0.8481, loss_cls: 3.4606, loss: 3.4606 2023-12-28 23:11:53,011 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 1 day, 13:21:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5294, top5_acc: 0.8438, loss_cls: 3.5391, loss: 3.5391 2023-12-28 23:12:15,424 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 1 day, 13:20:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5463, top5_acc: 0.8431, loss_cls: 3.5063, loss: 3.5063 2023-12-28 23:12:37,781 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 1 day, 13:19:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5381, top5_acc: 0.8444, loss_cls: 3.4920, loss: 3.4920 2023-12-28 23:13:00,150 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 1 day, 13:17:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5525, top5_acc: 0.8531, loss_cls: 3.4401, loss: 3.4401 2023-12-28 23:13:22,535 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 1 day, 13:16:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5425, top5_acc: 0.8387, loss_cls: 3.5247, loss: 3.5247 2023-12-28 23:13:44,926 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 1 day, 13:15:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5463, top5_acc: 0.8562, loss_cls: 3.4783, loss: 3.4783 2023-12-28 23:14:07,300 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 1 day, 13:14:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5463, top5_acc: 0.8500, loss_cls: 3.4907, loss: 3.4907 2023-12-28 23:14:29,685 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 1 day, 13:13:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5519, top5_acc: 0.8481, loss_cls: 3.4401, loss: 3.4401 2023-12-28 23:14:52,055 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 1 day, 13:12:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5506, top5_acc: 0.8350, loss_cls: 3.5157, loss: 3.5157 2023-12-28 23:15:14,434 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 1 day, 13:11:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5706, top5_acc: 0.8606, loss_cls: 3.3958, loss: 3.3958 2023-12-28 23:15:36,810 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 1 day, 13:10:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5644, top5_acc: 0.8638, loss_cls: 3.3970, loss: 3.3970 2023-12-28 23:15:59,264 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 1 day, 13:09:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5725, top5_acc: 0.8631, loss_cls: 3.3887, loss: 3.3887 2023-12-28 23:16:21,836 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 1 day, 13:08:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5663, top5_acc: 0.8688, loss_cls: 3.3922, loss: 3.3922 2023-12-28 23:16:44,338 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 1 day, 13:07:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5587, top5_acc: 0.8588, loss_cls: 3.4357, loss: 3.4357 2023-12-28 23:17:06,847 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 1 day, 13:06:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5663, top5_acc: 0.8706, loss_cls: 3.3891, loss: 3.3891 2023-12-28 23:17:29,287 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 1 day, 13:05:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5575, top5_acc: 0.8600, loss_cls: 3.4181, loss: 3.4181 2023-12-28 23:17:51,734 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 1 day, 13:04:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5563, top5_acc: 0.8469, loss_cls: 3.4633, loss: 3.4633 2023-12-28 23:18:14,234 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 1 day, 13:04:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5531, top5_acc: 0.8625, loss_cls: 3.4397, loss: 3.4397 2023-12-28 23:18:36,714 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 1 day, 13:03:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5425, top5_acc: 0.8456, loss_cls: 3.4783, loss: 3.4783 2023-12-28 23:18:59,128 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 1 day, 13:02:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5675, top5_acc: 0.8631, loss_cls: 3.3537, loss: 3.3537 2023-12-28 23:19:21,575 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 1 day, 13:01:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5694, top5_acc: 0.8650, loss_cls: 3.3570, loss: 3.3570 2023-12-28 23:19:44,016 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 1 day, 13:00:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5606, top5_acc: 0.8531, loss_cls: 3.3892, loss: 3.3892 2023-12-28 23:20:06,441 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 1 day, 12:59:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5494, top5_acc: 0.8481, loss_cls: 3.4824, loss: 3.4824 2023-12-28 23:20:28,870 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 1 day, 12:58:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5594, top5_acc: 0.8556, loss_cls: 3.3865, loss: 3.3865 2023-12-28 23:20:51,401 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 1 day, 12:58:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5875, top5_acc: 0.8719, loss_cls: 3.3306, loss: 3.3306 2023-12-28 23:21:13,985 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 1 day, 12:57:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5750, top5_acc: 0.8662, loss_cls: 3.3680, loss: 3.3680 2023-12-28 23:21:36,652 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 1 day, 12:56:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.5806, top5_acc: 0.8800, loss_cls: 3.3094, loss: 3.3094 2023-12-28 23:21:59,367 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 1 day, 12:56:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.5813, top5_acc: 0.8650, loss_cls: 3.3336, loss: 3.3336 2023-12-28 23:22:21,908 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 1 day, 12:55:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5938, top5_acc: 0.8769, loss_cls: 3.2885, loss: 3.2885 2023-12-28 23:22:44,454 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 1 day, 12:54:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5731, top5_acc: 0.8700, loss_cls: 3.3540, loss: 3.3540 2023-12-28 23:23:07,066 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 1 day, 12:54:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5962, top5_acc: 0.8788, loss_cls: 3.2844, loss: 3.2844 2023-12-28 23:23:29,494 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 1 day, 12:53:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6006, top5_acc: 0.8819, loss_cls: 3.2556, loss: 3.2556 2023-12-28 23:23:51,908 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 1 day, 12:52:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5806, top5_acc: 0.8769, loss_cls: 3.3170, loss: 3.3170 2023-12-28 23:24:14,310 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 1 day, 12:51:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5837, top5_acc: 0.8612, loss_cls: 3.3430, loss: 3.3430 2023-12-28 23:24:36,802 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 1 day, 12:51:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6088, top5_acc: 0.8781, loss_cls: 3.2254, loss: 3.2254 2023-12-28 23:24:59,400 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 1 day, 12:50:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5800, top5_acc: 0.8738, loss_cls: 3.2654, loss: 3.2654 2023-12-28 23:25:21,862 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 1 day, 12:49:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5825, top5_acc: 0.8681, loss_cls: 3.2567, loss: 3.2567 2023-12-28 23:25:31,228 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-28 23:29:10,256 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 23:29:10,750 - pyskl - INFO - top1_acc 0.5163 top5_acc 0.8366 2023-12-28 23:29:10,755 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_2.pth was removed 2023-12-28 23:29:10,901 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2023-12-28 23:29:10,903 - pyskl - INFO - Best top1_acc is 0.5163 at 3 epoch. 2023-12-28 23:29:10,925 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.5163, top5_acc: 0.8366 2023-12-28 23:29:55,611 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 1 day, 12:59:25, time: 0.447, data_time: 0.223, memory: 6526, top1_acc: 0.5875, top5_acc: 0.8950, loss_cls: 3.1827, loss: 3.1827 2023-12-28 23:30:18,055 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 1 day, 12:58:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6244, top5_acc: 0.8900, loss_cls: 3.0650, loss: 3.0650 2023-12-28 23:30:40,436 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 1 day, 12:57:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5713, top5_acc: 0.8738, loss_cls: 3.0496, loss: 3.0496 2023-12-28 23:31:02,803 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 1 day, 12:56:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5975, top5_acc: 0.8869, loss_cls: 2.8689, loss: 2.8689 2023-12-28 23:31:25,167 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 1 day, 12:55:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6025, top5_acc: 0.8844, loss_cls: 2.7663, loss: 2.7663 2023-12-28 23:31:47,575 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 1 day, 12:55:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5869, top5_acc: 0.8825, loss_cls: 2.7501, loss: 2.7501 2023-12-28 23:32:10,046 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 1 day, 12:54:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6050, top5_acc: 0.8769, loss_cls: 2.6795, loss: 2.6795 2023-12-28 23:32:32,654 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 1 day, 12:53:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5988, top5_acc: 0.8825, loss_cls: 2.6577, loss: 2.6577 2023-12-28 23:32:55,212 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 1 day, 12:53:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5981, top5_acc: 0.8781, loss_cls: 2.7123, loss: 2.7123 2023-12-28 23:33:17,701 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 1 day, 12:52:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5813, top5_acc: 0.8750, loss_cls: 2.7291, loss: 2.7291 2023-12-28 23:33:40,120 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 1 day, 12:51:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6038, top5_acc: 0.8881, loss_cls: 2.6469, loss: 2.6469 2023-12-28 23:34:02,514 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 1 day, 12:50:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6056, top5_acc: 0.8812, loss_cls: 2.6359, loss: 2.6359 2023-12-28 23:34:24,953 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 1 day, 12:49:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6112, top5_acc: 0.8950, loss_cls: 2.6117, loss: 2.6117 2023-12-28 23:34:47,399 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 1 day, 12:49:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6012, top5_acc: 0.8931, loss_cls: 2.6355, loss: 2.6355 2023-12-28 23:35:09,805 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 1 day, 12:48:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6000, top5_acc: 0.8819, loss_cls: 2.6599, loss: 2.6599 2023-12-28 23:35:32,218 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 1 day, 12:47:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6131, top5_acc: 0.8869, loss_cls: 2.6172, loss: 2.6172 2023-12-28 23:35:54,693 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 1 day, 12:46:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6106, top5_acc: 0.8844, loss_cls: 2.6273, loss: 2.6273 2023-12-28 23:36:17,151 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 1 day, 12:46:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6038, top5_acc: 0.8912, loss_cls: 2.6163, loss: 2.6163 2023-12-28 23:36:39,635 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 1 day, 12:45:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6256, top5_acc: 0.9006, loss_cls: 2.5400, loss: 2.5400 2023-12-28 23:37:02,081 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 1 day, 12:44:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6094, top5_acc: 0.8919, loss_cls: 2.5848, loss: 2.5848 2023-12-28 23:37:24,582 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 1 day, 12:44:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6169, top5_acc: 0.9000, loss_cls: 2.5588, loss: 2.5588 2023-12-28 23:37:47,080 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 1 day, 12:43:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6206, top5_acc: 0.8825, loss_cls: 2.5815, loss: 2.5815 2023-12-28 23:38:09,560 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 1 day, 12:42:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6200, top5_acc: 0.8938, loss_cls: 2.5651, loss: 2.5651 2023-12-28 23:38:32,008 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 1 day, 12:42:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6075, top5_acc: 0.8875, loss_cls: 2.6367, loss: 2.6367 2023-12-28 23:38:54,383 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 1 day, 12:41:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6056, top5_acc: 0.9012, loss_cls: 2.5704, loss: 2.5704 2023-12-28 23:39:16,776 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 1 day, 12:40:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6150, top5_acc: 0.8938, loss_cls: 2.5662, loss: 2.5662 2023-12-28 23:39:39,216 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 1 day, 12:39:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6250, top5_acc: 0.8950, loss_cls: 2.5732, loss: 2.5732 2023-12-28 23:40:01,862 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 1 day, 12:39:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6144, top5_acc: 0.8762, loss_cls: 2.5855, loss: 2.5855 2023-12-28 23:40:24,492 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 1 day, 12:38:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6244, top5_acc: 0.8900, loss_cls: 2.5792, loss: 2.5792 2023-12-28 23:40:46,998 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 1 day, 12:38:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6200, top5_acc: 0.8862, loss_cls: 2.5891, loss: 2.5891 2023-12-28 23:41:09,422 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 1 day, 12:37:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6262, top5_acc: 0.9050, loss_cls: 2.5145, loss: 2.5145 2023-12-28 23:41:31,828 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 1 day, 12:36:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6256, top5_acc: 0.8912, loss_cls: 2.5638, loss: 2.5638 2023-12-28 23:41:54,250 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 1 day, 12:36:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6462, top5_acc: 0.8988, loss_cls: 2.4756, loss: 2.4756 2023-12-28 23:42:16,670 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 1 day, 12:35:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6044, top5_acc: 0.8794, loss_cls: 2.6338, loss: 2.6338 2023-12-28 23:42:39,090 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 1 day, 12:34:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6175, top5_acc: 0.8775, loss_cls: 2.6075, loss: 2.6075 2023-12-28 23:43:01,549 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 1 day, 12:34:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6012, top5_acc: 0.8956, loss_cls: 2.5543, loss: 2.5543 2023-12-28 23:43:23,989 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 1 day, 12:33:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6250, top5_acc: 0.8981, loss_cls: 2.5247, loss: 2.5247 2023-12-28 23:43:46,464 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 1 day, 12:32:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6262, top5_acc: 0.8850, loss_cls: 2.5472, loss: 2.5472 2023-12-28 23:44:08,885 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 1 day, 12:32:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6225, top5_acc: 0.8969, loss_cls: 2.5470, loss: 2.5470 2023-12-28 23:44:18,309 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-28 23:47:54,513 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-28 23:47:55,002 - pyskl - INFO - top1_acc 0.5601 top5_acc 0.8722 2023-12-28 23:47:55,007 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_3.pth was removed 2023-12-28 23:47:55,150 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2023-12-28 23:47:55,152 - pyskl - INFO - Best top1_acc is 0.5601 at 4 epoch. 2023-12-28 23:47:55,175 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.5601, top5_acc: 0.8722 2023-12-28 23:48:39,321 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 1 day, 12:39:05, time: 0.441, data_time: 0.217, memory: 6526, top1_acc: 0.6256, top5_acc: 0.9075, loss_cls: 2.4697, loss: 2.4697 2023-12-28 23:49:01,678 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 1 day, 12:38:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6419, top5_acc: 0.8981, loss_cls: 2.4638, loss: 2.4638 2023-12-28 23:49:24,111 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 1 day, 12:37:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6369, top5_acc: 0.9000, loss_cls: 2.4929, loss: 2.4929 2023-12-28 23:49:46,553 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 1 day, 12:36:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6344, top5_acc: 0.8912, loss_cls: 2.5491, loss: 2.5491 2023-12-28 23:50:08,965 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 1 day, 12:36:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6369, top5_acc: 0.9025, loss_cls: 2.4508, loss: 2.4508 2023-12-28 23:50:31,349 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 1 day, 12:35:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6587, top5_acc: 0.9131, loss_cls: 2.4157, loss: 2.4157 2023-12-28 23:50:53,753 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 1 day, 12:34:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6188, top5_acc: 0.8862, loss_cls: 2.5923, loss: 2.5923 2023-12-28 23:51:16,162 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 1 day, 12:34:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6531, top5_acc: 0.9087, loss_cls: 2.4062, loss: 2.4062 2023-12-28 23:51:38,527 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 1 day, 12:33:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6306, top5_acc: 0.8938, loss_cls: 2.4898, loss: 2.4898 2023-12-28 23:52:00,929 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 1 day, 12:32:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6362, top5_acc: 0.9019, loss_cls: 2.4668, loss: 2.4668 2023-12-28 23:52:23,365 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 1 day, 12:32:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6538, top5_acc: 0.8969, loss_cls: 2.4412, loss: 2.4412 2023-12-28 23:52:45,863 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 1 day, 12:31:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6444, top5_acc: 0.9087, loss_cls: 2.4101, loss: 2.4101 2023-12-28 23:53:08,311 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 1 day, 12:30:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6206, top5_acc: 0.8975, loss_cls: 2.5370, loss: 2.5370 2023-12-28 23:53:30,724 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 1 day, 12:30:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6488, top5_acc: 0.8969, loss_cls: 2.4057, loss: 2.4057 2023-12-28 23:53:53,135 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 1 day, 12:29:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6331, top5_acc: 0.9081, loss_cls: 2.4445, loss: 2.4445 2023-12-28 23:54:15,547 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 1 day, 12:29:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6275, top5_acc: 0.8975, loss_cls: 2.5092, loss: 2.5092 2023-12-28 23:54:37,998 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 1 day, 12:28:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6575, top5_acc: 0.9069, loss_cls: 2.4080, loss: 2.4080 2023-12-28 23:55:00,457 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 1 day, 12:27:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6419, top5_acc: 0.9050, loss_cls: 2.4478, loss: 2.4478 2023-12-28 23:55:22,919 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 1 day, 12:27:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6019, top5_acc: 0.9000, loss_cls: 2.5656, loss: 2.5656 2023-12-28 23:55:45,483 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 1 day, 12:26:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6506, top5_acc: 0.9050, loss_cls: 2.4491, loss: 2.4491 2023-12-28 23:56:08,100 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 1 day, 12:26:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6388, top5_acc: 0.8962, loss_cls: 2.5056, loss: 2.5056 2023-12-28 23:56:30,637 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 1 day, 12:25:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6175, top5_acc: 0.8912, loss_cls: 2.5550, loss: 2.5550 2023-12-28 23:56:53,102 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 1 day, 12:24:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6669, top5_acc: 0.9131, loss_cls: 2.3658, loss: 2.3658 2023-12-28 23:57:15,765 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 1 day, 12:24:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6338, top5_acc: 0.8900, loss_cls: 2.4794, loss: 2.4794 2023-12-28 23:57:38,457 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 1 day, 12:23:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6594, top5_acc: 0.9075, loss_cls: 2.3763, loss: 2.3763 2023-12-28 23:58:00,975 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 1 day, 12:23:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6269, top5_acc: 0.8831, loss_cls: 2.5576, loss: 2.5576 2023-12-28 23:58:23,460 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 1 day, 12:22:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6450, top5_acc: 0.9144, loss_cls: 2.4039, loss: 2.4039 2023-12-28 23:58:46,030 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 1 day, 12:22:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6456, top5_acc: 0.9119, loss_cls: 2.4068, loss: 2.4068 2023-12-28 23:59:08,520 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 1 day, 12:21:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6500, top5_acc: 0.9062, loss_cls: 2.3981, loss: 2.3981 2023-12-28 23:59:31,257 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 1 day, 12:21:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6538, top5_acc: 0.9069, loss_cls: 2.3844, loss: 2.3844 2023-12-28 23:59:53,990 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 1 day, 12:20:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6506, top5_acc: 0.9081, loss_cls: 2.3943, loss: 2.3943 2023-12-29 00:00:16,547 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 1 day, 12:20:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6475, top5_acc: 0.9113, loss_cls: 2.4001, loss: 2.4001 2023-12-29 00:00:38,986 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 1 day, 12:19:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6288, top5_acc: 0.8919, loss_cls: 2.5363, loss: 2.5363 2023-12-29 00:01:01,580 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 1 day, 12:19:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6644, top5_acc: 0.9094, loss_cls: 2.3499, loss: 2.3499 2023-12-29 00:01:24,089 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 1 day, 12:18:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6244, top5_acc: 0.8944, loss_cls: 2.5342, loss: 2.5342 2023-12-29 00:01:46,525 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 1 day, 12:17:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6225, top5_acc: 0.8931, loss_cls: 2.5134, loss: 2.5134 2023-12-29 00:02:09,229 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 1 day, 12:17:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6381, top5_acc: 0.9213, loss_cls: 2.4190, loss: 2.4190 2023-12-29 00:02:31,748 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 1 day, 12:16:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6519, top5_acc: 0.9081, loss_cls: 2.4010, loss: 2.4010 2023-12-29 00:02:54,211 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 1 day, 12:16:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6525, top5_acc: 0.9019, loss_cls: 2.4377, loss: 2.4377 2023-12-29 00:03:03,582 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-29 00:06:39,663 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 00:06:40,226 - pyskl - INFO - top1_acc 0.5156 top5_acc 0.8392 2023-12-29 00:06:40,249 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5156, top5_acc: 0.8392 2023-12-29 00:07:24,018 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 1 day, 12:21:29, time: 0.438, data_time: 0.214, memory: 6526, top1_acc: 0.6481, top5_acc: 0.9100, loss_cls: 2.4276, loss: 2.4276 2023-12-29 00:07:46,505 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 1 day, 12:20:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6488, top5_acc: 0.9156, loss_cls: 2.3899, loss: 2.3899 2023-12-29 00:08:08,976 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 1 day, 12:20:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6562, top5_acc: 0.9062, loss_cls: 2.3971, loss: 2.3971 2023-12-29 00:08:31,416 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 1 day, 12:19:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6469, top5_acc: 0.9050, loss_cls: 2.4338, loss: 2.4338 2023-12-29 00:08:53,803 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 1 day, 12:19:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6438, top5_acc: 0.9175, loss_cls: 2.3575, loss: 2.3575 2023-12-29 00:09:16,183 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 1 day, 12:18:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6488, top5_acc: 0.9131, loss_cls: 2.3798, loss: 2.3798 2023-12-29 00:09:38,584 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 1 day, 12:17:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6400, top5_acc: 0.9069, loss_cls: 2.4001, loss: 2.4001 2023-12-29 00:10:00,950 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 1 day, 12:17:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6687, top5_acc: 0.9019, loss_cls: 2.3748, loss: 2.3748 2023-12-29 00:10:23,324 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 1 day, 12:16:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6500, top5_acc: 0.9194, loss_cls: 2.3685, loss: 2.3685 2023-12-29 00:10:45,777 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 1 day, 12:16:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6600, top5_acc: 0.9050, loss_cls: 2.3252, loss: 2.3252 2023-12-29 00:11:08,192 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 1 day, 12:15:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6562, top5_acc: 0.9038, loss_cls: 2.3883, loss: 2.3883 2023-12-29 00:11:30,614 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 1 day, 12:14:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6669, top5_acc: 0.9137, loss_cls: 2.3200, loss: 2.3200 2023-12-29 00:11:53,038 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 1 day, 12:14:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6256, top5_acc: 0.8881, loss_cls: 2.5123, loss: 2.5123 2023-12-29 00:12:15,440 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 1 day, 12:13:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6481, top5_acc: 0.9087, loss_cls: 2.3896, loss: 2.3896 2023-12-29 00:12:37,859 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 1 day, 12:13:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6569, top5_acc: 0.9094, loss_cls: 2.3582, loss: 2.3582 2023-12-29 00:13:00,284 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 1 day, 12:12:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6388, top5_acc: 0.9131, loss_cls: 2.3888, loss: 2.3888 2023-12-29 00:13:22,718 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 1 day, 12:11:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6519, top5_acc: 0.9100, loss_cls: 2.3793, loss: 2.3793 2023-12-29 00:13:45,133 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 1 day, 12:11:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6569, top5_acc: 0.9056, loss_cls: 2.3583, loss: 2.3583 2023-12-29 00:14:07,524 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 1 day, 12:10:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6406, top5_acc: 0.8919, loss_cls: 2.4711, loss: 2.4711 2023-12-29 00:14:29,964 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 1 day, 12:10:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6406, top5_acc: 0.9087, loss_cls: 2.3993, loss: 2.3993 2023-12-29 00:14:52,417 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 1 day, 12:09:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6531, top5_acc: 0.9175, loss_cls: 2.3697, loss: 2.3697 2023-12-29 00:15:14,882 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 1 day, 12:08:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6469, top5_acc: 0.9100, loss_cls: 2.3788, loss: 2.3788 2023-12-29 00:15:37,308 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 1 day, 12:08:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6431, top5_acc: 0.9025, loss_cls: 2.4224, loss: 2.4224 2023-12-29 00:15:59,741 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 1 day, 12:07:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6388, top5_acc: 0.9019, loss_cls: 2.4420, loss: 2.4420 2023-12-29 00:16:22,209 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 1 day, 12:07:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6456, top5_acc: 0.9056, loss_cls: 2.4128, loss: 2.4128 2023-12-29 00:16:44,651 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 1 day, 12:06:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6419, top5_acc: 0.9113, loss_cls: 2.4160, loss: 2.4160 2023-12-29 00:17:07,234 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 1 day, 12:06:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6631, top5_acc: 0.9094, loss_cls: 2.3753, loss: 2.3753 2023-12-29 00:17:29,743 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 1 day, 12:05:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6488, top5_acc: 0.9056, loss_cls: 2.4126, loss: 2.4126 2023-12-29 00:17:52,217 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 1 day, 12:05:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6675, top5_acc: 0.9038, loss_cls: 2.3446, loss: 2.3446 2023-12-29 00:18:14,564 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 1 day, 12:04:34, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6631, top5_acc: 0.9137, loss_cls: 2.2945, loss: 2.2945 2023-12-29 00:18:36,909 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 1 day, 12:03:59, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6388, top5_acc: 0.9075, loss_cls: 2.3979, loss: 2.3979 2023-12-29 00:18:59,324 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 1 day, 12:03:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6556, top5_acc: 0.9144, loss_cls: 2.3619, loss: 2.3619 2023-12-29 00:19:21,789 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 1 day, 12:02:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6425, top5_acc: 0.9038, loss_cls: 2.4371, loss: 2.4371 2023-12-29 00:19:44,245 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 1 day, 12:02:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6381, top5_acc: 0.9131, loss_cls: 2.4045, loss: 2.4045 2023-12-29 00:20:06,738 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 1 day, 12:01:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6687, top5_acc: 0.9044, loss_cls: 2.3425, loss: 2.3425 2023-12-29 00:20:29,228 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 1 day, 12:01:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6587, top5_acc: 0.9113, loss_cls: 2.3487, loss: 2.3487 2023-12-29 00:20:51,810 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 1 day, 12:00:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6656, top5_acc: 0.9281, loss_cls: 2.3115, loss: 2.3115 2023-12-29 00:21:14,300 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 1 day, 12:00:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6637, top5_acc: 0.9062, loss_cls: 2.3469, loss: 2.3469 2023-12-29 00:21:36,732 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 1 day, 11:59:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6531, top5_acc: 0.9081, loss_cls: 2.3648, loss: 2.3648 2023-12-29 00:21:46,165 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-29 00:25:22,796 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 00:25:23,286 - pyskl - INFO - top1_acc 0.5765 top5_acc 0.8665 2023-12-29 00:25:23,291 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_4.pth was removed 2023-12-29 00:25:23,435 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2023-12-29 00:25:23,437 - pyskl - INFO - Best top1_acc is 0.5765 at 6 epoch. 2023-12-29 00:25:23,461 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.5765, top5_acc: 0.8665 2023-12-29 00:26:08,464 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 1 day, 12:04:23, time: 0.450, data_time: 0.226, memory: 6526, top1_acc: 0.6569, top5_acc: 0.9187, loss_cls: 2.3034, loss: 2.3034 2023-12-29 00:26:30,844 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 1 day, 12:03:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6381, top5_acc: 0.9175, loss_cls: 2.4039, loss: 2.4039 2023-12-29 00:26:53,267 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 1 day, 12:03:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6719, top5_acc: 0.9150, loss_cls: 2.3096, loss: 2.3096 2023-12-29 00:27:15,684 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 1 day, 12:02:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6687, top5_acc: 0.9163, loss_cls: 2.3140, loss: 2.3140 2023-12-29 00:27:38,115 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 1 day, 12:02:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6600, top5_acc: 0.9100, loss_cls: 2.3449, loss: 2.3449 2023-12-29 00:28:00,578 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 1 day, 12:01:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6575, top5_acc: 0.9194, loss_cls: 2.2964, loss: 2.2964 2023-12-29 00:28:22,992 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 1 day, 12:01:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6644, top5_acc: 0.9125, loss_cls: 2.3795, loss: 2.3795 2023-12-29 00:28:45,443 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 1 day, 12:00:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6519, top5_acc: 0.9163, loss_cls: 2.3319, loss: 2.3319 2023-12-29 00:29:07,893 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 1 day, 11:59:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6775, top5_acc: 0.9169, loss_cls: 2.2712, loss: 2.2712 2023-12-29 00:29:30,344 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 1 day, 11:59:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6450, top5_acc: 0.9144, loss_cls: 2.3833, loss: 2.3833 2023-12-29 00:29:52,814 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 1 day, 11:58:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6681, top5_acc: 0.9175, loss_cls: 2.2915, loss: 2.2915 2023-12-29 00:30:15,343 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 1 day, 11:58:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6694, top5_acc: 0.9150, loss_cls: 2.2933, loss: 2.2933 2023-12-29 00:30:37,816 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 1 day, 11:57:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6362, top5_acc: 0.9019, loss_cls: 2.4335, loss: 2.4335 2023-12-29 00:31:00,330 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 1 day, 11:57:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6737, top5_acc: 0.9231, loss_cls: 2.2910, loss: 2.2910 2023-12-29 00:31:22,872 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 1 day, 11:56:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6506, top5_acc: 0.9050, loss_cls: 2.3649, loss: 2.3649 2023-12-29 00:31:45,349 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 1 day, 11:56:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6756, top5_acc: 0.9219, loss_cls: 2.2722, loss: 2.2722 2023-12-29 00:32:07,880 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 1 day, 11:55:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6488, top5_acc: 0.9050, loss_cls: 2.4041, loss: 2.4041 2023-12-29 00:32:30,359 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 1 day, 11:55:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6606, top5_acc: 0.9100, loss_cls: 2.3231, loss: 2.3231 2023-12-29 00:32:52,966 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 1 day, 11:54:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6650, top5_acc: 0.9050, loss_cls: 2.3448, loss: 2.3448 2023-12-29 00:33:15,792 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 1 day, 11:54:20, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.6606, top5_acc: 0.9119, loss_cls: 2.3265, loss: 2.3265 2023-12-29 00:33:38,408 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 1 day, 11:53:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6362, top5_acc: 0.9012, loss_cls: 2.4092, loss: 2.4092 2023-12-29 00:34:00,972 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 1 day, 11:53:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6587, top5_acc: 0.9175, loss_cls: 2.3139, loss: 2.3139 2023-12-29 00:34:23,576 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 1 day, 11:52:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6575, top5_acc: 0.9056, loss_cls: 2.3667, loss: 2.3667 2023-12-29 00:34:46,186 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 1 day, 11:52:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6644, top5_acc: 0.9219, loss_cls: 2.2981, loss: 2.2981 2023-12-29 00:35:08,735 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 1 day, 11:51:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6731, top5_acc: 0.9175, loss_cls: 2.2825, loss: 2.2825 2023-12-29 00:35:31,261 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 1 day, 11:51:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6637, top5_acc: 0.9100, loss_cls: 2.3394, loss: 2.3394 2023-12-29 00:35:53,930 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 1 day, 11:50:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6687, top5_acc: 0.9150, loss_cls: 2.3575, loss: 2.3575 2023-12-29 00:36:16,432 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 1 day, 11:50:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6538, top5_acc: 0.9025, loss_cls: 2.4080, loss: 2.4080 2023-12-29 00:36:38,866 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 1 day, 11:49:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6694, top5_acc: 0.9137, loss_cls: 2.3158, loss: 2.3158 2023-12-29 00:37:01,303 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 1 day, 11:49:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6544, top5_acc: 0.9200, loss_cls: 2.3652, loss: 2.3652 2023-12-29 00:37:23,755 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 1 day, 11:48:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6813, top5_acc: 0.9187, loss_cls: 2.2477, loss: 2.2477 2023-12-29 00:37:46,222 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 1 day, 11:48:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6769, top5_acc: 0.9200, loss_cls: 2.2756, loss: 2.2756 2023-12-29 00:38:08,692 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 1 day, 11:47:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6669, top5_acc: 0.9094, loss_cls: 2.3221, loss: 2.3221 2023-12-29 00:38:31,087 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 1 day, 11:47:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6800, top5_acc: 0.9156, loss_cls: 2.2646, loss: 2.2646 2023-12-29 00:38:53,504 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 1 day, 11:46:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6650, top5_acc: 0.9137, loss_cls: 2.3356, loss: 2.3356 2023-12-29 00:39:16,004 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 1 day, 11:46:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6744, top5_acc: 0.9131, loss_cls: 2.3000, loss: 2.3000 2023-12-29 00:39:38,539 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 1 day, 11:45:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6531, top5_acc: 0.9050, loss_cls: 2.3724, loss: 2.3724 2023-12-29 00:40:00,993 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 1 day, 11:45:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6787, top5_acc: 0.9244, loss_cls: 2.2522, loss: 2.2522 2023-12-29 00:40:23,418 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 1 day, 11:44:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6906, top5_acc: 0.9200, loss_cls: 2.2356, loss: 2.2356 2023-12-29 00:40:32,856 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-29 00:44:08,886 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 00:44:09,369 - pyskl - INFO - top1_acc 0.6191 top5_acc 0.8894 2023-12-29 00:44:09,373 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_6.pth was removed 2023-12-29 00:44:09,512 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2023-12-29 00:44:09,514 - pyskl - INFO - Best top1_acc is 0.6191 at 7 epoch. 2023-12-29 00:44:09,534 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6191, top5_acc: 0.8894 2023-12-29 00:44:53,869 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 1 day, 11:48:26, time: 0.443, data_time: 0.220, memory: 6526, top1_acc: 0.6837, top5_acc: 0.9231, loss_cls: 2.2372, loss: 2.2372 2023-12-29 00:45:16,166 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 1 day, 11:47:51, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6837, top5_acc: 0.9244, loss_cls: 2.2390, loss: 2.2390 2023-12-29 00:45:38,479 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 1 day, 11:47:17, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6687, top5_acc: 0.9163, loss_cls: 2.2907, loss: 2.2907 2023-12-29 00:46:00,911 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 1 day, 11:46:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6875, top5_acc: 0.9319, loss_cls: 2.2170, loss: 2.2170 2023-12-29 00:46:23,397 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 1 day, 11:46:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6675, top5_acc: 0.9169, loss_cls: 2.3091, loss: 2.3091 2023-12-29 00:46:45,946 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 1 day, 11:45:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6663, top5_acc: 0.9081, loss_cls: 2.3290, loss: 2.3290 2023-12-29 00:47:08,435 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 1 day, 11:45:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6769, top5_acc: 0.9200, loss_cls: 2.3031, loss: 2.3031 2023-12-29 00:47:30,884 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 1 day, 11:44:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6813, top5_acc: 0.9150, loss_cls: 2.2808, loss: 2.2808 2023-12-29 00:47:53,332 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 1 day, 11:44:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6819, top5_acc: 0.9213, loss_cls: 2.2327, loss: 2.2327 2023-12-29 00:48:15,773 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 1 day, 11:43:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6819, top5_acc: 0.9194, loss_cls: 2.2927, loss: 2.2927 2023-12-29 00:48:38,264 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 1 day, 11:43:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6637, top5_acc: 0.9187, loss_cls: 2.2910, loss: 2.2910 2023-12-29 00:49:00,751 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 1 day, 11:42:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6631, top5_acc: 0.9163, loss_cls: 2.3277, loss: 2.3277 2023-12-29 00:49:23,285 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 1 day, 11:42:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6781, top5_acc: 0.9150, loss_cls: 2.2734, loss: 2.2734 2023-12-29 00:49:45,645 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 1 day, 11:41:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6669, top5_acc: 0.9075, loss_cls: 2.2944, loss: 2.2944 2023-12-29 00:50:08,009 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 1 day, 11:41:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6663, top5_acc: 0.9175, loss_cls: 2.3139, loss: 2.3139 2023-12-29 00:50:30,368 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 1 day, 11:40:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6756, top5_acc: 0.9231, loss_cls: 2.2635, loss: 2.2635 2023-12-29 00:50:52,731 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 1 day, 11:40:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6756, top5_acc: 0.9113, loss_cls: 2.2589, loss: 2.2589 2023-12-29 00:51:15,112 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 1 day, 11:39:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6687, top5_acc: 0.9169, loss_cls: 2.2986, loss: 2.2986 2023-12-29 00:51:37,429 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 1 day, 11:38:55, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6713, top5_acc: 0.9144, loss_cls: 2.3070, loss: 2.3070 2023-12-29 00:51:59,757 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 1 day, 11:38:22, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6538, top5_acc: 0.8994, loss_cls: 2.4010, loss: 2.4010 2023-12-29 00:52:22,080 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 1 day, 11:37:49, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6781, top5_acc: 0.9175, loss_cls: 2.2265, loss: 2.2265 2023-12-29 00:52:44,509 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 1 day, 11:37:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6875, top5_acc: 0.9137, loss_cls: 2.2248, loss: 2.2248 2023-12-29 00:53:06,941 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 1 day, 11:36:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6681, top5_acc: 0.9113, loss_cls: 2.3302, loss: 2.3302 2023-12-29 00:53:29,428 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 1 day, 11:36:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9150, loss_cls: 2.1825, loss: 2.1825 2023-12-29 00:53:51,838 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 1 day, 11:35:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6656, top5_acc: 0.9194, loss_cls: 2.2975, loss: 2.2975 2023-12-29 00:54:14,218 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 1 day, 11:35:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6725, top5_acc: 0.9275, loss_cls: 2.2553, loss: 2.2553 2023-12-29 00:54:36,626 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 1 day, 11:34:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6894, top5_acc: 0.9313, loss_cls: 2.1903, loss: 2.1903 2023-12-29 00:54:58,985 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 1 day, 11:34:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6606, top5_acc: 0.9081, loss_cls: 2.3632, loss: 2.3632 2023-12-29 00:55:21,368 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 1 day, 11:33:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6669, top5_acc: 0.9125, loss_cls: 2.3247, loss: 2.3247 2023-12-29 00:55:43,742 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 1 day, 11:33:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6856, top5_acc: 0.9206, loss_cls: 2.1976, loss: 2.1976 2023-12-29 00:56:06,263 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 1 day, 11:32:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6844, top5_acc: 0.9313, loss_cls: 2.1807, loss: 2.1807 2023-12-29 00:56:28,831 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 1 day, 11:32:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6625, top5_acc: 0.9219, loss_cls: 2.3166, loss: 2.3166 2023-12-29 00:56:51,365 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 1 day, 11:31:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6831, top5_acc: 0.9163, loss_cls: 2.2571, loss: 2.2571 2023-12-29 00:57:14,008 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 1 day, 11:31:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6725, top5_acc: 0.9231, loss_cls: 2.2585, loss: 2.2585 2023-12-29 00:57:36,554 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 1 day, 11:30:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9206, loss_cls: 2.1729, loss: 2.1729 2023-12-29 00:57:58,950 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 1 day, 11:30:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6613, top5_acc: 0.9106, loss_cls: 2.3210, loss: 2.3210 2023-12-29 00:58:21,342 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 1 day, 11:29:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6637, top5_acc: 0.9219, loss_cls: 2.3161, loss: 2.3161 2023-12-29 00:58:43,873 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 1 day, 11:29:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6725, top5_acc: 0.9081, loss_cls: 2.2942, loss: 2.2942 2023-12-29 00:59:06,349 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 1 day, 11:28:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6713, top5_acc: 0.9150, loss_cls: 2.3138, loss: 2.3138 2023-12-29 00:59:15,841 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-29 01:02:52,212 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 01:02:52,691 - pyskl - INFO - top1_acc 0.5732 top5_acc 0.8740 2023-12-29 01:02:52,715 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.5732, top5_acc: 0.8740 2023-12-29 01:03:36,672 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 1 day, 11:31:52, time: 0.440, data_time: 0.216, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9394, loss_cls: 2.1117, loss: 2.1117 2023-12-29 01:03:59,035 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 1 day, 11:31:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6919, top5_acc: 0.9275, loss_cls: 2.2028, loss: 2.2028 2023-12-29 01:04:21,408 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 1 day, 11:30:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6813, top5_acc: 0.9250, loss_cls: 2.2320, loss: 2.2320 2023-12-29 01:04:43,798 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 1 day, 11:30:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6800, top5_acc: 0.9294, loss_cls: 2.1836, loss: 2.1836 2023-12-29 01:05:06,199 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 1 day, 11:29:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6731, top5_acc: 0.9144, loss_cls: 2.3104, loss: 2.3104 2023-12-29 01:05:28,649 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 1 day, 11:29:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6781, top5_acc: 0.9075, loss_cls: 2.2360, loss: 2.2360 2023-12-29 01:05:51,112 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 1 day, 11:28:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6744, top5_acc: 0.9319, loss_cls: 2.2411, loss: 2.2411 2023-12-29 01:06:13,581 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 1 day, 11:28:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6481, top5_acc: 0.9169, loss_cls: 2.3521, loss: 2.3521 2023-12-29 01:06:36,013 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 1 day, 11:27:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6681, top5_acc: 0.9206, loss_cls: 2.3069, loss: 2.3069 2023-12-29 01:06:58,441 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 1 day, 11:27:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6869, top5_acc: 0.9200, loss_cls: 2.2420, loss: 2.2420 2023-12-29 01:07:20,829 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 1 day, 11:26:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6644, top5_acc: 0.9181, loss_cls: 2.2950, loss: 2.2950 2023-12-29 01:07:43,266 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 1 day, 11:26:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6725, top5_acc: 0.9125, loss_cls: 2.2864, loss: 2.2864 2023-12-29 01:08:05,878 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 1 day, 11:25:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6937, top5_acc: 0.9244, loss_cls: 2.1871, loss: 2.1871 2023-12-29 01:08:28,529 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 1 day, 11:25:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6881, top5_acc: 0.9206, loss_cls: 2.2324, loss: 2.2324 2023-12-29 01:08:51,044 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 1 day, 11:24:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6819, top5_acc: 0.9175, loss_cls: 2.2687, loss: 2.2687 2023-12-29 01:09:13,512 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 1 day, 11:24:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6644, top5_acc: 0.9087, loss_cls: 2.3257, loss: 2.3257 2023-12-29 01:09:36,012 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 1 day, 11:23:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6756, top5_acc: 0.9169, loss_cls: 2.2406, loss: 2.2406 2023-12-29 01:09:58,437 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 1 day, 11:23:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6631, top5_acc: 0.9150, loss_cls: 2.2882, loss: 2.2882 2023-12-29 01:10:21,079 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 1 day, 11:23:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6681, top5_acc: 0.9231, loss_cls: 2.2668, loss: 2.2668 2023-12-29 01:10:43,572 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 1 day, 11:22:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9094, loss_cls: 2.2313, loss: 2.2313 2023-12-29 01:11:06,094 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 1 day, 11:22:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6981, top5_acc: 0.9375, loss_cls: 2.1531, loss: 2.1531 2023-12-29 01:11:28,549 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 1 day, 11:21:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9194, loss_cls: 2.1714, loss: 2.1714 2023-12-29 01:11:50,994 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 1 day, 11:21:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9156, loss_cls: 2.2135, loss: 2.2135 2023-12-29 01:12:13,407 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 1 day, 11:20:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9169, loss_cls: 2.1880, loss: 2.1880 2023-12-29 01:12:35,878 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 1 day, 11:20:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6763, top5_acc: 0.9200, loss_cls: 2.2505, loss: 2.2505 2023-12-29 01:12:58,369 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 1 day, 11:19:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6706, top5_acc: 0.9263, loss_cls: 2.2534, loss: 2.2534 2023-12-29 01:13:20,844 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 1 day, 11:19:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6819, top5_acc: 0.9213, loss_cls: 2.2305, loss: 2.2305 2023-12-29 01:13:43,296 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 1 day, 11:18:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6575, top5_acc: 0.8994, loss_cls: 2.3662, loss: 2.3662 2023-12-29 01:14:05,714 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 1 day, 11:18:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6550, top5_acc: 0.9137, loss_cls: 2.3378, loss: 2.3378 2023-12-29 01:14:28,069 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 1 day, 11:17:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6881, top5_acc: 0.9244, loss_cls: 2.1985, loss: 2.1985 2023-12-29 01:14:50,447 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 1 day, 11:17:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6694, top5_acc: 0.9031, loss_cls: 2.3264, loss: 2.3264 2023-12-29 01:15:12,835 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 1 day, 11:16:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6663, top5_acc: 0.9269, loss_cls: 2.2695, loss: 2.2695 2023-12-29 01:15:35,214 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 1 day, 11:16:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9194, loss_cls: 2.1683, loss: 2.1683 2023-12-29 01:15:57,641 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 1 day, 11:15:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6681, top5_acc: 0.9187, loss_cls: 2.2953, loss: 2.2953 2023-12-29 01:16:20,263 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 1 day, 11:15:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6987, top5_acc: 0.9181, loss_cls: 2.1771, loss: 2.1771 2023-12-29 01:16:42,774 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 1 day, 11:14:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6756, top5_acc: 0.9219, loss_cls: 2.2386, loss: 2.2386 2023-12-29 01:17:05,266 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 1 day, 11:14:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6844, top5_acc: 0.9219, loss_cls: 2.2271, loss: 2.2271 2023-12-29 01:17:27,761 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 1 day, 11:13:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6937, top5_acc: 0.9237, loss_cls: 2.1827, loss: 2.1827 2023-12-29 01:17:50,242 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 1 day, 11:13:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6975, top5_acc: 0.9237, loss_cls: 2.1967, loss: 2.1967 2023-12-29 01:17:59,662 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-29 01:21:36,044 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 01:21:36,606 - pyskl - INFO - top1_acc 0.6247 top5_acc 0.8911 2023-12-29 01:21:36,610 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_7.pth was removed 2023-12-29 01:21:36,747 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2023-12-29 01:21:36,749 - pyskl - INFO - Best top1_acc is 0.6247 at 9 epoch. 2023-12-29 01:21:36,770 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6247, top5_acc: 0.8911 2023-12-29 01:22:20,736 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 1 day, 11:15:57, time: 0.440, data_time: 0.215, memory: 6526, top1_acc: 0.6744, top5_acc: 0.9231, loss_cls: 2.2876, loss: 2.2876 2023-12-29 01:22:43,215 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 1 day, 11:15:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6869, top5_acc: 0.9244, loss_cls: 2.2185, loss: 2.2185 2023-12-29 01:23:05,707 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 1 day, 11:15:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6819, top5_acc: 0.9263, loss_cls: 2.2096, loss: 2.2096 2023-12-29 01:23:28,089 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 1 day, 11:14:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6925, top5_acc: 0.9294, loss_cls: 2.1608, loss: 2.1608 2023-12-29 01:23:50,480 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 1 day, 11:14:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6906, top5_acc: 0.9131, loss_cls: 2.2299, loss: 2.2299 2023-12-29 01:24:12,893 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 1 day, 11:13:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6975, top5_acc: 0.9269, loss_cls: 2.1709, loss: 2.1709 2023-12-29 01:24:35,326 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 1 day, 11:13:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6925, top5_acc: 0.9244, loss_cls: 2.1887, loss: 2.1887 2023-12-29 01:24:57,764 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 1 day, 11:12:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6887, top5_acc: 0.9275, loss_cls: 2.1794, loss: 2.1794 2023-12-29 01:25:20,209 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 1 day, 11:12:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9206, loss_cls: 2.1623, loss: 2.1623 2023-12-29 01:25:42,907 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 1 day, 11:11:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9200, loss_cls: 2.1892, loss: 2.1892 2023-12-29 01:26:05,377 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 1 day, 11:11:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6794, top5_acc: 0.9225, loss_cls: 2.2098, loss: 2.2098 2023-12-29 01:26:27,928 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 1 day, 11:10:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6781, top5_acc: 0.9294, loss_cls: 2.2455, loss: 2.2455 2023-12-29 01:26:50,497 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 1 day, 11:10:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6813, top5_acc: 0.9219, loss_cls: 2.2254, loss: 2.2254 2023-12-29 01:27:13,071 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 1 day, 11:09:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6869, top5_acc: 0.9219, loss_cls: 2.2096, loss: 2.2096 2023-12-29 01:27:35,585 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 1 day, 11:09:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6675, top5_acc: 0.9150, loss_cls: 2.3046, loss: 2.3046 2023-12-29 01:27:58,064 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 1 day, 11:08:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6475, top5_acc: 0.9144, loss_cls: 2.3362, loss: 2.3362 2023-12-29 01:28:20,476 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 1 day, 11:08:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6775, top5_acc: 0.9156, loss_cls: 2.2561, loss: 2.2561 2023-12-29 01:28:42,871 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 1 day, 11:07:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7050, top5_acc: 0.9294, loss_cls: 2.1253, loss: 2.1253 2023-12-29 01:29:05,245 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 1 day, 11:07:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6687, top5_acc: 0.9163, loss_cls: 2.2650, loss: 2.2650 2023-12-29 01:29:27,625 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 1 day, 11:06:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6937, top5_acc: 0.9200, loss_cls: 2.1981, loss: 2.1981 2023-12-29 01:29:49,969 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 1 day, 11:06:24, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6813, top5_acc: 0.9256, loss_cls: 2.2093, loss: 2.2093 2023-12-29 01:30:12,383 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 1 day, 11:05:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6937, top5_acc: 0.9187, loss_cls: 2.2099, loss: 2.2099 2023-12-29 01:30:34,750 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 1 day, 11:05:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9194, loss_cls: 2.1806, loss: 2.1806 2023-12-29 01:30:57,373 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 1 day, 11:04:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6825, top5_acc: 0.9150, loss_cls: 2.2380, loss: 2.2380 2023-12-29 01:31:19,923 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 1 day, 11:04:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9213, loss_cls: 2.1528, loss: 2.1528 2023-12-29 01:31:42,498 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 1 day, 11:04:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7113, top5_acc: 0.9306, loss_cls: 2.1484, loss: 2.1484 2023-12-29 01:32:05,021 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 1 day, 11:03:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6950, top5_acc: 0.9350, loss_cls: 2.1638, loss: 2.1638 2023-12-29 01:32:27,644 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 1 day, 11:03:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6825, top5_acc: 0.9269, loss_cls: 2.1925, loss: 2.1925 2023-12-29 01:32:50,118 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 1 day, 11:02:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6863, top5_acc: 0.9225, loss_cls: 2.2200, loss: 2.2200 2023-12-29 01:33:12,637 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 1 day, 11:02:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6769, top5_acc: 0.9100, loss_cls: 2.2647, loss: 2.2647 2023-12-29 01:33:35,024 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 1 day, 11:01:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6800, top5_acc: 0.9306, loss_cls: 2.2402, loss: 2.2402 2023-12-29 01:33:57,457 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 1 day, 11:01:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6744, top5_acc: 0.9187, loss_cls: 2.2574, loss: 2.2574 2023-12-29 01:34:19,946 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 1 day, 11:00:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6881, top5_acc: 0.9256, loss_cls: 2.1992, loss: 2.1992 2023-12-29 01:34:42,382 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 1 day, 11:00:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6719, top5_acc: 0.9244, loss_cls: 2.2565, loss: 2.2565 2023-12-29 01:35:04,797 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 1 day, 10:59:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6925, top5_acc: 0.9275, loss_cls: 2.1916, loss: 2.1916 2023-12-29 01:35:27,182 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 1 day, 10:59:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6850, top5_acc: 0.9237, loss_cls: 2.1841, loss: 2.1841 2023-12-29 01:35:49,568 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 1 day, 10:58:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6863, top5_acc: 0.9200, loss_cls: 2.2423, loss: 2.2423 2023-12-29 01:36:12,045 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 1 day, 10:58:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6625, top5_acc: 0.9081, loss_cls: 2.3376, loss: 2.3376 2023-12-29 01:36:34,470 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 1 day, 10:58:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6787, top5_acc: 0.9231, loss_cls: 2.2522, loss: 2.2522 2023-12-29 01:36:43,890 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-29 01:40:20,167 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 01:40:20,652 - pyskl - INFO - top1_acc 0.6193 top5_acc 0.8888 2023-12-29 01:40:20,679 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.6193, top5_acc: 0.8888 2023-12-29 01:41:04,702 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 1 day, 11:00:17, time: 0.440, data_time: 0.215, memory: 6526, top1_acc: 0.6850, top5_acc: 0.9256, loss_cls: 2.2160, loss: 2.2160 2023-12-29 01:41:27,169 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 1 day, 10:59:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9263, loss_cls: 2.1608, loss: 2.1608 2023-12-29 01:41:49,502 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 1 day, 10:59:19, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6794, top5_acc: 0.9281, loss_cls: 2.2373, loss: 2.2373 2023-12-29 01:42:11,903 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 1 day, 10:58:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6950, top5_acc: 0.9256, loss_cls: 2.1715, loss: 2.1715 2023-12-29 01:42:34,304 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 1 day, 10:58:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6869, top5_acc: 0.9181, loss_cls: 2.2533, loss: 2.2533 2023-12-29 01:42:56,723 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 1 day, 10:57:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6869, top5_acc: 0.9200, loss_cls: 2.2117, loss: 2.2117 2023-12-29 01:43:19,128 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 1 day, 10:57:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6800, top5_acc: 0.9163, loss_cls: 2.2548, loss: 2.2548 2023-12-29 01:43:41,576 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 1 day, 10:56:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6900, top5_acc: 0.9231, loss_cls: 2.2301, loss: 2.2301 2023-12-29 01:44:04,004 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 1 day, 10:56:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6881, top5_acc: 0.9263, loss_cls: 2.2107, loss: 2.2107 2023-12-29 01:44:26,411 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 1 day, 10:55:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6875, top5_acc: 0.9256, loss_cls: 2.1879, loss: 2.1879 2023-12-29 01:44:48,814 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 1 day, 10:55:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6919, top5_acc: 0.9250, loss_cls: 2.2021, loss: 2.2021 2023-12-29 01:45:11,245 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 1 day, 10:55:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9256, loss_cls: 2.1503, loss: 2.1503 2023-12-29 01:45:33,757 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 1 day, 10:54:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6981, top5_acc: 0.9275, loss_cls: 2.1670, loss: 2.1670 2023-12-29 01:45:56,274 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 1 day, 10:54:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6919, top5_acc: 0.9225, loss_cls: 2.1703, loss: 2.1703 2023-12-29 01:46:18,763 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 1 day, 10:53:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7050, top5_acc: 0.9263, loss_cls: 2.1139, loss: 2.1139 2023-12-29 01:46:41,197 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 1 day, 10:53:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6931, top5_acc: 0.9206, loss_cls: 2.1893, loss: 2.1893 2023-12-29 01:47:03,689 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 1 day, 10:52:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6600, top5_acc: 0.9163, loss_cls: 2.3099, loss: 2.3099 2023-12-29 01:47:26,040 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 1 day, 10:52:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6850, top5_acc: 0.9206, loss_cls: 2.2264, loss: 2.2264 2023-12-29 01:47:48,577 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 1 day, 10:51:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6887, top5_acc: 0.9181, loss_cls: 2.1920, loss: 2.1920 2023-12-29 01:48:11,007 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 1 day, 10:51:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9269, loss_cls: 2.1648, loss: 2.1648 2023-12-29 01:48:33,415 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 1 day, 10:50:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6925, top5_acc: 0.9200, loss_cls: 2.2064, loss: 2.2064 2023-12-29 01:48:55,750 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 1 day, 10:50:21, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9350, loss_cls: 2.1104, loss: 2.1104 2023-12-29 01:49:18,105 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 1 day, 10:49:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6975, top5_acc: 0.9369, loss_cls: 2.1706, loss: 2.1706 2023-12-29 01:49:40,510 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 1 day, 10:49:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9263, loss_cls: 2.1373, loss: 2.1373 2023-12-29 01:50:02,870 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 1 day, 10:48:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9287, loss_cls: 2.1387, loss: 2.1387 2023-12-29 01:50:25,251 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 1 day, 10:48:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9256, loss_cls: 2.1951, loss: 2.1951 2023-12-29 01:50:47,615 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 1 day, 10:47:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6769, top5_acc: 0.9225, loss_cls: 2.2522, loss: 2.2522 2023-12-29 01:51:10,013 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 1 day, 10:47:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6713, top5_acc: 0.9281, loss_cls: 2.2706, loss: 2.2706 2023-12-29 01:51:32,429 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 1 day, 10:47:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6706, top5_acc: 0.9213, loss_cls: 2.2621, loss: 2.2621 2023-12-29 01:51:54,815 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 1 day, 10:46:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6850, top5_acc: 0.9200, loss_cls: 2.2385, loss: 2.2385 2023-12-29 01:52:17,175 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 1 day, 10:46:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6887, top5_acc: 0.9144, loss_cls: 2.2159, loss: 2.2159 2023-12-29 01:52:39,781 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 1 day, 10:45:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6963, top5_acc: 0.9187, loss_cls: 2.2064, loss: 2.2064 2023-12-29 01:53:02,306 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 1 day, 10:45:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9194, loss_cls: 2.1542, loss: 2.1542 2023-12-29 01:53:24,746 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 1 day, 10:44:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6831, top5_acc: 0.9163, loss_cls: 2.2414, loss: 2.2414 2023-12-29 01:53:47,140 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 1 day, 10:44:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7063, top5_acc: 0.9263, loss_cls: 2.1288, loss: 2.1288 2023-12-29 01:54:09,546 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 1 day, 10:43:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6869, top5_acc: 0.9175, loss_cls: 2.2463, loss: 2.2463 2023-12-29 01:54:31,954 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 1 day, 10:43:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6694, top5_acc: 0.9150, loss_cls: 2.2692, loss: 2.2692 2023-12-29 01:54:54,382 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 1 day, 10:42:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6906, top5_acc: 0.9263, loss_cls: 2.1906, loss: 2.1906 2023-12-29 01:55:16,894 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 1 day, 10:42:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 2.0397, loss: 2.0397 2023-12-29 01:55:26,583 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-29 01:59:02,827 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 01:59:03,406 - pyskl - INFO - top1_acc 0.5863 top5_acc 0.8770 2023-12-29 01:59:03,429 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.5863, top5_acc: 0.8770 2023-12-29 01:59:47,609 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 1 day, 10:44:27, time: 0.442, data_time: 0.218, memory: 6526, top1_acc: 0.6831, top5_acc: 0.9144, loss_cls: 2.2464, loss: 2.2464 2023-12-29 02:00:10,071 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 1 day, 10:44:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9237, loss_cls: 2.1711, loss: 2.1711 2023-12-29 02:00:32,572 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 1 day, 10:43:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 2.0957, loss: 2.0957 2023-12-29 02:00:54,983 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 1 day, 10:43:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6913, top5_acc: 0.9156, loss_cls: 2.1879, loss: 2.1879 2023-12-29 02:01:17,390 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 1 day, 10:42:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6931, top5_acc: 0.9169, loss_cls: 2.1757, loss: 2.1757 2023-12-29 02:01:39,771 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 1 day, 10:42:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7019, top5_acc: 0.9319, loss_cls: 2.1657, loss: 2.1657 2023-12-29 02:02:02,374 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 1 day, 10:41:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6869, top5_acc: 0.9219, loss_cls: 2.2517, loss: 2.2517 2023-12-29 02:02:24,887 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 1 day, 10:41:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6800, top5_acc: 0.9137, loss_cls: 2.2809, loss: 2.2809 2023-12-29 02:02:47,387 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 1 day, 10:40:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6694, top5_acc: 0.9181, loss_cls: 2.2756, loss: 2.2756 2023-12-29 02:03:09,792 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 1 day, 10:40:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6650, top5_acc: 0.9187, loss_cls: 2.2771, loss: 2.2771 2023-12-29 02:03:32,168 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 1 day, 10:39:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6800, top5_acc: 0.9237, loss_cls: 2.2435, loss: 2.2435 2023-12-29 02:03:54,585 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 1 day, 10:39:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6937, top5_acc: 0.9300, loss_cls: 2.1780, loss: 2.1780 2023-12-29 02:04:16,985 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 1 day, 10:38:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7019, top5_acc: 0.9256, loss_cls: 2.1457, loss: 2.1457 2023-12-29 02:04:39,415 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 1 day, 10:38:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9337, loss_cls: 2.0976, loss: 2.0976 2023-12-29 02:05:01,930 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 1 day, 10:38:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9300, loss_cls: 2.1234, loss: 2.1234 2023-12-29 02:05:24,345 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 1 day, 10:37:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9406, loss_cls: 2.0782, loss: 2.0782 2023-12-29 02:05:46,792 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 1 day, 10:37:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6881, top5_acc: 0.9125, loss_cls: 2.2402, loss: 2.2402 2023-12-29 02:06:09,334 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 1 day, 10:36:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7006, top5_acc: 0.9369, loss_cls: 2.1290, loss: 2.1290 2023-12-29 02:06:31,857 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 1 day, 10:36:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9344, loss_cls: 2.1359, loss: 2.1359 2023-12-29 02:06:54,288 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 1 day, 10:35:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7006, top5_acc: 0.9225, loss_cls: 2.1721, loss: 2.1721 2023-12-29 02:07:16,710 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 1 day, 10:35:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6725, top5_acc: 0.9163, loss_cls: 2.2626, loss: 2.2626 2023-12-29 02:07:39,177 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 1 day, 10:34:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6819, top5_acc: 0.9206, loss_cls: 2.2225, loss: 2.2225 2023-12-29 02:08:01,669 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 1 day, 10:34:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6875, top5_acc: 0.9237, loss_cls: 2.2345, loss: 2.2345 2023-12-29 02:08:24,036 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 1 day, 10:33:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9281, loss_cls: 2.1749, loss: 2.1749 2023-12-29 02:08:46,548 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 1 day, 10:33:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6756, top5_acc: 0.9244, loss_cls: 2.2302, loss: 2.2302 2023-12-29 02:09:09,067 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 1 day, 10:33:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9325, loss_cls: 2.1355, loss: 2.1355 2023-12-29 02:09:31,499 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 1 day, 10:32:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9244, loss_cls: 2.1436, loss: 2.1436 2023-12-29 02:09:53,899 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 1 day, 10:32:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9300, loss_cls: 2.0984, loss: 2.0984 2023-12-29 02:10:16,271 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 1 day, 10:31:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9337, loss_cls: 2.1197, loss: 2.1197 2023-12-29 02:10:38,796 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 1 day, 10:31:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6856, top5_acc: 0.9187, loss_cls: 2.2208, loss: 2.2208 2023-12-29 02:11:01,292 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 1 day, 10:30:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9350, loss_cls: 2.1178, loss: 2.1178 2023-12-29 02:11:23,716 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 1 day, 10:30:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6650, top5_acc: 0.9175, loss_cls: 2.2898, loss: 2.2898 2023-12-29 02:11:46,151 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 1 day, 10:29:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6881, top5_acc: 0.9106, loss_cls: 2.2289, loss: 2.2289 2023-12-29 02:12:08,564 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 1 day, 10:29:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6787, top5_acc: 0.9269, loss_cls: 2.2070, loss: 2.2070 2023-12-29 02:12:30,995 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 1 day, 10:28:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9325, loss_cls: 2.1409, loss: 2.1409 2023-12-29 02:12:53,433 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 1 day, 10:28:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6837, top5_acc: 0.9219, loss_cls: 2.2257, loss: 2.2257 2023-12-29 02:13:15,832 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 1 day, 10:28:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6913, top5_acc: 0.9319, loss_cls: 2.1604, loss: 2.1604 2023-12-29 02:13:38,353 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 1 day, 10:27:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7063, top5_acc: 0.9300, loss_cls: 2.1158, loss: 2.1158 2023-12-29 02:14:00,856 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 1 day, 10:27:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6987, top5_acc: 0.9225, loss_cls: 2.1582, loss: 2.1582 2023-12-29 02:14:10,360 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-29 02:17:46,811 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 02:17:47,392 - pyskl - INFO - top1_acc 0.5729 top5_acc 0.8680 2023-12-29 02:17:47,417 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.5729, top5_acc: 0.8680 2023-12-29 02:18:31,611 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 1 day, 10:28:58, time: 0.442, data_time: 0.218, memory: 6526, top1_acc: 0.6831, top5_acc: 0.9287, loss_cls: 2.2133, loss: 2.2133 2023-12-29 02:18:54,007 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 1 day, 10:28:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6906, top5_acc: 0.9287, loss_cls: 2.1504, loss: 2.1504 2023-12-29 02:19:16,406 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 1 day, 10:28:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9400, loss_cls: 2.0708, loss: 2.0708 2023-12-29 02:19:38,815 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 1 day, 10:27:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9306, loss_cls: 2.1808, loss: 2.1808 2023-12-29 02:20:01,184 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 1 day, 10:27:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9219, loss_cls: 2.1591, loss: 2.1591 2023-12-29 02:20:23,886 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 1 day, 10:26:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 2.1158, loss: 2.1158 2023-12-29 02:20:46,452 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 1 day, 10:26:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6887, top5_acc: 0.9381, loss_cls: 2.1527, loss: 2.1527 2023-12-29 02:21:09,007 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 1 day, 10:25:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6825, top5_acc: 0.9294, loss_cls: 2.1965, loss: 2.1965 2023-12-29 02:21:31,526 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 1 day, 10:25:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6875, top5_acc: 0.9394, loss_cls: 2.1602, loss: 2.1602 2023-12-29 02:21:53,981 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 1 day, 10:24:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6869, top5_acc: 0.9237, loss_cls: 2.1883, loss: 2.1883 2023-12-29 02:22:16,422 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 1 day, 10:24:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6931, top5_acc: 0.9231, loss_cls: 2.1757, loss: 2.1757 2023-12-29 02:22:38,821 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 1 day, 10:24:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6875, top5_acc: 0.9319, loss_cls: 2.1897, loss: 2.1897 2023-12-29 02:23:01,344 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 1 day, 10:23:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9206, loss_cls: 2.1600, loss: 2.1600 2023-12-29 02:23:23,943 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 1 day, 10:23:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7125, top5_acc: 0.9350, loss_cls: 2.1340, loss: 2.1340 2023-12-29 02:23:46,489 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 1 day, 10:22:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9269, loss_cls: 2.0988, loss: 2.0988 2023-12-29 02:24:08,972 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 1 day, 10:22:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6856, top5_acc: 0.9163, loss_cls: 2.2205, loss: 2.2205 2023-12-29 02:24:31,297 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 1 day, 10:21:50, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6581, top5_acc: 0.9219, loss_cls: 2.2833, loss: 2.2833 2023-12-29 02:24:53,606 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 1 day, 10:21:22, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6975, top5_acc: 0.9344, loss_cls: 2.1456, loss: 2.1456 2023-12-29 02:25:15,921 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 1 day, 10:20:53, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9219, loss_cls: 2.1030, loss: 2.1030 2023-12-29 02:25:38,239 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 1 day, 10:20:25, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7063, top5_acc: 0.9237, loss_cls: 2.1825, loss: 2.1825 2023-12-29 02:26:00,547 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 1 day, 10:19:56, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 2.0808, loss: 2.0808 2023-12-29 02:26:22,923 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 1 day, 10:19:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9231, loss_cls: 2.1485, loss: 2.1485 2023-12-29 02:26:45,391 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 1 day, 10:19:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6887, top5_acc: 0.9219, loss_cls: 2.2082, loss: 2.2082 2023-12-29 02:27:07,870 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 1 day, 10:18:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9363, loss_cls: 2.1594, loss: 2.1594 2023-12-29 02:27:30,281 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 1 day, 10:18:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9181, loss_cls: 2.2185, loss: 2.2185 2023-12-29 02:27:52,682 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 1 day, 10:17:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9294, loss_cls: 2.1286, loss: 2.1286 2023-12-29 02:28:15,072 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 1 day, 10:17:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6825, top5_acc: 0.9244, loss_cls: 2.1751, loss: 2.1751 2023-12-29 02:28:37,432 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 1 day, 10:16:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9219, loss_cls: 2.1831, loss: 2.1831 2023-12-29 02:28:59,828 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 1 day, 10:16:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9294, loss_cls: 2.1262, loss: 2.1262 2023-12-29 02:29:22,259 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 1 day, 10:15:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9287, loss_cls: 2.1743, loss: 2.1743 2023-12-29 02:29:44,702 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 1 day, 10:15:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9337, loss_cls: 2.1291, loss: 2.1291 2023-12-29 02:30:07,199 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 1 day, 10:14:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9387, loss_cls: 2.0434, loss: 2.0434 2023-12-29 02:30:29,611 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 1 day, 10:14:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6819, top5_acc: 0.9225, loss_cls: 2.2232, loss: 2.2232 2023-12-29 02:30:51,985 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 1 day, 10:14:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6931, top5_acc: 0.9225, loss_cls: 2.2076, loss: 2.2076 2023-12-29 02:31:14,324 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 1 day, 10:13:36, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9337, loss_cls: 2.1229, loss: 2.1229 2023-12-29 02:31:36,709 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 1 day, 10:13:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6919, top5_acc: 0.9256, loss_cls: 2.1917, loss: 2.1917 2023-12-29 02:31:59,278 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 1 day, 10:12:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9275, loss_cls: 2.0932, loss: 2.0932 2023-12-29 02:32:21,698 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 1 day, 10:12:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6800, top5_acc: 0.9287, loss_cls: 2.2199, loss: 2.2199 2023-12-29 02:32:44,058 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 1 day, 10:11:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9331, loss_cls: 2.1729, loss: 2.1729 2023-12-29 02:32:53,512 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-29 02:36:29,329 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 02:36:29,811 - pyskl - INFO - top1_acc 0.6295 top5_acc 0.9031 2023-12-29 02:36:29,816 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_9.pth was removed 2023-12-29 02:36:29,954 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2023-12-29 02:36:29,956 - pyskl - INFO - Best top1_acc is 0.6295 at 13 epoch. 2023-12-29 02:36:29,977 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.6295, top5_acc: 0.9031 2023-12-29 02:37:13,997 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 1 day, 10:13:24, time: 0.440, data_time: 0.215, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9369, loss_cls: 2.0838, loss: 2.0838 2023-12-29 02:37:36,557 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 1 day, 10:12:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9194, loss_cls: 2.1690, loss: 2.1690 2023-12-29 02:37:59,060 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 1 day, 10:12:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6875, top5_acc: 0.9244, loss_cls: 2.1762, loss: 2.1762 2023-12-29 02:38:21,525 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 1 day, 10:12:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9369, loss_cls: 2.1042, loss: 2.1042 2023-12-29 02:38:43,964 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 1 day, 10:11:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9337, loss_cls: 2.1229, loss: 2.1229 2023-12-29 02:39:06,373 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 1 day, 10:11:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6900, top5_acc: 0.9256, loss_cls: 2.1944, loss: 2.1944 2023-12-29 02:39:28,890 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 1 day, 10:10:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6981, top5_acc: 0.9275, loss_cls: 2.1385, loss: 2.1385 2023-12-29 02:39:51,358 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 1 day, 10:10:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7006, top5_acc: 0.9231, loss_cls: 2.1520, loss: 2.1520 2023-12-29 02:40:13,842 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 1 day, 10:09:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6937, top5_acc: 0.9263, loss_cls: 2.1551, loss: 2.1551 2023-12-29 02:40:36,305 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 1 day, 10:09:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 2.0843, loss: 2.0843 2023-12-29 02:40:58,745 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 1 day, 10:08:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6919, top5_acc: 0.9319, loss_cls: 2.1780, loss: 2.1780 2023-12-29 02:41:21,207 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 1 day, 10:08:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9281, loss_cls: 2.1312, loss: 2.1312 2023-12-29 02:41:43,606 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 1 day, 10:08:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9269, loss_cls: 2.1119, loss: 2.1119 2023-12-29 02:42:06,049 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 1 day, 10:07:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7006, top5_acc: 0.9356, loss_cls: 2.1204, loss: 2.1204 2023-12-29 02:42:28,460 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 1 day, 10:07:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9213, loss_cls: 2.1569, loss: 2.1569 2023-12-29 02:42:50,875 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 1 day, 10:06:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9194, loss_cls: 2.1799, loss: 2.1799 2023-12-29 02:43:13,306 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 1 day, 10:06:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9337, loss_cls: 2.0832, loss: 2.0832 2023-12-29 02:43:35,715 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 1 day, 10:05:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9394, loss_cls: 2.0572, loss: 2.0572 2023-12-29 02:43:58,079 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 1 day, 10:05:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9413, loss_cls: 2.0410, loss: 2.0410 2023-12-29 02:44:20,444 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 1 day, 10:04:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6875, top5_acc: 0.9169, loss_cls: 2.2172, loss: 2.2172 2023-12-29 02:44:42,907 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 1 day, 10:04:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9275, loss_cls: 2.1515, loss: 2.1515 2023-12-29 02:45:05,489 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 1 day, 10:04:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6925, top5_acc: 0.9131, loss_cls: 2.2109, loss: 2.2109 2023-12-29 02:45:27,972 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 1 day, 10:03:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9219, loss_cls: 2.1581, loss: 2.1581 2023-12-29 02:45:50,409 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 1 day, 10:03:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9263, loss_cls: 2.1443, loss: 2.1443 2023-12-29 02:46:12,848 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 1 day, 10:02:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7013, top5_acc: 0.9256, loss_cls: 2.1750, loss: 2.1750 2023-12-29 02:46:35,225 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 1 day, 10:02:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6913, top5_acc: 0.9213, loss_cls: 2.2017, loss: 2.2017 2023-12-29 02:46:57,599 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 1 day, 10:01:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9325, loss_cls: 2.1181, loss: 2.1181 2023-12-29 02:47:19,991 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 1 day, 10:01:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9413, loss_cls: 2.1007, loss: 2.1007 2023-12-29 02:47:42,379 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 1 day, 10:00:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9337, loss_cls: 2.0799, loss: 2.0799 2023-12-29 02:48:04,749 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 1 day, 10:00:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6875, top5_acc: 0.9287, loss_cls: 2.2204, loss: 2.2204 2023-12-29 02:48:27,182 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 1 day, 10:00:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6800, top5_acc: 0.9256, loss_cls: 2.2219, loss: 2.2219 2023-12-29 02:48:49,661 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 1 day, 9:59:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9444, loss_cls: 2.0698, loss: 2.0698 2023-12-29 02:49:12,252 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 1 day, 9:59:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6925, top5_acc: 0.9306, loss_cls: 2.1782, loss: 2.1782 2023-12-29 02:49:34,747 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 1 day, 9:58:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6931, top5_acc: 0.9300, loss_cls: 2.1583, loss: 2.1583 2023-12-29 02:49:57,704 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 1 day, 9:58:25, time: 0.230, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9187, loss_cls: 2.1482, loss: 2.1482 2023-12-29 02:50:20,697 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 1 day, 9:58:04, time: 0.230, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9269, loss_cls: 2.1627, loss: 2.1627 2023-12-29 02:50:43,456 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 1 day, 9:57:41, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9250, loss_cls: 2.1120, loss: 2.1120 2023-12-29 02:51:06,255 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 1 day, 9:57:18, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.6950, top5_acc: 0.9350, loss_cls: 2.1931, loss: 2.1931 2023-12-29 02:51:28,932 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 1 day, 9:56:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9169, loss_cls: 2.1400, loss: 2.1400 2023-12-29 02:51:38,450 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-29 02:55:16,362 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 02:55:16,843 - pyskl - INFO - top1_acc 0.6228 top5_acc 0.8919 2023-12-29 02:55:16,866 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6228, top5_acc: 0.8919 2023-12-29 02:56:00,920 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 1 day, 9:58:20, time: 0.440, data_time: 0.214, memory: 6526, top1_acc: 0.6981, top5_acc: 0.9281, loss_cls: 2.1527, loss: 2.1527 2023-12-29 02:56:23,316 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 1 day, 9:57:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9363, loss_cls: 2.1139, loss: 2.1139 2023-12-29 02:56:45,812 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 1 day, 9:57:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6925, top5_acc: 0.9325, loss_cls: 2.1785, loss: 2.1785 2023-12-29 02:57:08,215 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 1 day, 9:57:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9363, loss_cls: 2.1238, loss: 2.1238 2023-12-29 02:57:30,623 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 1 day, 9:56:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9263, loss_cls: 2.1571, loss: 2.1571 2023-12-29 02:57:53,093 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 1 day, 9:56:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9250, loss_cls: 2.1823, loss: 2.1823 2023-12-29 02:58:15,679 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 1 day, 9:55:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9294, loss_cls: 2.0801, loss: 2.0801 2023-12-29 02:58:38,237 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 1 day, 9:55:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9269, loss_cls: 2.1745, loss: 2.1745 2023-12-29 02:59:00,650 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 1 day, 9:54:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6931, top5_acc: 0.9263, loss_cls: 2.1764, loss: 2.1764 2023-12-29 02:59:23,296 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 1 day, 9:54:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 2.0881, loss: 2.0881 2023-12-29 02:59:46,069 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 1 day, 9:54:02, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9344, loss_cls: 2.1141, loss: 2.1141 2023-12-29 03:00:08,521 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 1 day, 9:53:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9325, loss_cls: 2.1165, loss: 2.1165 2023-12-29 03:00:31,130 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 1 day, 9:53:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9319, loss_cls: 2.1370, loss: 2.1370 2023-12-29 03:00:53,767 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 1 day, 9:52:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9344, loss_cls: 2.1312, loss: 2.1312 2023-12-29 03:01:16,265 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 1 day, 9:52:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6975, top5_acc: 0.9269, loss_cls: 2.1849, loss: 2.1849 2023-12-29 03:01:38,721 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 1 day, 9:51:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9263, loss_cls: 2.1773, loss: 2.1773 2023-12-29 03:02:01,233 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 1 day, 9:51:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9206, loss_cls: 2.1774, loss: 2.1774 2023-12-29 03:02:23,768 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 1 day, 9:51:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9256, loss_cls: 2.1486, loss: 2.1486 2023-12-29 03:02:46,171 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 1 day, 9:50:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7019, top5_acc: 0.9225, loss_cls: 2.1468, loss: 2.1468 2023-12-29 03:03:08,553 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 1 day, 9:50:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9344, loss_cls: 2.1285, loss: 2.1285 2023-12-29 03:03:31,008 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 1 day, 9:49:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9337, loss_cls: 2.0485, loss: 2.0485 2023-12-29 03:03:53,425 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 1 day, 9:49:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7113, top5_acc: 0.9275, loss_cls: 2.1220, loss: 2.1220 2023-12-29 03:04:15,812 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 1 day, 9:48:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9344, loss_cls: 2.1021, loss: 2.1021 2023-12-29 03:04:38,203 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 1 day, 9:48:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9337, loss_cls: 2.1197, loss: 2.1197 2023-12-29 03:05:00,645 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 1 day, 9:47:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9244, loss_cls: 2.1491, loss: 2.1491 2023-12-29 03:05:23,045 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 1 day, 9:47:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6819, top5_acc: 0.9300, loss_cls: 2.1922, loss: 2.1922 2023-12-29 03:05:45,445 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 1 day, 9:47:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6981, top5_acc: 0.9225, loss_cls: 2.2057, loss: 2.2057 2023-12-29 03:06:07,876 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 1 day, 9:46:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7113, top5_acc: 0.9363, loss_cls: 2.0909, loss: 2.0909 2023-12-29 03:06:30,405 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 1 day, 9:46:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9306, loss_cls: 2.1242, loss: 2.1242 2023-12-29 03:06:52,912 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 1 day, 9:45:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7006, top5_acc: 0.9337, loss_cls: 2.1202, loss: 2.1202 2023-12-29 03:07:15,307 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 1 day, 9:45:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9263, loss_cls: 2.1351, loss: 2.1351 2023-12-29 03:07:37,744 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 1 day, 9:44:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9163, loss_cls: 2.1542, loss: 2.1542 2023-12-29 03:08:00,147 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 1 day, 9:44:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9187, loss_cls: 2.1820, loss: 2.1820 2023-12-29 03:08:22,622 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 1 day, 9:44:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6881, top5_acc: 0.9237, loss_cls: 2.2200, loss: 2.2200 2023-12-29 03:08:45,008 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 1 day, 9:43:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9250, loss_cls: 2.0910, loss: 2.0910 2023-12-29 03:09:07,394 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 1 day, 9:43:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6975, top5_acc: 0.9237, loss_cls: 2.1715, loss: 2.1715 2023-12-29 03:09:29,744 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 1 day, 9:42:40, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6981, top5_acc: 0.9306, loss_cls: 2.1504, loss: 2.1504 2023-12-29 03:09:52,080 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 1 day, 9:42:13, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6875, top5_acc: 0.9250, loss_cls: 2.1941, loss: 2.1941 2023-12-29 03:10:14,434 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 1 day, 9:41:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9231, loss_cls: 2.1185, loss: 2.1185 2023-12-29 03:10:23,995 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-29 03:16:20,995 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 03:16:21,479 - pyskl - INFO - top1_acc 0.6190 top5_acc 0.8870 2023-12-29 03:16:21,500 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6190, top5_acc: 0.8870 2023-12-29 03:17:05,468 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 1 day, 9:43:03, time: 0.440, data_time: 0.217, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9344, loss_cls: 2.0813, loss: 2.0813 2023-12-29 03:17:27,756 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 1 day, 9:42:35, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6906, top5_acc: 0.9181, loss_cls: 2.1942, loss: 2.1942 2023-12-29 03:17:50,065 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 1 day, 9:42:07, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9437, loss_cls: 2.0603, loss: 2.0603 2023-12-29 03:18:12,406 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 1 day, 9:41:40, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6975, top5_acc: 0.9319, loss_cls: 2.1904, loss: 2.1904 2023-12-29 03:18:34,723 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 1 day, 9:41:13, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6825, top5_acc: 0.9244, loss_cls: 2.1935, loss: 2.1935 2023-12-29 03:18:57,069 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 1 day, 9:40:46, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6894, top5_acc: 0.9237, loss_cls: 2.2015, loss: 2.2015 2023-12-29 03:19:19,449 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 1 day, 9:40:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9406, loss_cls: 2.0856, loss: 2.0856 2023-12-29 03:19:41,831 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 1 day, 9:39:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9319, loss_cls: 2.0916, loss: 2.0916 2023-12-29 03:20:04,262 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 1 day, 9:39:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7019, top5_acc: 0.9269, loss_cls: 2.1460, loss: 2.1460 2023-12-29 03:20:26,748 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 1 day, 9:39:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9319, loss_cls: 2.0443, loss: 2.0443 2023-12-29 03:20:49,200 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 1 day, 9:38:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6913, top5_acc: 0.9237, loss_cls: 2.1812, loss: 2.1812 2023-12-29 03:21:11,672 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 1 day, 9:38:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9275, loss_cls: 2.1326, loss: 2.1326 2023-12-29 03:21:34,214 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 1 day, 9:37:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6925, top5_acc: 0.9256, loss_cls: 2.1418, loss: 2.1418 2023-12-29 03:21:56,698 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 1 day, 9:37:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9400, loss_cls: 2.1474, loss: 2.1474 2023-12-29 03:22:19,272 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 1 day, 9:36:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9425, loss_cls: 2.0742, loss: 2.0742 2023-12-29 03:22:41,809 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 1 day, 9:36:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9406, loss_cls: 2.0011, loss: 2.0011 2023-12-29 03:23:04,436 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 1 day, 9:36:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6825, top5_acc: 0.9200, loss_cls: 2.2263, loss: 2.2263 2023-12-29 03:23:26,979 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 1 day, 9:35:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7063, top5_acc: 0.9219, loss_cls: 2.1597, loss: 2.1597 2023-12-29 03:23:49,422 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 1 day, 9:35:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 2.0480, loss: 2.0480 2023-12-29 03:24:11,883 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 1 day, 9:34:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9375, loss_cls: 2.1022, loss: 2.1022 2023-12-29 03:24:34,367 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 1 day, 9:34:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9319, loss_cls: 2.1153, loss: 2.1153 2023-12-29 03:24:56,740 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 1 day, 9:33:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9337, loss_cls: 2.0442, loss: 2.0442 2023-12-29 03:25:19,141 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 1 day, 9:33:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6806, top5_acc: 0.9237, loss_cls: 2.2186, loss: 2.2186 2023-12-29 03:25:41,663 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 1 day, 9:33:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9137, loss_cls: 2.1585, loss: 2.1585 2023-12-29 03:26:04,126 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 1 day, 9:32:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6981, top5_acc: 0.9237, loss_cls: 2.1471, loss: 2.1471 2023-12-29 03:26:26,569 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 1 day, 9:32:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9363, loss_cls: 2.0649, loss: 2.0649 2023-12-29 03:26:48,973 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 1 day, 9:31:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6863, top5_acc: 0.9219, loss_cls: 2.2148, loss: 2.2148 2023-12-29 03:27:11,426 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 1 day, 9:31:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6856, top5_acc: 0.9269, loss_cls: 2.1577, loss: 2.1577 2023-12-29 03:27:33,925 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 1 day, 9:30:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9306, loss_cls: 2.0769, loss: 2.0769 2023-12-29 03:27:56,341 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 1 day, 9:30:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9331, loss_cls: 2.0698, loss: 2.0698 2023-12-29 03:28:18,798 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 1 day, 9:30:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6937, top5_acc: 0.9219, loss_cls: 2.1861, loss: 2.1861 2023-12-29 03:28:41,257 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 1 day, 9:29:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9319, loss_cls: 2.1437, loss: 2.1437 2023-12-29 03:29:03,674 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 1 day, 9:29:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9337, loss_cls: 2.1152, loss: 2.1152 2023-12-29 03:29:26,082 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 1 day, 9:28:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9356, loss_cls: 2.0979, loss: 2.0979 2023-12-29 03:29:48,482 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 1 day, 9:28:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6975, top5_acc: 0.9213, loss_cls: 2.1562, loss: 2.1562 2023-12-29 03:30:10,942 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 1 day, 9:27:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9287, loss_cls: 2.0987, loss: 2.0987 2023-12-29 03:30:33,404 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 1 day, 9:27:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9313, loss_cls: 2.1156, loss: 2.1156 2023-12-29 03:30:55,850 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 1 day, 9:26:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9456, loss_cls: 2.0353, loss: 2.0353 2023-12-29 03:31:18,314 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 1 day, 9:26:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6875, top5_acc: 0.9281, loss_cls: 2.1727, loss: 2.1727 2023-12-29 03:31:27,740 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-29 03:35:03,558 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 03:35:04,045 - pyskl - INFO - top1_acc 0.6172 top5_acc 0.8838 2023-12-29 03:35:04,067 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6172, top5_acc: 0.8838 2023-12-29 03:35:48,108 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 1 day, 9:27:43, time: 0.440, data_time: 0.216, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 2.0312, loss: 2.0312 2023-12-29 03:36:10,487 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 1 day, 9:27:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9331, loss_cls: 2.1263, loss: 2.1263 2023-12-29 03:36:32,848 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 1 day, 9:26:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9163, loss_cls: 2.1499, loss: 2.1499 2023-12-29 03:36:55,232 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 1 day, 9:26:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9294, loss_cls: 2.1480, loss: 2.1480 2023-12-29 03:37:17,607 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 1 day, 9:25:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9381, loss_cls: 2.0716, loss: 2.0716 2023-12-29 03:37:39,970 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 1 day, 9:25:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9350, loss_cls: 2.0612, loss: 2.0612 2023-12-29 03:38:02,354 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 1 day, 9:25:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7050, top5_acc: 0.9250, loss_cls: 2.1576, loss: 2.1576 2023-12-29 03:38:24,723 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 1 day, 9:24:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9350, loss_cls: 2.0534, loss: 2.0534 2023-12-29 03:38:47,133 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 1 day, 9:24:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9394, loss_cls: 1.9872, loss: 1.9872 2023-12-29 03:39:09,565 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 1 day, 9:23:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9337, loss_cls: 2.1294, loss: 2.1294 2023-12-29 03:39:31,995 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 1 day, 9:23:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9269, loss_cls: 2.0718, loss: 2.0718 2023-12-29 03:39:54,440 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 1 day, 9:22:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 2.0411, loss: 2.0411 2023-12-29 03:40:16,925 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 1 day, 9:22:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9231, loss_cls: 2.1050, loss: 2.1050 2023-12-29 03:40:39,461 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 1 day, 9:22:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9231, loss_cls: 2.1661, loss: 2.1661 2023-12-29 03:41:02,073 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 1 day, 9:21:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9287, loss_cls: 2.1193, loss: 2.1193 2023-12-29 03:41:24,514 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 1 day, 9:21:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9231, loss_cls: 2.1080, loss: 2.1080 2023-12-29 03:41:46,965 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 1 day, 9:20:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6963, top5_acc: 0.9263, loss_cls: 2.1738, loss: 2.1738 2023-12-29 03:42:09,351 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 1 day, 9:20:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9369, loss_cls: 2.0830, loss: 2.0830 2023-12-29 03:42:31,758 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 1 day, 9:19:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6975, top5_acc: 0.9356, loss_cls: 2.1247, loss: 2.1247 2023-12-29 03:42:54,217 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 1 day, 9:19:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9331, loss_cls: 2.0934, loss: 2.0934 2023-12-29 03:43:16,794 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 1 day, 9:19:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7050, top5_acc: 0.9275, loss_cls: 2.1264, loss: 2.1264 2023-12-29 03:43:39,273 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 1 day, 9:18:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6887, top5_acc: 0.9263, loss_cls: 2.1932, loss: 2.1932 2023-12-29 03:44:01,898 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 1 day, 9:18:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9406, loss_cls: 2.0596, loss: 2.0596 2023-12-29 03:44:24,332 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 1 day, 9:17:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9206, loss_cls: 2.1316, loss: 2.1316 2023-12-29 03:44:46,757 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 1 day, 9:17:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6900, top5_acc: 0.9206, loss_cls: 2.1830, loss: 2.1830 2023-12-29 03:45:09,137 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 1 day, 9:16:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9313, loss_cls: 2.0950, loss: 2.0950 2023-12-29 03:45:31,464 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 1 day, 9:16:30, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9313, loss_cls: 2.1129, loss: 2.1129 2023-12-29 03:45:53,805 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 1 day, 9:16:03, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.6987, top5_acc: 0.9350, loss_cls: 2.1353, loss: 2.1353 2023-12-29 03:46:16,178 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 1 day, 9:15:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9331, loss_cls: 2.0737, loss: 2.0737 2023-12-29 03:46:38,626 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 1 day, 9:15:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9513, loss_cls: 2.0197, loss: 2.0197 2023-12-29 03:47:01,281 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 1 day, 9:14:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9313, loss_cls: 2.0990, loss: 2.0990 2023-12-29 03:47:23,783 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 1 day, 9:14:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9375, loss_cls: 2.0752, loss: 2.0752 2023-12-29 03:47:46,329 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 1 day, 9:13:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9250, loss_cls: 2.1366, loss: 2.1366 2023-12-29 03:48:08,863 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 1 day, 9:13:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9225, loss_cls: 2.1893, loss: 2.1893 2023-12-29 03:48:31,326 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 1 day, 9:13:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9306, loss_cls: 2.1186, loss: 2.1186 2023-12-29 03:48:53,869 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 1 day, 9:12:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6869, top5_acc: 0.9294, loss_cls: 2.2010, loss: 2.2010 2023-12-29 03:49:16,322 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 1 day, 9:12:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9331, loss_cls: 2.0777, loss: 2.0777 2023-12-29 03:49:38,776 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 1 day, 9:11:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9300, loss_cls: 2.1487, loss: 2.1487 2023-12-29 03:50:01,198 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 1 day, 9:11:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6981, top5_acc: 0.9287, loss_cls: 2.1474, loss: 2.1474 2023-12-29 03:50:10,614 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-29 03:53:46,928 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 03:53:47,408 - pyskl - INFO - top1_acc 0.6572 top5_acc 0.9145 2023-12-29 03:53:47,413 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_13.pth was removed 2023-12-29 03:53:47,549 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. 2023-12-29 03:53:47,551 - pyskl - INFO - Best top1_acc is 0.6572 at 17 epoch. 2023-12-29 03:53:47,574 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6572, top5_acc: 0.9145 2023-12-29 03:54:31,323 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 1 day, 9:12:25, time: 0.437, data_time: 0.213, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9356, loss_cls: 2.0248, loss: 2.0248 2023-12-29 03:54:53,732 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 1 day, 9:11:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9444, loss_cls: 2.0583, loss: 2.0583 2023-12-29 03:55:16,191 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 1 day, 9:11:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 2.0218, loss: 2.0218 2023-12-29 03:55:38,654 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 1 day, 9:11:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7063, top5_acc: 0.9456, loss_cls: 2.1135, loss: 2.1135 2023-12-29 03:56:01,146 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 1 day, 9:10:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9369, loss_cls: 2.0593, loss: 2.0593 2023-12-29 03:56:23,642 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 1 day, 9:10:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9456, loss_cls: 2.0674, loss: 2.0674 2023-12-29 03:56:46,012 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 1 day, 9:09:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6987, top5_acc: 0.9200, loss_cls: 2.1434, loss: 2.1434 2023-12-29 03:57:08,354 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 1 day, 9:09:25, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9325, loss_cls: 2.1260, loss: 2.1260 2023-12-29 03:57:30,719 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 1 day, 9:08:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9387, loss_cls: 2.0825, loss: 2.0825 2023-12-29 03:57:53,088 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 1 day, 9:08:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6900, top5_acc: 0.9237, loss_cls: 2.1967, loss: 2.1967 2023-12-29 03:58:15,493 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 1 day, 9:08:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9287, loss_cls: 2.0557, loss: 2.0557 2023-12-29 03:58:37,900 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 1 day, 9:07:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9263, loss_cls: 2.0874, loss: 2.0874 2023-12-29 03:59:00,345 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 1 day, 9:07:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9413, loss_cls: 2.0452, loss: 2.0452 2023-12-29 03:59:22,847 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 1 day, 9:06:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9300, loss_cls: 2.1053, loss: 2.1053 2023-12-29 03:59:45,373 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 1 day, 9:06:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6987, top5_acc: 0.9387, loss_cls: 2.1263, loss: 2.1263 2023-12-29 04:00:07,784 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 1 day, 9:05:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9281, loss_cls: 2.1663, loss: 2.1663 2023-12-29 04:00:30,186 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 1 day, 9:05:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7113, top5_acc: 0.9306, loss_cls: 2.1355, loss: 2.1355 2023-12-29 04:00:52,665 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 1 day, 9:05:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9331, loss_cls: 2.0315, loss: 2.0315 2023-12-29 04:01:15,242 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 1 day, 9:04:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 2.1193, loss: 2.1193 2023-12-29 04:01:37,713 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 1 day, 9:04:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9400, loss_cls: 2.0550, loss: 2.0550 2023-12-29 04:02:00,255 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 1 day, 9:03:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9363, loss_cls: 2.0934, loss: 2.0934 2023-12-29 04:02:22,865 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 1 day, 9:03:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 2.0457, loss: 2.0457 2023-12-29 04:02:45,348 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 1 day, 9:03:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9331, loss_cls: 2.1112, loss: 2.1112 2023-12-29 04:03:07,784 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 1 day, 9:02:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9281, loss_cls: 2.1167, loss: 2.1167 2023-12-29 04:03:30,391 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 1 day, 9:02:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7006, top5_acc: 0.9256, loss_cls: 2.1195, loss: 2.1195 2023-12-29 04:03:52,898 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 1 day, 9:01:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9306, loss_cls: 2.1631, loss: 2.1631 2023-12-29 04:04:15,296 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 1 day, 9:01:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6925, top5_acc: 0.9144, loss_cls: 2.2104, loss: 2.2104 2023-12-29 04:04:37,705 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 1 day, 9:00:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9256, loss_cls: 2.0626, loss: 2.0626 2023-12-29 04:05:00,148 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 1 day, 9:00:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9344, loss_cls: 2.0844, loss: 2.0844 2023-12-29 04:05:22,640 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 1 day, 9:00:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9381, loss_cls: 2.0744, loss: 2.0744 2023-12-29 04:05:45,091 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 1 day, 8:59:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6963, top5_acc: 0.9319, loss_cls: 2.1300, loss: 2.1300 2023-12-29 04:06:07,640 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 1 day, 8:59:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7013, top5_acc: 0.9387, loss_cls: 2.1051, loss: 2.1051 2023-12-29 04:06:30,308 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 1 day, 8:58:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6913, top5_acc: 0.9225, loss_cls: 2.1898, loss: 2.1898 2023-12-29 04:06:52,808 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 1 day, 8:58:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9394, loss_cls: 2.0349, loss: 2.0349 2023-12-29 04:07:15,374 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 1 day, 8:58:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9275, loss_cls: 2.0783, loss: 2.0783 2023-12-29 04:07:37,919 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 1 day, 8:57:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6769, top5_acc: 0.9181, loss_cls: 2.2133, loss: 2.2133 2023-12-29 04:08:00,405 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 1 day, 8:57:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9275, loss_cls: 2.1222, loss: 2.1222 2023-12-29 04:08:22,797 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 1 day, 8:56:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7063, top5_acc: 0.9300, loss_cls: 2.0957, loss: 2.0957 2023-12-29 04:08:45,260 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 1 day, 8:56:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9350, loss_cls: 2.1140, loss: 2.1140 2023-12-29 04:08:54,635 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-29 04:12:31,395 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 04:12:31,878 - pyskl - INFO - top1_acc 0.6455 top5_acc 0.9054 2023-12-29 04:12:31,905 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.6455, top5_acc: 0.9054 2023-12-29 04:13:16,339 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 1 day, 8:57:22, time: 0.444, data_time: 0.220, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 2.0445, loss: 2.0445 2023-12-29 04:13:38,806 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 1 day, 8:56:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9413, loss_cls: 1.9547, loss: 1.9547 2023-12-29 04:14:01,172 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 1 day, 8:56:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9387, loss_cls: 1.9987, loss: 1.9987 2023-12-29 04:14:23,549 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 1 day, 8:56:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9400, loss_cls: 2.0587, loss: 2.0587 2023-12-29 04:14:46,035 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 1 day, 8:55:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9363, loss_cls: 2.0642, loss: 2.0642 2023-12-29 04:15:08,504 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 1 day, 8:55:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9287, loss_cls: 2.1063, loss: 2.1063 2023-12-29 04:15:30,916 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 1 day, 8:54:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9331, loss_cls: 2.0673, loss: 2.0673 2023-12-29 04:15:53,326 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 1 day, 8:54:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9356, loss_cls: 2.0340, loss: 2.0340 2023-12-29 04:16:15,752 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 1 day, 8:53:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9287, loss_cls: 2.0891, loss: 2.0891 2023-12-29 04:16:38,073 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 1 day, 8:53:30, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9356, loss_cls: 2.0793, loss: 2.0793 2023-12-29 04:17:00,389 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 1 day, 8:53:04, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9275, loss_cls: 2.0659, loss: 2.0659 2023-12-29 04:17:22,756 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 1 day, 8:52:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9356, loss_cls: 2.1243, loss: 2.1243 2023-12-29 04:17:45,187 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 1 day, 8:52:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9256, loss_cls: 2.1419, loss: 2.1419 2023-12-29 04:18:07,639 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 1 day, 8:51:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7063, top5_acc: 0.9250, loss_cls: 2.1203, loss: 2.1203 2023-12-29 04:18:30,056 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 1 day, 8:51:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9356, loss_cls: 2.0039, loss: 2.0039 2023-12-29 04:18:52,408 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 1 day, 8:50:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9313, loss_cls: 2.0767, loss: 2.0767 2023-12-29 04:19:14,748 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 1 day, 8:50:29, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9313, loss_cls: 2.0778, loss: 2.0778 2023-12-29 04:19:37,098 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 1 day, 8:50:03, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9319, loss_cls: 2.0662, loss: 2.0662 2023-12-29 04:19:59,454 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 1 day, 8:49:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9313, loss_cls: 2.0599, loss: 2.0599 2023-12-29 04:20:21,822 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 1 day, 8:49:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9394, loss_cls: 2.0381, loss: 2.0381 2023-12-29 04:20:44,391 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 1 day, 8:48:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6837, top5_acc: 0.9163, loss_cls: 2.2076, loss: 2.2076 2023-12-29 04:21:06,956 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 1 day, 8:48:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9250, loss_cls: 2.0980, loss: 2.0980 2023-12-29 04:21:29,443 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 1 day, 8:47:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9413, loss_cls: 2.0692, loss: 2.0692 2023-12-29 04:21:51,845 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 1 day, 8:47:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7125, top5_acc: 0.9294, loss_cls: 2.1267, loss: 2.1267 2023-12-29 04:22:14,294 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 1 day, 8:47:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9156, loss_cls: 2.1950, loss: 2.1950 2023-12-29 04:22:36,690 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 1 day, 8:46:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6619, top5_acc: 0.9200, loss_cls: 2.2915, loss: 2.2915 2023-12-29 04:22:59,089 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 1 day, 8:46:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9313, loss_cls: 2.1293, loss: 2.1293 2023-12-29 04:23:21,434 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 1 day, 8:45:48, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9287, loss_cls: 2.1144, loss: 2.1144 2023-12-29 04:23:43,852 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 1 day, 8:45:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9381, loss_cls: 2.0873, loss: 2.0873 2023-12-29 04:24:06,244 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 1 day, 8:44:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9294, loss_cls: 2.1087, loss: 2.1087 2023-12-29 04:24:28,651 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 1 day, 8:44:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9450, loss_cls: 1.9924, loss: 1.9924 2023-12-29 04:24:51,028 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 1 day, 8:44:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9350, loss_cls: 2.1130, loss: 2.1130 2023-12-29 04:25:13,564 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 1 day, 8:43:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9356, loss_cls: 2.1116, loss: 2.1116 2023-12-29 04:25:35,948 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 1 day, 8:43:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6937, top5_acc: 0.9387, loss_cls: 2.1557, loss: 2.1557 2023-12-29 04:25:58,303 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 1 day, 8:42:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9369, loss_cls: 2.0930, loss: 2.0930 2023-12-29 04:26:20,679 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 1 day, 8:42:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9381, loss_cls: 2.0611, loss: 2.0611 2023-12-29 04:26:43,053 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 1 day, 8:41:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9263, loss_cls: 2.0635, loss: 2.0635 2023-12-29 04:27:05,389 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 1 day, 8:41:32, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9306, loss_cls: 2.0795, loss: 2.0795 2023-12-29 04:27:27,857 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 1 day, 8:41:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9237, loss_cls: 2.1201, loss: 2.1201 2023-12-29 04:27:37,260 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-29 04:31:13,290 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 04:31:13,863 - pyskl - INFO - top1_acc 0.6324 top5_acc 0.9038 2023-12-29 04:31:13,888 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6324, top5_acc: 0.9038 2023-12-29 04:31:58,517 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 1 day, 8:42:03, time: 0.446, data_time: 0.221, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9456, loss_cls: 2.0402, loss: 2.0402 2023-12-29 04:32:20,941 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 1 day, 8:41:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9431, loss_cls: 2.0177, loss: 2.0177 2023-12-29 04:32:43,425 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 1 day, 8:41:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9444, loss_cls: 2.0171, loss: 2.0171 2023-12-29 04:33:05,887 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 1 day, 8:40:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9450, loss_cls: 2.0464, loss: 2.0464 2023-12-29 04:33:28,297 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 1 day, 8:40:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7013, top5_acc: 0.9356, loss_cls: 2.0962, loss: 2.0962 2023-12-29 04:33:50,704 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 1 day, 8:39:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9413, loss_cls: 2.0582, loss: 2.0582 2023-12-29 04:34:13,128 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 1 day, 8:39:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9331, loss_cls: 1.9877, loss: 1.9877 2023-12-29 04:34:35,536 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 1 day, 8:39:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9363, loss_cls: 2.0908, loss: 2.0908 2023-12-29 04:34:57,948 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 1 day, 8:38:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 2.0125, loss: 2.0125 2023-12-29 04:35:20,364 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 1 day, 8:38:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9294, loss_cls: 2.0523, loss: 2.0523 2023-12-29 04:35:42,909 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 1 day, 8:37:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9337, loss_cls: 2.0073, loss: 2.0073 2023-12-29 04:36:05,515 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 1 day, 8:37:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9313, loss_cls: 2.0791, loss: 2.0791 2023-12-29 04:36:28,148 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 1 day, 8:37:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9350, loss_cls: 2.0657, loss: 2.0657 2023-12-29 04:36:50,549 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 1 day, 8:36:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 2.0911, loss: 2.0911 2023-12-29 04:37:12,925 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 1 day, 8:36:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6837, top5_acc: 0.9206, loss_cls: 2.2392, loss: 2.2392 2023-12-29 04:37:35,298 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 1 day, 8:35:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6987, top5_acc: 0.9256, loss_cls: 2.1262, loss: 2.1262 2023-12-29 04:37:57,712 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 1 day, 8:35:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9375, loss_cls: 2.0860, loss: 2.0860 2023-12-29 04:38:20,100 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 1 day, 8:34:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9306, loss_cls: 2.0768, loss: 2.0768 2023-12-29 04:38:42,856 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 1 day, 8:34:30, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9225, loss_cls: 2.1622, loss: 2.1622 2023-12-29 04:39:05,334 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 1 day, 8:34:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7125, top5_acc: 0.9300, loss_cls: 2.1095, loss: 2.1095 2023-12-29 04:39:27,818 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 1 day, 8:33:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 2.0642, loss: 2.0642 2023-12-29 04:39:50,258 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 1 day, 8:33:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9225, loss_cls: 2.0879, loss: 2.0879 2023-12-29 04:40:12,751 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 1 day, 8:32:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9313, loss_cls: 2.1683, loss: 2.1683 2023-12-29 04:40:35,342 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 1 day, 8:32:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9319, loss_cls: 2.1141, loss: 2.1141 2023-12-29 04:40:57,859 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 1 day, 8:32:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9413, loss_cls: 2.1341, loss: 2.1341 2023-12-29 04:41:20,415 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 1 day, 8:31:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7063, top5_acc: 0.9325, loss_cls: 2.1002, loss: 2.1002 2023-12-29 04:41:42,821 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 1 day, 8:31:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9263, loss_cls: 2.1390, loss: 2.1390 2023-12-29 04:42:05,216 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 1 day, 8:30:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9413, loss_cls: 2.0327, loss: 2.0327 2023-12-29 04:42:27,593 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 1 day, 8:30:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7019, top5_acc: 0.9225, loss_cls: 2.1429, loss: 2.1429 2023-12-29 04:42:50,026 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 1 day, 8:29:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9263, loss_cls: 2.0931, loss: 2.0931 2023-12-29 04:43:12,519 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 1 day, 8:29:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 2.1079, loss: 2.1079 2023-12-29 04:43:34,981 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 1 day, 8:29:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9363, loss_cls: 2.0811, loss: 2.0811 2023-12-29 04:43:57,459 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 1 day, 8:28:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9387, loss_cls: 2.0451, loss: 2.0451 2023-12-29 04:44:19,927 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 1 day, 8:28:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9263, loss_cls: 2.1501, loss: 2.1501 2023-12-29 04:44:42,326 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 1 day, 8:27:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9281, loss_cls: 2.1137, loss: 2.1137 2023-12-29 04:45:04,723 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 1 day, 8:27:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9375, loss_cls: 2.0554, loss: 2.0554 2023-12-29 04:45:27,141 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 1 day, 8:26:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9294, loss_cls: 2.0495, loss: 2.0495 2023-12-29 04:45:49,552 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 1 day, 8:26:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9319, loss_cls: 2.0957, loss: 2.0957 2023-12-29 04:46:12,012 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 1 day, 8:26:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9363, loss_cls: 2.0363, loss: 2.0363 2023-12-29 04:46:21,460 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-29 04:49:57,515 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 04:49:58,105 - pyskl - INFO - top1_acc 0.6536 top5_acc 0.9098 2023-12-29 04:49:58,125 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6536, top5_acc: 0.9098 2023-12-29 04:50:42,097 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 1 day, 8:26:55, time: 0.440, data_time: 0.215, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9300, loss_cls: 2.0713, loss: 2.0713 2023-12-29 04:51:04,505 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 1 day, 8:26:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9519, loss_cls: 1.9715, loss: 1.9715 2023-12-29 04:51:26,970 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 1 day, 8:26:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7019, top5_acc: 0.9256, loss_cls: 2.1493, loss: 2.1493 2023-12-29 04:51:49,448 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 1 day, 8:25:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9406, loss_cls: 2.1151, loss: 2.1151 2023-12-29 04:52:11,835 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 1 day, 8:25:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9331, loss_cls: 2.0723, loss: 2.0723 2023-12-29 04:52:34,443 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 1 day, 8:24:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9419, loss_cls: 1.9993, loss: 1.9993 2023-12-29 04:52:57,012 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 1 day, 8:24:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9394, loss_cls: 2.0194, loss: 2.0194 2023-12-29 04:53:19,461 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 1 day, 8:24:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 1.9648, loss: 1.9648 2023-12-29 04:53:41,964 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 1 day, 8:23:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9244, loss_cls: 2.1231, loss: 2.1231 2023-12-29 04:54:04,423 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 1 day, 8:23:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7125, top5_acc: 0.9394, loss_cls: 2.0664, loss: 2.0664 2023-12-29 04:54:27,010 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 1 day, 8:22:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9413, loss_cls: 2.0211, loss: 2.0211 2023-12-29 04:54:49,568 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 1 day, 8:22:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9331, loss_cls: 2.1151, loss: 2.1151 2023-12-29 04:55:12,018 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 1 day, 8:21:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9363, loss_cls: 2.0688, loss: 2.0688 2023-12-29 04:55:34,486 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 1 day, 8:21:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9313, loss_cls: 2.0960, loss: 2.0960 2023-12-29 04:55:56,936 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 1 day, 8:21:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 2.0451, loss: 2.0451 2023-12-29 04:56:19,569 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 1 day, 8:20:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7063, top5_acc: 0.9319, loss_cls: 2.1133, loss: 2.1133 2023-12-29 04:56:42,198 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 1 day, 8:20:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9369, loss_cls: 2.0653, loss: 2.0653 2023-12-29 04:57:04,783 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 1 day, 8:19:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9369, loss_cls: 2.1244, loss: 2.1244 2023-12-29 04:57:27,229 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 1 day, 8:19:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9319, loss_cls: 2.0318, loss: 2.0318 2023-12-29 04:57:49,735 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 1 day, 8:19:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6863, top5_acc: 0.9244, loss_cls: 2.1623, loss: 2.1623 2023-12-29 04:58:12,149 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 1 day, 8:18:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9263, loss_cls: 2.0903, loss: 2.0903 2023-12-29 04:58:34,533 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 1 day, 8:18:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9481, loss_cls: 2.0500, loss: 2.0500 2023-12-29 04:58:56,876 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 1 day, 8:17:49, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9325, loss_cls: 2.0143, loss: 2.0143 2023-12-29 04:59:19,236 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 1 day, 8:17:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9250, loss_cls: 2.1192, loss: 2.1192 2023-12-29 04:59:41,715 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 1 day, 8:16:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9381, loss_cls: 2.0582, loss: 2.0582 2023-12-29 05:00:04,174 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 1 day, 8:16:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9325, loss_cls: 2.0389, loss: 2.0389 2023-12-29 05:00:26,568 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 1 day, 8:16:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9413, loss_cls: 2.0831, loss: 2.0831 2023-12-29 05:00:48,962 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 1 day, 8:15:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6987, top5_acc: 0.9400, loss_cls: 2.1147, loss: 2.1147 2023-12-29 05:01:11,329 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 1 day, 8:15:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9406, loss_cls: 2.0829, loss: 2.0829 2023-12-29 05:01:33,739 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 1 day, 8:14:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9275, loss_cls: 2.0903, loss: 2.0903 2023-12-29 05:01:56,121 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 1 day, 8:14:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9394, loss_cls: 2.0243, loss: 2.0243 2023-12-29 05:02:18,512 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 1 day, 8:14:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9187, loss_cls: 2.1383, loss: 2.1383 2023-12-29 05:02:40,894 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 1 day, 8:13:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9325, loss_cls: 2.0617, loss: 2.0617 2023-12-29 05:03:03,322 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 1 day, 8:13:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9275, loss_cls: 2.1034, loss: 2.1034 2023-12-29 05:03:25,795 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 1 day, 8:12:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9269, loss_cls: 2.1070, loss: 2.1070 2023-12-29 05:03:48,224 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 1 day, 8:12:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6887, top5_acc: 0.9225, loss_cls: 2.1869, loss: 2.1869 2023-12-29 05:04:10,666 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 1 day, 8:11:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9350, loss_cls: 2.0304, loss: 2.0304 2023-12-29 05:04:33,128 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 1 day, 8:11:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 2.0924, loss: 2.0924 2023-12-29 05:04:55,745 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 1 day, 8:11:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9363, loss_cls: 2.1156, loss: 2.1156 2023-12-29 05:05:05,142 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-29 05:08:42,202 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 05:08:42,759 - pyskl - INFO - top1_acc 0.6147 top5_acc 0.8848 2023-12-29 05:08:42,782 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6147, top5_acc: 0.8848 2023-12-29 05:09:27,009 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 1 day, 8:11:51, time: 0.442, data_time: 0.218, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9431, loss_cls: 2.0016, loss: 2.0016 2023-12-29 05:09:49,375 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 1 day, 8:11:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9469, loss_cls: 1.9940, loss: 1.9940 2023-12-29 05:10:11,740 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 1 day, 8:11:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9369, loss_cls: 2.0600, loss: 2.0600 2023-12-29 05:10:34,245 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 1 day, 8:10:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 2.0187, loss: 2.0187 2023-12-29 05:10:56,750 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 1 day, 8:10:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9263, loss_cls: 2.1316, loss: 2.1316 2023-12-29 05:11:19,186 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 1 day, 8:09:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9331, loss_cls: 2.0378, loss: 2.0378 2023-12-29 05:11:41,594 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 1 day, 8:09:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9331, loss_cls: 2.0648, loss: 2.0648 2023-12-29 05:12:03,977 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 1 day, 8:08:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 2.0241, loss: 2.0241 2023-12-29 05:12:26,338 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 1 day, 8:08:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9325, loss_cls: 2.0825, loss: 2.0825 2023-12-29 05:12:48,951 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 1 day, 8:08:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9306, loss_cls: 2.0848, loss: 2.0848 2023-12-29 05:13:11,540 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 1 day, 8:07:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9413, loss_cls: 1.9582, loss: 1.9582 2023-12-29 05:13:34,029 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 1 day, 8:07:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6844, top5_acc: 0.9269, loss_cls: 2.1864, loss: 2.1864 2023-12-29 05:13:56,597 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 1 day, 8:06:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9250, loss_cls: 2.1333, loss: 2.1333 2023-12-29 05:14:19,022 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 1 day, 8:06:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9444, loss_cls: 2.0318, loss: 2.0318 2023-12-29 05:14:41,459 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 1 day, 8:06:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9444, loss_cls: 2.0068, loss: 2.0068 2023-12-29 05:15:03,896 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 1 day, 8:05:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9263, loss_cls: 2.1038, loss: 2.1038 2023-12-29 05:15:26,320 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 1 day, 8:05:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7063, top5_acc: 0.9287, loss_cls: 2.1186, loss: 2.1186 2023-12-29 05:15:48,694 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 1 day, 8:04:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9319, loss_cls: 2.0435, loss: 2.0435 2023-12-29 05:16:11,207 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 1 day, 8:04:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9344, loss_cls: 2.0187, loss: 2.0187 2023-12-29 05:16:33,637 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 1 day, 8:03:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9263, loss_cls: 2.0446, loss: 2.0446 2023-12-29 05:16:56,003 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 1 day, 8:03:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7063, top5_acc: 0.9325, loss_cls: 2.1080, loss: 2.1080 2023-12-29 05:17:18,386 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 1 day, 8:03:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9294, loss_cls: 2.1178, loss: 2.1178 2023-12-29 05:17:40,800 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 1 day, 8:02:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9369, loss_cls: 1.9852, loss: 1.9852 2023-12-29 05:18:03,248 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 1 day, 8:02:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 2.0735, loss: 2.0735 2023-12-29 05:18:25,566 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 1 day, 8:01:50, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7125, top5_acc: 0.9300, loss_cls: 2.0914, loss: 2.0914 2023-12-29 05:18:47,901 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 1 day, 8:01:25, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9381, loss_cls: 2.0670, loss: 2.0670 2023-12-29 05:19:10,217 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 1 day, 8:00:59, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9275, loss_cls: 2.0802, loss: 2.0802 2023-12-29 05:19:32,608 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 1 day, 8:00:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9350, loss_cls: 2.0658, loss: 2.0658 2023-12-29 05:19:54,974 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 1 day, 8:00:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9294, loss_cls: 2.0457, loss: 2.0457 2023-12-29 05:20:17,318 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 1 day, 7:59:43, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9319, loss_cls: 2.1272, loss: 2.1272 2023-12-29 05:20:39,722 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 1 day, 7:59:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9231, loss_cls: 2.1384, loss: 2.1384 2023-12-29 05:21:02,131 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 1 day, 7:58:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9375, loss_cls: 2.0299, loss: 2.0299 2023-12-29 05:21:24,661 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 1 day, 7:58:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9313, loss_cls: 2.1088, loss: 2.1088 2023-12-29 05:21:47,156 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 1 day, 7:58:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9413, loss_cls: 1.9797, loss: 1.9797 2023-12-29 05:22:09,576 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 1 day, 7:57:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9400, loss_cls: 2.0335, loss: 2.0335 2023-12-29 05:22:32,028 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 1 day, 7:57:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9431, loss_cls: 1.9920, loss: 1.9920 2023-12-29 05:22:54,476 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 1 day, 7:56:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9281, loss_cls: 2.1704, loss: 2.1704 2023-12-29 05:23:16,947 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 1 day, 7:56:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9306, loss_cls: 2.0344, loss: 2.0344 2023-12-29 05:23:39,310 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 1 day, 7:56:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9369, loss_cls: 2.0237, loss: 2.0237 2023-12-29 05:23:48,719 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-29 05:27:24,302 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 05:27:24,788 - pyskl - INFO - top1_acc 0.6322 top5_acc 0.9004 2023-12-29 05:27:24,810 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.6322, top5_acc: 0.9004 2023-12-29 05:28:08,646 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 1 day, 7:56:37, time: 0.438, data_time: 0.215, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9406, loss_cls: 2.0651, loss: 2.0651 2023-12-29 05:28:31,107 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 1 day, 7:56:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9419, loss_cls: 2.0149, loss: 2.0149 2023-12-29 05:28:53,492 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 1 day, 7:55:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9281, loss_cls: 2.1399, loss: 2.1399 2023-12-29 05:29:15,889 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 1 day, 7:55:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9381, loss_cls: 1.9288, loss: 1.9288 2023-12-29 05:29:38,298 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 1 day, 7:54:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9494, loss_cls: 1.9958, loss: 1.9958 2023-12-29 05:30:00,702 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 1 day, 7:54:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7006, top5_acc: 0.9294, loss_cls: 2.1073, loss: 2.1073 2023-12-29 05:30:23,131 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 1 day, 7:54:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9313, loss_cls: 2.0075, loss: 2.0075 2023-12-29 05:30:45,555 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 1 day, 7:53:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9275, loss_cls: 2.0911, loss: 2.0911 2023-12-29 05:31:08,030 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 1 day, 7:53:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9331, loss_cls: 2.1048, loss: 2.1048 2023-12-29 05:31:30,496 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 1 day, 7:52:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9331, loss_cls: 2.0052, loss: 2.0052 2023-12-29 05:31:52,892 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 1 day, 7:52:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9287, loss_cls: 2.0299, loss: 2.0299 2023-12-29 05:32:15,306 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 1 day, 7:52:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9294, loss_cls: 2.1280, loss: 2.1280 2023-12-29 05:32:37,711 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 1 day, 7:51:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 2.0583, loss: 2.0583 2023-12-29 05:33:00,044 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 1 day, 7:51:11, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9281, loss_cls: 2.0342, loss: 2.0342 2023-12-29 05:33:22,411 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 1 day, 7:50:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9281, loss_cls: 2.1325, loss: 2.1325 2023-12-29 05:33:44,779 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 1 day, 7:50:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9344, loss_cls: 2.0740, loss: 2.0740 2023-12-29 05:34:07,167 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 1 day, 7:49:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9213, loss_cls: 2.0599, loss: 2.0599 2023-12-29 05:34:29,554 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 1 day, 7:49:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9356, loss_cls: 2.0833, loss: 2.0833 2023-12-29 05:34:51,945 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 1 day, 7:49:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9431, loss_cls: 2.0397, loss: 2.0397 2023-12-29 05:35:14,344 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 1 day, 7:48:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 2.0396, loss: 2.0396 2023-12-29 05:35:36,738 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 1 day, 7:48:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 1.9900, loss: 1.9900 2023-12-29 05:35:59,129 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 1 day, 7:47:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9381, loss_cls: 2.1244, loss: 2.1244 2023-12-29 05:36:21,535 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 1 day, 7:47:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9444, loss_cls: 2.0157, loss: 2.0157 2023-12-29 05:36:43,932 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 1 day, 7:47:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9331, loss_cls: 2.1361, loss: 2.1361 2023-12-29 05:37:06,345 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 1 day, 7:46:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 1.9831, loss: 1.9831 2023-12-29 05:37:28,737 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 1 day, 7:46:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9344, loss_cls: 2.0879, loss: 2.0879 2023-12-29 05:37:51,130 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 1 day, 7:45:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 2.0479, loss: 2.0479 2023-12-29 05:38:13,467 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 1 day, 7:45:20, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9356, loss_cls: 2.0218, loss: 2.0218 2023-12-29 05:38:35,834 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 1 day, 7:44:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9331, loss_cls: 2.0435, loss: 2.0435 2023-12-29 05:38:58,205 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 1 day, 7:44:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9331, loss_cls: 2.0724, loss: 2.0724 2023-12-29 05:39:20,567 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 1 day, 7:44:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6937, top5_acc: 0.9269, loss_cls: 2.1700, loss: 2.1700 2023-12-29 05:39:42,941 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 1 day, 7:43:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 2.0129, loss: 2.0129 2023-12-29 05:40:05,388 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 1 day, 7:43:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9287, loss_cls: 2.1125, loss: 2.1125 2023-12-29 05:40:27,750 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 1 day, 7:42:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9406, loss_cls: 1.9967, loss: 1.9967 2023-12-29 05:40:50,094 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 1 day, 7:42:24, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9419, loss_cls: 2.0297, loss: 2.0297 2023-12-29 05:41:12,430 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 1 day, 7:41:58, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9250, loss_cls: 2.1604, loss: 2.1604 2023-12-29 05:41:34,909 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 1 day, 7:41:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9287, loss_cls: 2.1104, loss: 2.1104 2023-12-29 05:41:57,345 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 1 day, 7:41:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9256, loss_cls: 2.1634, loss: 2.1634 2023-12-29 05:42:19,807 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 1 day, 7:40:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7019, top5_acc: 0.9337, loss_cls: 2.1410, loss: 2.1410 2023-12-29 05:42:29,323 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-29 05:46:05,944 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 05:46:06,435 - pyskl - INFO - top1_acc 0.5278 top5_acc 0.8340 2023-12-29 05:46:06,456 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.5278, top5_acc: 0.8340 2023-12-29 05:46:50,692 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 1 day, 7:41:20, time: 0.442, data_time: 0.219, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9263, loss_cls: 2.0922, loss: 2.0922 2023-12-29 05:47:13,137 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 1 day, 7:40:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9456, loss_cls: 1.9745, loss: 1.9745 2023-12-29 05:47:35,659 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 1 day, 7:40:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9363, loss_cls: 2.0227, loss: 2.0227 2023-12-29 05:47:58,174 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 1 day, 7:40:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9387, loss_cls: 2.0661, loss: 2.0661 2023-12-29 05:48:20,629 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 1 day, 7:39:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 1.9901, loss: 1.9901 2023-12-29 05:48:43,076 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 1 day, 7:39:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 1.9039, loss: 1.9039 2023-12-29 05:49:05,505 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 1 day, 7:38:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9319, loss_cls: 2.0575, loss: 2.0575 2023-12-29 05:49:27,902 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 1 day, 7:38:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9306, loss_cls: 2.1211, loss: 2.1211 2023-12-29 05:49:50,421 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 1 day, 7:38:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9319, loss_cls: 2.0931, loss: 2.0931 2023-12-29 05:50:12,892 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 1 day, 7:37:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9256, loss_cls: 2.0815, loss: 2.0815 2023-12-29 05:50:35,394 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 1 day, 7:37:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9444, loss_cls: 2.0009, loss: 2.0009 2023-12-29 05:50:57,973 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 1 day, 7:36:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9406, loss_cls: 2.0209, loss: 2.0209 2023-12-29 05:51:20,322 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 1 day, 7:36:25, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9331, loss_cls: 2.0540, loss: 2.0540 2023-12-29 05:51:42,668 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 1 day, 7:36:00, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9281, loss_cls: 2.0998, loss: 2.0998 2023-12-29 05:52:05,025 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 1 day, 7:35:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9356, loss_cls: 1.9785, loss: 1.9785 2023-12-29 05:52:27,407 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 1 day, 7:35:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9406, loss_cls: 2.0167, loss: 2.0167 2023-12-29 05:52:49,793 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 1 day, 7:34:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9331, loss_cls: 2.0818, loss: 2.0818 2023-12-29 05:53:12,257 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 1 day, 7:34:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9406, loss_cls: 2.0786, loss: 2.0786 2023-12-29 05:53:34,650 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 1 day, 7:33:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6987, top5_acc: 0.9363, loss_cls: 2.1383, loss: 2.1383 2023-12-29 05:53:56,996 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 1 day, 7:33:30, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7113, top5_acc: 0.9375, loss_cls: 2.1033, loss: 2.1033 2023-12-29 05:54:19,371 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 1 day, 7:33:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9413, loss_cls: 1.9912, loss: 1.9912 2023-12-29 05:54:41,744 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 1 day, 7:32:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9394, loss_cls: 1.9955, loss: 1.9955 2023-12-29 05:55:04,165 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 1 day, 7:32:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9356, loss_cls: 2.0135, loss: 2.0135 2023-12-29 05:55:26,618 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 1 day, 7:31:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9363, loss_cls: 2.0379, loss: 2.0379 2023-12-29 05:55:49,002 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 1 day, 7:31:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9344, loss_cls: 2.0689, loss: 2.0689 2023-12-29 05:56:11,479 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 1 day, 7:31:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9294, loss_cls: 2.0959, loss: 2.0959 2023-12-29 05:56:33,961 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 1 day, 7:30:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9263, loss_cls: 2.1268, loss: 2.1268 2023-12-29 05:56:56,363 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 1 day, 7:30:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 2.0229, loss: 2.0229 2023-12-29 05:57:18,826 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 1 day, 7:29:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9375, loss_cls: 1.9539, loss: 1.9539 2023-12-29 05:57:41,251 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 1 day, 7:29:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9363, loss_cls: 2.0731, loss: 2.0731 2023-12-29 05:58:03,648 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 1 day, 7:28:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 1.9749, loss: 1.9749 2023-12-29 05:58:26,045 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 1 day, 7:28:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 2.0921, loss: 2.0921 2023-12-29 05:58:48,527 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 1 day, 7:28:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9387, loss_cls: 2.0148, loss: 2.0148 2023-12-29 05:59:10,999 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 1 day, 7:27:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9344, loss_cls: 2.0928, loss: 2.0928 2023-12-29 05:59:33,514 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 1 day, 7:27:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9225, loss_cls: 2.0413, loss: 2.0413 2023-12-29 05:59:55,938 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 1 day, 7:26:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9269, loss_cls: 2.1363, loss: 2.1363 2023-12-29 06:00:18,365 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 1 day, 7:26:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9263, loss_cls: 2.0807, loss: 2.0807 2023-12-29 06:00:40,889 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 1 day, 7:26:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9381, loss_cls: 2.0587, loss: 2.0587 2023-12-29 06:01:03,341 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 1 day, 7:25:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9363, loss_cls: 2.0543, loss: 2.0543 2023-12-29 06:01:12,697 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-29 06:04:49,785 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 06:04:50,319 - pyskl - INFO - top1_acc 0.6059 top5_acc 0.8931 2023-12-29 06:04:50,360 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.6059, top5_acc: 0.8931 2023-12-29 06:05:34,977 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 1 day, 7:26:16, time: 0.446, data_time: 0.223, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9369, loss_cls: 2.0505, loss: 2.0505 2023-12-29 06:05:57,538 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 1 day, 7:25:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9344, loss_cls: 2.0119, loss: 2.0119 2023-12-29 06:06:19,957 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 1 day, 7:25:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 1.9830, loss: 1.9830 2023-12-29 06:06:42,363 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 1 day, 7:25:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 1.9520, loss: 1.9520 2023-12-29 06:07:04,787 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 1 day, 7:24:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9363, loss_cls: 2.0997, loss: 2.0997 2023-12-29 06:07:27,204 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 1 day, 7:24:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9363, loss_cls: 1.9987, loss: 1.9987 2023-12-29 06:07:49,593 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 1 day, 7:23:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9350, loss_cls: 2.0096, loss: 2.0096 2023-12-29 06:08:12,198 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 1 day, 7:23:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 2.0171, loss: 2.0171 2023-12-29 06:08:34,875 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 1 day, 7:23:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9400, loss_cls: 2.0365, loss: 2.0365 2023-12-29 06:08:57,369 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 1 day, 7:22:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9350, loss_cls: 2.0678, loss: 2.0678 2023-12-29 06:09:19,940 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 1 day, 7:22:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9350, loss_cls: 2.1340, loss: 2.1340 2023-12-29 06:09:42,429 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 1 day, 7:21:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9381, loss_cls: 1.9755, loss: 1.9755 2023-12-29 06:10:04,832 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 1 day, 7:21:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 1.9776, loss: 1.9776 2023-12-29 06:10:27,208 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 1 day, 7:20:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 1.9971, loss: 1.9971 2023-12-29 06:10:49,629 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 1 day, 7:20:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9294, loss_cls: 2.0509, loss: 2.0509 2023-12-29 06:11:12,199 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 1 day, 7:20:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9425, loss_cls: 2.0480, loss: 2.0480 2023-12-29 06:11:34,726 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 1 day, 7:19:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9387, loss_cls: 2.0591, loss: 2.0591 2023-12-29 06:11:57,327 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 1 day, 7:19:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9381, loss_cls: 2.0246, loss: 2.0246 2023-12-29 06:12:19,785 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 1 day, 7:18:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9325, loss_cls: 1.9950, loss: 1.9950 2023-12-29 06:12:42,211 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 1 day, 7:18:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 2.0560, loss: 2.0560 2023-12-29 06:13:04,665 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 1 day, 7:18:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9363, loss_cls: 1.9843, loss: 1.9843 2023-12-29 06:13:27,088 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 1 day, 7:17:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9294, loss_cls: 2.0260, loss: 2.0260 2023-12-29 06:13:49,494 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 1 day, 7:17:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 2.0261, loss: 2.0261 2023-12-29 06:14:11,875 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 1 day, 7:16:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9394, loss_cls: 1.9696, loss: 1.9696 2023-12-29 06:14:34,249 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 1 day, 7:16:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9337, loss_cls: 2.0685, loss: 2.0685 2023-12-29 06:14:56,612 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 1 day, 7:16:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9400, loss_cls: 2.0298, loss: 2.0298 2023-12-29 06:15:19,004 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 1 day, 7:15:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9331, loss_cls: 2.0121, loss: 2.0121 2023-12-29 06:15:41,414 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 1 day, 7:15:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9344, loss_cls: 2.0396, loss: 2.0396 2023-12-29 06:16:03,814 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 1 day, 7:14:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9344, loss_cls: 2.0567, loss: 2.0567 2023-12-29 06:16:26,249 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 1 day, 7:14:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9419, loss_cls: 2.0049, loss: 2.0049 2023-12-29 06:16:48,673 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 1 day, 7:13:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7050, top5_acc: 0.9313, loss_cls: 2.1380, loss: 2.1380 2023-12-29 06:17:11,103 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 1 day, 7:13:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6981, top5_acc: 0.9275, loss_cls: 2.1559, loss: 2.1559 2023-12-29 06:17:33,601 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 1 day, 7:13:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9256, loss_cls: 2.0983, loss: 2.0983 2023-12-29 06:17:56,105 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 1 day, 7:12:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 2.0715, loss: 2.0715 2023-12-29 06:18:18,735 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 1 day, 7:12:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 2.0754, loss: 2.0754 2023-12-29 06:18:41,244 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 1 day, 7:11:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 2.0294, loss: 2.0294 2023-12-29 06:19:03,712 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 1 day, 7:11:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9381, loss_cls: 2.0200, loss: 2.0200 2023-12-29 06:19:26,225 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 1 day, 7:11:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9344, loss_cls: 2.0250, loss: 2.0250 2023-12-29 06:19:48,817 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 1 day, 7:10:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 2.0030, loss: 2.0030 2023-12-29 06:19:58,213 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-29 06:23:36,069 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 06:23:36,557 - pyskl - INFO - top1_acc 0.6155 top5_acc 0.8825 2023-12-29 06:23:36,582 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6155, top5_acc: 0.8825 2023-12-29 06:24:22,010 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 1 day, 7:11:21, time: 0.454, data_time: 0.230, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9269, loss_cls: 2.0940, loss: 2.0940 2023-12-29 06:24:44,451 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 1 day, 7:10:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 1.9673, loss: 1.9673 2023-12-29 06:25:06,830 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 1 day, 7:10:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 1.9950, loss: 1.9950 2023-12-29 06:25:29,284 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 1 day, 7:10:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9394, loss_cls: 2.0174, loss: 2.0174 2023-12-29 06:25:51,741 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 1 day, 7:09:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9444, loss_cls: 1.9862, loss: 1.9862 2023-12-29 06:26:14,304 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 1 day, 7:09:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 1.9601, loss: 1.9601 2023-12-29 06:26:36,878 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 1 day, 7:08:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 1.9826, loss: 1.9826 2023-12-29 06:26:59,352 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 1 day, 7:08:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9406, loss_cls: 2.0228, loss: 2.0228 2023-12-29 06:27:21,747 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 1 day, 7:08:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9325, loss_cls: 2.0388, loss: 2.0388 2023-12-29 06:27:44,138 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 1 day, 7:07:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9350, loss_cls: 2.1014, loss: 2.1014 2023-12-29 06:28:06,528 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 1 day, 7:07:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9419, loss_cls: 2.0173, loss: 2.0173 2023-12-29 06:28:28,924 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 1 day, 7:06:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9269, loss_cls: 2.1246, loss: 2.1246 2023-12-29 06:28:51,299 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 1 day, 7:06:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9363, loss_cls: 2.0711, loss: 2.0711 2023-12-29 06:29:13,680 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 1 day, 7:06:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9356, loss_cls: 2.0848, loss: 2.0848 2023-12-29 06:29:36,102 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 1 day, 7:05:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9375, loss_cls: 2.0014, loss: 2.0014 2023-12-29 06:29:58,496 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 1 day, 7:05:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9306, loss_cls: 2.0406, loss: 2.0406 2023-12-29 06:30:20,961 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 1 day, 7:04:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9350, loss_cls: 2.0109, loss: 2.0109 2023-12-29 06:30:43,393 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 1 day, 7:04:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9337, loss_cls: 2.0827, loss: 2.0827 2023-12-29 06:31:05,774 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 1 day, 7:03:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9463, loss_cls: 1.9223, loss: 1.9223 2023-12-29 06:31:28,118 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 1 day, 7:03:33, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9394, loss_cls: 2.0817, loss: 2.0817 2023-12-29 06:31:50,489 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 1 day, 7:03:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9463, loss_cls: 1.9625, loss: 1.9625 2023-12-29 06:32:12,854 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 1 day, 7:02:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9400, loss_cls: 2.0681, loss: 2.0681 2023-12-29 06:32:35,200 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 1 day, 7:02:18, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 1.9709, loss: 1.9709 2023-12-29 06:32:57,672 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 1 day, 7:01:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9381, loss_cls: 2.0403, loss: 2.0403 2023-12-29 06:33:20,076 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 1 day, 7:01:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 2.0128, loss: 2.0128 2023-12-29 06:33:42,449 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 1 day, 7:01:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9356, loss_cls: 2.0252, loss: 2.0252 2023-12-29 06:34:04,800 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 1 day, 7:00:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9306, loss_cls: 2.0448, loss: 2.0448 2023-12-29 06:34:27,219 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 1 day, 7:00:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9319, loss_cls: 2.0984, loss: 2.0984 2023-12-29 06:34:49,589 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 1 day, 6:59:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9363, loss_cls: 2.0713, loss: 2.0713 2023-12-29 06:35:12,013 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 1 day, 6:59:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9356, loss_cls: 2.0661, loss: 2.0661 2023-12-29 06:35:34,436 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 1 day, 6:59:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 1.9580, loss: 1.9580 2023-12-29 06:35:56,855 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 1 day, 6:58:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9369, loss_cls: 2.0983, loss: 2.0983 2023-12-29 06:36:19,276 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 1 day, 6:58:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9269, loss_cls: 2.0721, loss: 2.0721 2023-12-29 06:36:41,680 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 1 day, 6:57:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9325, loss_cls: 2.0066, loss: 2.0066 2023-12-29 06:37:04,093 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 1 day, 6:57:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9237, loss_cls: 2.0795, loss: 2.0795 2023-12-29 06:37:26,527 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 1 day, 6:56:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 1.9911, loss: 1.9911 2023-12-29 06:37:48,907 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 1 day, 6:56:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7019, top5_acc: 0.9400, loss_cls: 2.0669, loss: 2.0669 2023-12-29 06:38:11,269 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 1 day, 6:56:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9319, loss_cls: 2.0736, loss: 2.0736 2023-12-29 06:38:33,661 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 1 day, 6:55:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9237, loss_cls: 2.1012, loss: 2.1012 2023-12-29 06:38:43,052 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-29 06:42:19,393 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 06:42:19,880 - pyskl - INFO - top1_acc 0.6603 top5_acc 0.9118 2023-12-29 06:42:19,884 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_17.pth was removed 2023-12-29 06:42:20,021 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. 2023-12-29 06:42:20,022 - pyskl - INFO - Best top1_acc is 0.6603 at 26 epoch. 2023-12-29 06:42:20,044 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.6603, top5_acc: 0.9118 2023-12-29 06:43:03,595 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 1 day, 6:56:07, time: 0.435, data_time: 0.211, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9287, loss_cls: 2.0326, loss: 2.0326 2023-12-29 06:43:26,046 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 1 day, 6:55:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9387, loss_cls: 1.9656, loss: 1.9656 2023-12-29 06:43:48,393 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 1 day, 6:55:18, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9394, loss_cls: 1.9861, loss: 1.9861 2023-12-29 06:44:10,760 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 1 day, 6:54:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9356, loss_cls: 2.0472, loss: 2.0472 2023-12-29 06:44:33,093 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 1 day, 6:54:28, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9313, loss_cls: 2.0162, loss: 2.0162 2023-12-29 06:44:55,430 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 1 day, 6:54:03, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 2.0082, loss: 2.0082 2023-12-29 06:45:17,873 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 1 day, 6:53:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9325, loss_cls: 2.0069, loss: 2.0069 2023-12-29 06:45:40,270 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 1 day, 6:53:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9463, loss_cls: 1.9030, loss: 1.9030 2023-12-29 06:46:02,739 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 1 day, 6:52:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9313, loss_cls: 2.1063, loss: 2.1063 2023-12-29 06:46:25,386 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 1 day, 6:52:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9444, loss_cls: 1.8936, loss: 1.8936 2023-12-29 06:46:47,995 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 1 day, 6:52:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9387, loss_cls: 2.0445, loss: 2.0445 2023-12-29 06:47:10,414 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 1 day, 6:51:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9431, loss_cls: 2.0835, loss: 2.0835 2023-12-29 06:47:32,858 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 1 day, 6:51:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9394, loss_cls: 2.0461, loss: 2.0461 2023-12-29 06:47:55,457 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 1 day, 6:50:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 2.0128, loss: 2.0128 2023-12-29 06:48:18,000 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 1 day, 6:50:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 1.9935, loss: 1.9935 2023-12-29 06:48:40,575 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 1 day, 6:50:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9369, loss_cls: 1.9977, loss: 1.9977 2023-12-29 06:49:03,074 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 1 day, 6:49:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9375, loss_cls: 2.0100, loss: 2.0100 2023-12-29 06:49:25,549 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 1 day, 6:49:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9475, loss_cls: 2.0858, loss: 2.0858 2023-12-29 06:49:47,977 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 1 day, 6:48:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9456, loss_cls: 2.0164, loss: 2.0164 2023-12-29 06:50:10,363 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 1 day, 6:48:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9231, loss_cls: 2.0528, loss: 2.0528 2023-12-29 06:50:32,911 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 1 day, 6:48:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9294, loss_cls: 2.1275, loss: 2.1275 2023-12-29 06:50:55,494 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 1 day, 6:47:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9431, loss_cls: 1.9530, loss: 1.9530 2023-12-29 06:51:17,945 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 1 day, 6:47:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 2.0192, loss: 2.0192 2023-12-29 06:51:40,376 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 1 day, 6:46:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9400, loss_cls: 1.9990, loss: 1.9990 2023-12-29 06:52:02,751 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 1 day, 6:46:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 2.0875, loss: 2.0875 2023-12-29 06:52:25,143 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 1 day, 6:45:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9394, loss_cls: 2.0727, loss: 2.0727 2023-12-29 06:52:47,509 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 1 day, 6:45:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9263, loss_cls: 2.0457, loss: 2.0457 2023-12-29 06:53:09,925 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 1 day, 6:45:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9481, loss_cls: 1.9960, loss: 1.9960 2023-12-29 06:53:32,306 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 1 day, 6:44:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9344, loss_cls: 2.0049, loss: 2.0049 2023-12-29 06:53:54,689 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 1 day, 6:44:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 1.9916, loss: 1.9916 2023-12-29 06:54:17,104 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 1 day, 6:43:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9350, loss_cls: 1.9941, loss: 1.9941 2023-12-29 06:54:39,533 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 1 day, 6:43:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9481, loss_cls: 2.0189, loss: 2.0189 2023-12-29 06:55:01,931 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 1 day, 6:43:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9375, loss_cls: 2.0872, loss: 2.0872 2023-12-29 06:55:24,361 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 1 day, 6:42:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7006, top5_acc: 0.9287, loss_cls: 2.1343, loss: 2.1343 2023-12-29 06:55:46,827 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 1 day, 6:42:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9263, loss_cls: 2.0642, loss: 2.0642 2023-12-29 06:56:09,325 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 1 day, 6:41:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9325, loss_cls: 2.0425, loss: 2.0425 2023-12-29 06:56:31,802 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 1 day, 6:41:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9344, loss_cls: 2.0939, loss: 2.0939 2023-12-29 06:56:54,233 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 1 day, 6:41:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9325, loss_cls: 2.0540, loss: 2.0540 2023-12-29 06:57:16,630 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 1 day, 6:40:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 1.9748, loss: 1.9748 2023-12-29 06:57:26,026 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-29 07:01:01,812 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 07:01:02,299 - pyskl - INFO - top1_acc 0.6664 top5_acc 0.9178 2023-12-29 07:01:02,303 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_26.pth was removed 2023-12-29 07:01:02,449 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. 2023-12-29 07:01:02,451 - pyskl - INFO - Best top1_acc is 0.6664 at 27 epoch. 2023-12-29 07:01:02,475 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.6664, top5_acc: 0.9178 2023-12-29 07:01:46,258 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 1 day, 6:41:02, time: 0.438, data_time: 0.214, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9387, loss_cls: 1.9902, loss: 1.9902 2023-12-29 07:02:08,651 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 1 day, 6:40:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9331, loss_cls: 2.0024, loss: 2.0024 2023-12-29 07:02:31,100 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 1 day, 6:40:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 1.9843, loss: 1.9843 2023-12-29 07:02:53,566 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 1 day, 6:39:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 1.9710, loss: 1.9710 2023-12-29 07:03:16,057 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 1 day, 6:39:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.9346, loss: 1.9346 2023-12-29 07:03:38,489 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 1 day, 6:39:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9325, loss_cls: 2.0167, loss: 2.0167 2023-12-29 07:04:00,950 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 1 day, 6:38:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9350, loss_cls: 1.9735, loss: 1.9735 2023-12-29 07:04:23,415 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 1 day, 6:38:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9325, loss_cls: 2.1241, loss: 2.1241 2023-12-29 07:04:45,900 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 1 day, 6:37:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9394, loss_cls: 2.0163, loss: 2.0163 2023-12-29 07:05:08,360 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 1 day, 6:37:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9363, loss_cls: 1.9884, loss: 1.9884 2023-12-29 07:05:30,807 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 1 day, 6:36:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9306, loss_cls: 2.0636, loss: 2.0636 2023-12-29 07:05:53,212 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 1 day, 6:36:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9419, loss_cls: 1.9848, loss: 1.9848 2023-12-29 07:06:15,639 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 1 day, 6:36:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9431, loss_cls: 1.9482, loss: 1.9482 2023-12-29 07:06:38,218 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 1 day, 6:35:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9281, loss_cls: 2.0976, loss: 2.0976 2023-12-29 07:07:00,855 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 1 day, 6:35:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9394, loss_cls: 1.9566, loss: 1.9566 2023-12-29 07:07:23,396 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 1 day, 6:34:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9331, loss_cls: 2.0271, loss: 2.0271 2023-12-29 07:07:45,818 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 1 day, 6:34:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 1.9523, loss: 1.9523 2023-12-29 07:08:08,188 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 1 day, 6:34:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 1.9276, loss: 1.9276 2023-12-29 07:08:30,614 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 1 day, 6:33:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9250, loss_cls: 2.0837, loss: 2.0837 2023-12-29 07:08:53,026 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 1 day, 6:33:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9381, loss_cls: 2.0478, loss: 2.0478 2023-12-29 07:09:15,614 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 1 day, 6:32:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9406, loss_cls: 2.0518, loss: 2.0518 2023-12-29 07:09:38,078 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 1 day, 6:32:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9381, loss_cls: 2.0421, loss: 2.0421 2023-12-29 07:10:00,577 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 1 day, 6:32:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9369, loss_cls: 1.9831, loss: 1.9831 2023-12-29 07:10:23,180 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 1 day, 6:31:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9263, loss_cls: 2.1100, loss: 2.1100 2023-12-29 07:10:45,656 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 1 day, 6:31:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9456, loss_cls: 1.9932, loss: 1.9932 2023-12-29 07:11:08,072 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 1 day, 6:30:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9406, loss_cls: 2.0224, loss: 2.0224 2023-12-29 07:11:30,445 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 1 day, 6:30:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9350, loss_cls: 1.9763, loss: 1.9763 2023-12-29 07:11:52,891 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 1 day, 6:30:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9375, loss_cls: 2.0588, loss: 2.0588 2023-12-29 07:12:15,323 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 1 day, 6:29:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9363, loss_cls: 2.0336, loss: 2.0336 2023-12-29 07:12:37,790 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 1 day, 6:29:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7125, top5_acc: 0.9425, loss_cls: 2.0483, loss: 2.0483 2023-12-29 07:13:00,249 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 1 day, 6:28:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9319, loss_cls: 2.0931, loss: 2.0931 2023-12-29 07:13:22,654 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 1 day, 6:28:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6987, top5_acc: 0.9325, loss_cls: 2.1018, loss: 2.1018 2023-12-29 07:13:45,096 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 1 day, 6:28:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 2.0627, loss: 2.0627 2023-12-29 07:14:07,513 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 1 day, 6:27:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9294, loss_cls: 2.0128, loss: 2.0128 2023-12-29 07:14:29,921 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 1 day, 6:27:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9306, loss_cls: 2.1017, loss: 2.1017 2023-12-29 07:14:52,315 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 1 day, 6:26:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 1.9821, loss: 1.9821 2023-12-29 07:15:14,815 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 1 day, 6:26:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9206, loss_cls: 2.0464, loss: 2.0464 2023-12-29 07:15:37,282 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 1 day, 6:26:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9500, loss_cls: 1.9715, loss: 1.9715 2023-12-29 07:15:59,742 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 1 day, 6:25:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9394, loss_cls: 2.0946, loss: 2.0946 2023-12-29 07:16:09,238 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-29 07:19:45,282 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 07:19:45,823 - pyskl - INFO - top1_acc 0.6483 top5_acc 0.9015 2023-12-29 07:19:45,847 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.6483, top5_acc: 0.9015 2023-12-29 07:20:29,848 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 1 day, 6:26:00, time: 0.440, data_time: 0.216, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9337, loss_cls: 1.9954, loss: 1.9954 2023-12-29 07:20:52,205 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 1 day, 6:25:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9381, loss_cls: 2.0145, loss: 2.0145 2023-12-29 07:21:14,582 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 1 day, 6:25:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9481, loss_cls: 1.9898, loss: 1.9898 2023-12-29 07:21:37,059 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 1 day, 6:24:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 2.0293, loss: 2.0293 2023-12-29 07:21:59,609 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 1 day, 6:24:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9331, loss_cls: 2.0412, loss: 2.0412 2023-12-29 07:22:22,268 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 1 day, 6:24:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9350, loss_cls: 2.0383, loss: 2.0383 2023-12-29 07:22:44,765 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 1 day, 6:23:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9350, loss_cls: 1.9910, loss: 1.9910 2023-12-29 07:23:07,244 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 1 day, 6:23:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9325, loss_cls: 1.9929, loss: 1.9929 2023-12-29 07:23:29,690 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 1 day, 6:22:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9356, loss_cls: 2.0394, loss: 2.0394 2023-12-29 07:23:52,174 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 1 day, 6:22:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 1.9727, loss: 1.9727 2023-12-29 07:24:14,618 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 1 day, 6:21:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9356, loss_cls: 1.9903, loss: 1.9903 2023-12-29 07:24:37,271 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 1 day, 6:21:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9381, loss_cls: 1.9689, loss: 1.9689 2023-12-29 07:24:59,862 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 1 day, 6:21:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9387, loss_cls: 2.0397, loss: 2.0397 2023-12-29 07:25:22,279 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 1 day, 6:20:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9363, loss_cls: 2.0728, loss: 2.0728 2023-12-29 07:25:44,923 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 1 day, 6:20:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9337, loss_cls: 2.0593, loss: 2.0593 2023-12-29 07:26:07,841 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 1 day, 6:20:01, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9313, loss_cls: 2.0128, loss: 2.0128 2023-12-29 07:26:30,481 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 1 day, 6:19:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9344, loss_cls: 2.0147, loss: 2.0147 2023-12-29 07:26:53,183 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 1 day, 6:19:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9437, loss_cls: 2.0041, loss: 2.0041 2023-12-29 07:27:15,786 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 1 day, 6:18:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 1.9521, loss: 1.9521 2023-12-29 07:27:38,373 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 1 day, 6:18:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9281, loss_cls: 2.0305, loss: 2.0305 2023-12-29 07:28:00,907 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 1 day, 6:18:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7013, top5_acc: 0.9275, loss_cls: 2.0725, loss: 2.0725 2023-12-29 07:28:23,460 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 1 day, 6:17:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 1.9681, loss: 1.9681 2023-12-29 07:28:46,028 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 1 day, 6:17:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9387, loss_cls: 2.0796, loss: 2.0796 2023-12-29 07:29:08,443 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 1 day, 6:16:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9319, loss_cls: 2.1029, loss: 2.1029 2023-12-29 07:29:30,858 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 1 day, 6:16:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9356, loss_cls: 1.9688, loss: 1.9688 2023-12-29 07:29:53,469 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 1 day, 6:16:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9350, loss_cls: 1.9822, loss: 1.9822 2023-12-29 07:30:15,986 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 1 day, 6:15:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9413, loss_cls: 1.9601, loss: 1.9601 2023-12-29 07:30:38,503 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 1 day, 6:15:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9331, loss_cls: 2.0457, loss: 2.0457 2023-12-29 07:31:01,003 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 1 day, 6:14:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9350, loss_cls: 2.1050, loss: 2.1050 2023-12-29 07:31:23,447 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 1 day, 6:14:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9413, loss_cls: 1.9254, loss: 1.9254 2023-12-29 07:31:45,862 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 1 day, 6:14:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9456, loss_cls: 1.9908, loss: 1.9908 2023-12-29 07:32:08,243 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 1 day, 6:13:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9525, loss_cls: 2.0028, loss: 2.0028 2023-12-29 07:32:30,651 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 1 day, 6:13:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9344, loss_cls: 2.0105, loss: 2.0105 2023-12-29 07:32:53,026 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 1 day, 6:12:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9394, loss_cls: 2.0197, loss: 2.0197 2023-12-29 07:33:15,452 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 1 day, 6:12:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9400, loss_cls: 2.0797, loss: 2.0797 2023-12-29 07:33:38,061 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 1 day, 6:12:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9256, loss_cls: 2.1066, loss: 2.1066 2023-12-29 07:34:00,571 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 1 day, 6:11:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9419, loss_cls: 2.0570, loss: 2.0570 2023-12-29 07:34:23,062 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 1 day, 6:11:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9394, loss_cls: 2.0202, loss: 2.0202 2023-12-29 07:34:45,571 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 1 day, 6:10:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9350, loss_cls: 2.0137, loss: 2.0137 2023-12-29 07:34:55,119 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-29 07:38:31,676 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 07:38:32,152 - pyskl - INFO - top1_acc 0.6314 top5_acc 0.9019 2023-12-29 07:38:32,173 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.6314, top5_acc: 0.9019 2023-12-29 07:39:16,620 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 1 day, 6:11:10, time: 0.444, data_time: 0.219, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 1.9333, loss: 1.9333 2023-12-29 07:39:39,233 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 1 day, 6:10:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9313, loss_cls: 2.0046, loss: 2.0046 2023-12-29 07:40:01,831 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 1 day, 6:10:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9450, loss_cls: 1.9761, loss: 1.9761 2023-12-29 07:40:24,294 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 1 day, 6:09:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9344, loss_cls: 2.0219, loss: 2.0219 2023-12-29 07:40:46,832 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 1 day, 6:09:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9325, loss_cls: 2.0083, loss: 2.0083 2023-12-29 07:41:09,282 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 1 day, 6:09:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 1.9379, loss: 1.9379 2023-12-29 07:41:31,804 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 1 day, 6:08:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 2.0434, loss: 2.0434 2023-12-29 07:41:54,330 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 1 day, 6:08:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9419, loss_cls: 1.9833, loss: 1.9833 2023-12-29 07:42:16,836 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 1 day, 6:07:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 1.9308, loss: 1.9308 2023-12-29 07:42:39,318 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 1 day, 6:07:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 2.0218, loss: 2.0218 2023-12-29 07:43:01,780 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 1 day, 6:07:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9306, loss_cls: 2.0987, loss: 2.0987 2023-12-29 07:43:24,240 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 1 day, 6:06:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 1.9811, loss: 1.9811 2023-12-29 07:43:46,677 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 1 day, 6:06:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 1.9755, loss: 1.9755 2023-12-29 07:44:09,234 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 1 day, 6:05:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9369, loss_cls: 1.9831, loss: 1.9831 2023-12-29 07:44:31,837 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 1 day, 6:05:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9331, loss_cls: 2.0255, loss: 2.0255 2023-12-29 07:44:54,312 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 1 day, 6:05:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9350, loss_cls: 2.0750, loss: 2.0750 2023-12-29 07:45:16,725 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 1 day, 6:04:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9287, loss_cls: 2.0680, loss: 2.0680 2023-12-29 07:45:39,219 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 1 day, 6:04:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9331, loss_cls: 1.9962, loss: 1.9962 2023-12-29 07:46:01,709 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 1 day, 6:03:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9275, loss_cls: 2.1335, loss: 2.1335 2023-12-29 07:46:24,207 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 1 day, 6:03:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9431, loss_cls: 1.9994, loss: 1.9994 2023-12-29 07:46:46,580 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 1 day, 6:03:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9425, loss_cls: 1.9552, loss: 1.9552 2023-12-29 07:47:08,995 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 1 day, 6:02:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9306, loss_cls: 2.1089, loss: 2.1089 2023-12-29 07:47:31,459 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 1 day, 6:02:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9419, loss_cls: 2.0679, loss: 2.0679 2023-12-29 07:47:53,886 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 1 day, 6:01:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.9781, loss: 1.9781 2023-12-29 07:48:16,329 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 1 day, 6:01:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9319, loss_cls: 2.0125, loss: 2.0125 2023-12-29 07:48:38,851 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 1 day, 6:01:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9344, loss_cls: 2.0198, loss: 2.0198 2023-12-29 07:49:01,269 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 1 day, 6:00:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9419, loss_cls: 2.0774, loss: 2.0774 2023-12-29 07:49:23,746 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 1 day, 6:00:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 1.9256, loss: 1.9256 2023-12-29 07:49:46,239 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 1 day, 5:59:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9275, loss_cls: 2.0310, loss: 2.0310 2023-12-29 07:50:08,701 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 1 day, 5:59:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9313, loss_cls: 2.0305, loss: 2.0305 2023-12-29 07:50:31,066 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 1 day, 5:59:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9381, loss_cls: 2.0308, loss: 2.0308 2023-12-29 07:50:53,455 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 1 day, 5:58:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9394, loss_cls: 1.9643, loss: 1.9643 2023-12-29 07:51:15,836 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 1 day, 5:58:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9369, loss_cls: 2.0310, loss: 2.0310 2023-12-29 07:51:38,215 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 1 day, 5:57:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9450, loss_cls: 1.9702, loss: 1.9702 2023-12-29 07:52:00,603 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 1 day, 5:57:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9425, loss_cls: 1.9791, loss: 1.9791 2023-12-29 07:52:22,987 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 1 day, 5:57:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9337, loss_cls: 1.9867, loss: 1.9867 2023-12-29 07:52:45,424 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 1 day, 5:56:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9394, loss_cls: 2.0477, loss: 2.0477 2023-12-29 07:53:07,900 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 1 day, 5:56:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9400, loss_cls: 1.9994, loss: 1.9994 2023-12-29 07:53:30,312 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 1 day, 5:55:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 1.9783, loss: 1.9783 2023-12-29 07:53:39,789 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-29 07:57:15,708 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 07:57:16,334 - pyskl - INFO - top1_acc 0.6457 top5_acc 0.8963 2023-12-29 07:57:16,358 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.6457, top5_acc: 0.8963 2023-12-29 07:58:00,357 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 1 day, 5:56:09, time: 0.440, data_time: 0.217, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 1.9540, loss: 1.9540 2023-12-29 07:58:22,690 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 1 day, 5:55:45, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9406, loss_cls: 1.9392, loss: 1.9392 2023-12-29 07:58:45,061 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 1 day, 5:55:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 1.9228, loss: 1.9228 2023-12-29 07:59:07,549 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 1 day, 5:54:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9500, loss_cls: 2.0016, loss: 2.0016 2023-12-29 07:59:30,013 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 1 day, 5:54:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 1.9343, loss: 1.9343 2023-12-29 07:59:52,475 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 1 day, 5:54:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9369, loss_cls: 1.9945, loss: 1.9945 2023-12-29 08:00:15,050 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 1 day, 5:53:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 1.9745, loss: 1.9745 2023-12-29 08:00:37,522 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 1 day, 5:53:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9381, loss_cls: 1.9558, loss: 1.9558 2023-12-29 08:00:59,978 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 1 day, 5:52:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9344, loss_cls: 2.0615, loss: 2.0615 2023-12-29 08:01:22,444 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 1 day, 5:52:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9456, loss_cls: 1.8833, loss: 1.8833 2023-12-29 08:01:44,833 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 1 day, 5:52:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9319, loss_cls: 2.0719, loss: 2.0719 2023-12-29 08:02:07,215 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 1 day, 5:51:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9350, loss_cls: 1.9972, loss: 1.9972 2023-12-29 08:02:29,649 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 1 day, 5:51:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9337, loss_cls: 2.0969, loss: 2.0969 2023-12-29 08:02:52,151 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 1 day, 5:50:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9287, loss_cls: 1.9916, loss: 1.9916 2023-12-29 08:03:14,584 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 1 day, 5:50:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9394, loss_cls: 1.9237, loss: 1.9237 2023-12-29 08:03:37,010 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 1 day, 5:50:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9356, loss_cls: 2.0066, loss: 2.0066 2023-12-29 08:03:59,583 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 1 day, 5:49:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9281, loss_cls: 2.0954, loss: 2.0954 2023-12-29 08:04:22,001 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 1 day, 5:49:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 1.9944, loss: 1.9944 2023-12-29 08:04:44,373 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 1 day, 5:48:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 2.0105, loss: 2.0105 2023-12-29 08:05:06,710 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 1 day, 5:48:29, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 2.0114, loss: 2.0114 2023-12-29 08:05:29,060 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 1 day, 5:48:05, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9369, loss_cls: 1.9925, loss: 1.9925 2023-12-29 08:05:51,539 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 1 day, 5:47:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9381, loss_cls: 1.9914, loss: 1.9914 2023-12-29 08:06:14,012 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 1 day, 5:47:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9519, loss_cls: 1.9950, loss: 1.9950 2023-12-29 08:06:36,465 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 1 day, 5:46:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 1.9963, loss: 1.9963 2023-12-29 08:06:58,848 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 1 day, 5:46:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9313, loss_cls: 2.0224, loss: 2.0224 2023-12-29 08:07:21,269 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 1 day, 5:46:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9363, loss_cls: 2.0484, loss: 2.0484 2023-12-29 08:07:43,739 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 1 day, 5:45:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9363, loss_cls: 2.0441, loss: 2.0441 2023-12-29 08:08:06,204 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 1 day, 5:45:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9394, loss_cls: 2.0017, loss: 2.0017 2023-12-29 08:08:28,654 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 1 day, 5:44:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9463, loss_cls: 2.0132, loss: 2.0132 2023-12-29 08:08:51,059 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 1 day, 5:44:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 1.9707, loss: 1.9707 2023-12-29 08:09:13,503 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 1 day, 5:44:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9350, loss_cls: 2.0362, loss: 2.0362 2023-12-29 08:09:35,881 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 1 day, 5:43:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9344, loss_cls: 2.0729, loss: 2.0729 2023-12-29 08:09:58,302 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 1 day, 5:43:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 2.0244, loss: 2.0244 2023-12-29 08:10:20,692 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 1 day, 5:42:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9419, loss_cls: 1.9929, loss: 1.9929 2023-12-29 08:10:43,093 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 1 day, 5:42:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9425, loss_cls: 2.0327, loss: 2.0327 2023-12-29 08:11:05,526 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 1 day, 5:42:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 1.9894, loss: 1.9894 2023-12-29 08:11:27,957 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 1 day, 5:41:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9406, loss_cls: 2.0562, loss: 2.0562 2023-12-29 08:11:50,352 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 1 day, 5:41:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9481, loss_cls: 1.9595, loss: 1.9595 2023-12-29 08:12:12,710 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 1 day, 5:40:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9263, loss_cls: 2.0503, loss: 2.0503 2023-12-29 08:12:22,022 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-29 08:15:57,714 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 08:15:58,214 - pyskl - INFO - top1_acc 0.6460 top5_acc 0.9101 2023-12-29 08:15:58,239 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.6460, top5_acc: 0.9101 2023-12-29 08:16:42,087 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 1 day, 5:41:03, time: 0.438, data_time: 0.215, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9406, loss_cls: 1.9699, loss: 1.9699 2023-12-29 08:17:04,364 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 1 day, 5:40:38, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9450, loss_cls: 2.0172, loss: 2.0172 2023-12-29 08:17:26,704 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 1 day, 5:40:14, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9444, loss_cls: 1.9282, loss: 1.9282 2023-12-29 08:17:49,138 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 1 day, 5:39:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9525, loss_cls: 1.9322, loss: 1.9322 2023-12-29 08:18:11,549 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 1 day, 5:39:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 1.9271, loss: 1.9271 2023-12-29 08:18:33,959 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 1 day, 5:39:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 1.9072, loss: 1.9072 2023-12-29 08:18:56,344 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 1 day, 5:38:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 2.0268, loss: 2.0268 2023-12-29 08:19:18,697 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 1 day, 5:38:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9244, loss_cls: 2.0860, loss: 2.0860 2023-12-29 08:19:41,211 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 1 day, 5:37:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9381, loss_cls: 2.0268, loss: 2.0268 2023-12-29 08:20:03,757 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 1 day, 5:37:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 1.9738, loss: 1.9738 2023-12-29 08:20:26,254 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 1 day, 5:37:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 1.9793, loss: 1.9793 2023-12-29 08:20:48,754 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 1 day, 5:36:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9325, loss_cls: 2.0258, loss: 2.0258 2023-12-29 08:21:11,282 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 1 day, 5:36:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9400, loss_cls: 1.9739, loss: 1.9739 2023-12-29 08:21:33,680 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 1 day, 5:35:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9431, loss_cls: 1.9294, loss: 1.9294 2023-12-29 08:21:56,070 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 1 day, 5:35:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 1.9831, loss: 1.9831 2023-12-29 08:22:18,467 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 1 day, 5:35:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 1.9844, loss: 1.9844 2023-12-29 08:22:40,839 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 1 day, 5:34:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9344, loss_cls: 1.9916, loss: 1.9916 2023-12-29 08:23:03,238 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 1 day, 5:34:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9375, loss_cls: 1.9923, loss: 1.9923 2023-12-29 08:23:25,606 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 1 day, 5:33:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9394, loss_cls: 2.0049, loss: 2.0049 2023-12-29 08:23:47,954 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 1 day, 5:33:23, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9256, loss_cls: 2.0742, loss: 2.0742 2023-12-29 08:24:10,303 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 1 day, 5:32:58, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 1.9391, loss: 1.9391 2023-12-29 08:24:32,673 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 1 day, 5:32:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9363, loss_cls: 2.0195, loss: 2.0195 2023-12-29 08:24:55,050 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 1 day, 5:32:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 1.9459, loss: 1.9459 2023-12-29 08:25:17,400 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 1 day, 5:31:45, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9387, loss_cls: 1.9531, loss: 1.9531 2023-12-29 08:25:39,979 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 1 day, 5:31:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9294, loss_cls: 2.0571, loss: 2.0571 2023-12-29 08:26:02,495 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 1 day, 5:30:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9425, loss_cls: 1.9840, loss: 1.9840 2023-12-29 08:26:25,027 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 1 day, 5:30:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 1.9893, loss: 1.9893 2023-12-29 08:26:47,452 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 1 day, 5:30:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 1.8872, loss: 1.8872 2023-12-29 08:27:09,990 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 1 day, 5:29:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9356, loss_cls: 1.9942, loss: 1.9942 2023-12-29 08:27:32,519 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 1 day, 5:29:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9419, loss_cls: 1.9929, loss: 1.9929 2023-12-29 08:27:55,093 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 1 day, 5:28:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9344, loss_cls: 2.0564, loss: 2.0564 2023-12-29 08:28:17,522 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 1 day, 5:28:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9413, loss_cls: 2.0508, loss: 2.0508 2023-12-29 08:28:39,909 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 1 day, 5:28:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9400, loss_cls: 2.0281, loss: 2.0281 2023-12-29 08:29:02,318 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 1 day, 5:27:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9356, loss_cls: 2.0357, loss: 2.0357 2023-12-29 08:29:24,731 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 1 day, 5:27:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9369, loss_cls: 1.9894, loss: 1.9894 2023-12-29 08:29:47,076 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 1 day, 5:26:57, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9325, loss_cls: 2.0670, loss: 2.0670 2023-12-29 08:30:09,654 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 1 day, 5:26:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 1.9711, loss: 1.9711 2023-12-29 08:30:32,054 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 1 day, 5:26:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 2.1057, loss: 2.1057 2023-12-29 08:30:54,482 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 1 day, 5:25:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9325, loss_cls: 2.0389, loss: 2.0389 2023-12-29 08:31:03,903 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-29 08:34:39,583 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 08:34:40,070 - pyskl - INFO - top1_acc 0.6490 top5_acc 0.9065 2023-12-29 08:34:40,094 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.6490, top5_acc: 0.9065 2023-12-29 08:35:23,300 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 1 day, 5:25:55, time: 0.432, data_time: 0.208, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9456, loss_cls: 1.9896, loss: 1.9896 2023-12-29 08:35:45,716 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 1 day, 5:25:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9400, loss_cls: 1.9380, loss: 1.9380 2023-12-29 08:36:08,115 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 1 day, 5:25:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9413, loss_cls: 1.9699, loss: 1.9699 2023-12-29 08:36:30,782 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 1 day, 5:24:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 1.9762, loss: 1.9762 2023-12-29 08:36:53,236 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 1 day, 5:24:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9413, loss_cls: 2.0508, loss: 2.0508 2023-12-29 08:37:15,658 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 1 day, 5:23:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9331, loss_cls: 1.9858, loss: 1.9858 2023-12-29 08:37:38,109 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 1 day, 5:23:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9413, loss_cls: 1.9146, loss: 1.9146 2023-12-29 08:38:00,503 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 1 day, 5:23:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 1.8991, loss: 1.8991 2023-12-29 08:38:22,971 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 1 day, 5:22:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9369, loss_cls: 1.9758, loss: 1.9758 2023-12-29 08:38:45,370 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 1 day, 5:22:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 1.9481, loss: 1.9481 2023-12-29 08:39:07,856 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 1 day, 5:21:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9419, loss_cls: 1.9978, loss: 1.9978 2023-12-29 08:39:30,350 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 1 day, 5:21:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9325, loss_cls: 2.0687, loss: 2.0687 2023-12-29 08:39:52,882 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 1 day, 5:21:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7113, top5_acc: 0.9406, loss_cls: 2.1051, loss: 2.1051 2023-12-29 08:40:15,370 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 1 day, 5:20:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9444, loss_cls: 1.9829, loss: 1.9829 2023-12-29 08:40:37,982 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 1 day, 5:20:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 1.9452, loss: 1.9452 2023-12-29 08:41:00,537 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 1 day, 5:19:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9269, loss_cls: 2.0359, loss: 2.0359 2023-12-29 08:41:22,938 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 1 day, 5:19:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9275, loss_cls: 2.0831, loss: 2.0831 2023-12-29 08:41:45,384 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 1 day, 5:19:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9431, loss_cls: 2.0525, loss: 2.0525 2023-12-29 08:42:07,759 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 1 day, 5:18:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9294, loss_cls: 2.0390, loss: 2.0390 2023-12-29 08:42:30,134 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 1 day, 5:18:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9344, loss_cls: 2.0108, loss: 2.0108 2023-12-29 08:42:52,526 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 1 day, 5:17:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9381, loss_cls: 2.0142, loss: 2.0142 2023-12-29 08:43:14,921 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 1 day, 5:17:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9381, loss_cls: 2.0080, loss: 2.0080 2023-12-29 08:43:37,307 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 1 day, 5:17:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9369, loss_cls: 1.9487, loss: 1.9487 2023-12-29 08:43:59,674 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 1 day, 5:16:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 1.9560, loss: 1.9560 2023-12-29 08:44:22,031 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 1 day, 5:16:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9363, loss_cls: 2.1001, loss: 2.1001 2023-12-29 08:44:44,411 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 1 day, 5:15:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9363, loss_cls: 2.0978, loss: 2.0978 2023-12-29 08:45:06,789 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 1 day, 5:15:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9394, loss_cls: 1.9598, loss: 1.9598 2023-12-29 08:45:29,182 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 1 day, 5:15:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9387, loss_cls: 2.0196, loss: 2.0196 2023-12-29 08:45:51,572 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 1 day, 5:14:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9425, loss_cls: 2.0038, loss: 2.0038 2023-12-29 08:46:13,913 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 1 day, 5:14:17, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9350, loss_cls: 2.0287, loss: 2.0287 2023-12-29 08:46:36,262 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 1 day, 5:13:52, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9369, loss_cls: 1.9592, loss: 1.9592 2023-12-29 08:46:58,641 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 1 day, 5:13:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9475, loss_cls: 1.9895, loss: 1.9895 2023-12-29 08:47:21,010 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 1 day, 5:13:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9406, loss_cls: 1.9100, loss: 1.9100 2023-12-29 08:47:43,387 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 1 day, 5:12:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9375, loss_cls: 2.0477, loss: 2.0477 2023-12-29 08:48:05,977 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 1 day, 5:12:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 1.9919, loss: 1.9919 2023-12-29 08:48:28,497 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 1 day, 5:11:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9494, loss_cls: 1.9894, loss: 1.9894 2023-12-29 08:48:50,990 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 1 day, 5:11:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9387, loss_cls: 1.9546, loss: 1.9546 2023-12-29 08:49:13,436 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 1 day, 5:11:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9300, loss_cls: 2.0810, loss: 2.0810 2023-12-29 08:49:35,876 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 1 day, 5:10:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9387, loss_cls: 2.0251, loss: 2.0251 2023-12-29 08:49:45,305 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-29 08:53:21,369 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 08:53:21,991 - pyskl - INFO - top1_acc 0.6359 top5_acc 0.8928 2023-12-29 08:53:22,014 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.6359, top5_acc: 0.8928 2023-12-29 08:54:06,599 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 1 day, 5:10:54, time: 0.446, data_time: 0.219, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9363, loss_cls: 2.0410, loss: 2.0410 2023-12-29 08:54:29,148 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 1 day, 5:10:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 1.9051, loss: 1.9051 2023-12-29 08:54:51,548 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 1 day, 5:10:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9413, loss_cls: 1.9395, loss: 1.9395 2023-12-29 08:55:14,160 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 1 day, 5:09:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 1.9115, loss: 1.9115 2023-12-29 08:55:36,576 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 1 day, 5:09:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9363, loss_cls: 1.9732, loss: 1.9732 2023-12-29 08:55:58,964 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 1 day, 5:08:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9363, loss_cls: 1.9894, loss: 1.9894 2023-12-29 08:56:21,556 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 1 day, 5:08:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9375, loss_cls: 1.9771, loss: 1.9771 2023-12-29 08:56:44,207 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 1 day, 5:08:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9413, loss_cls: 2.0054, loss: 2.0054 2023-12-29 08:57:06,716 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 1 day, 5:07:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9325, loss_cls: 2.0820, loss: 2.0820 2023-12-29 08:57:29,173 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 1 day, 5:07:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9487, loss_cls: 1.8962, loss: 1.8962 2023-12-29 08:57:51,638 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 1 day, 5:06:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9369, loss_cls: 1.9956, loss: 1.9956 2023-12-29 08:58:14,146 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 1 day, 5:06:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 1.9917, loss: 1.9917 2023-12-29 08:58:36,556 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 1 day, 5:06:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9419, loss_cls: 1.9608, loss: 1.9608 2023-12-29 08:58:58,940 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 1 day, 5:05:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9363, loss_cls: 2.0821, loss: 2.0821 2023-12-29 08:59:21,331 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 1 day, 5:05:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9425, loss_cls: 1.9214, loss: 1.9214 2023-12-29 08:59:43,681 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 1 day, 5:04:55, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9394, loss_cls: 1.9696, loss: 1.9696 2023-12-29 09:00:06,062 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 1 day, 5:04:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9487, loss_cls: 2.0004, loss: 2.0004 2023-12-29 09:00:28,414 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 1 day, 5:04:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9425, loss_cls: 1.9437, loss: 1.9437 2023-12-29 09:00:50,753 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 1 day, 5:03:42, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 2.1007, loss: 2.1007 2023-12-29 09:01:13,071 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 1 day, 5:03:17, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9331, loss_cls: 2.0574, loss: 2.0574 2023-12-29 09:01:35,406 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 1 day, 5:02:53, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9400, loss_cls: 1.9830, loss: 1.9830 2023-12-29 09:01:57,779 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 1 day, 5:02:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9463, loss_cls: 1.9559, loss: 1.9559 2023-12-29 09:02:20,139 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 1 day, 5:02:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 1.9937, loss: 1.9937 2023-12-29 09:02:42,487 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 1 day, 5:01:40, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 2.0527, loss: 2.0527 2023-12-29 09:03:04,843 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 1 day, 5:01:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9344, loss_cls: 2.0668, loss: 2.0668 2023-12-29 09:03:27,284 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 1 day, 5:00:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9381, loss_cls: 2.0262, loss: 2.0262 2023-12-29 09:03:49,676 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 1 day, 5:00:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9387, loss_cls: 1.9202, loss: 1.9202 2023-12-29 09:04:12,091 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 1 day, 5:00:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9375, loss_cls: 2.0396, loss: 2.0396 2023-12-29 09:04:34,472 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 1 day, 4:59:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 1.9609, loss: 1.9609 2023-12-29 09:04:56,824 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 1 day, 4:59:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9394, loss_cls: 1.9938, loss: 1.9938 2023-12-29 09:05:19,132 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 1 day, 4:58:51, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9387, loss_cls: 2.0018, loss: 2.0018 2023-12-29 09:05:41,477 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 1 day, 4:58:27, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7125, top5_acc: 0.9281, loss_cls: 2.0846, loss: 2.0846 2023-12-29 09:06:03,801 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 1 day, 4:58:02, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9463, loss_cls: 2.0308, loss: 2.0308 2023-12-29 09:06:26,128 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 1 day, 4:57:38, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 1.9410, loss: 1.9410 2023-12-29 09:06:48,510 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 1 day, 4:57:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 2.0284, loss: 2.0284 2023-12-29 09:07:10,939 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 1 day, 4:56:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9325, loss_cls: 2.0719, loss: 2.0719 2023-12-29 09:07:33,335 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 1 day, 4:56:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9450, loss_cls: 1.9320, loss: 1.9320 2023-12-29 09:07:55,743 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 1 day, 4:56:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 1.9815, loss: 1.9815 2023-12-29 09:08:18,101 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 1 day, 4:55:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9431, loss_cls: 2.0151, loss: 2.0151 2023-12-29 09:08:27,449 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-29 09:12:03,353 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 09:12:03,944 - pyskl - INFO - top1_acc 0.6483 top5_acc 0.9115 2023-12-29 09:12:03,969 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.6483, top5_acc: 0.9115 2023-12-29 09:12:48,328 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 1 day, 4:55:48, time: 0.444, data_time: 0.218, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9456, loss_cls: 1.9926, loss: 1.9926 2023-12-29 09:13:10,804 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 1 day, 4:55:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9331, loss_cls: 1.9648, loss: 1.9648 2023-12-29 09:13:33,131 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 1 day, 4:55:00, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 1.9887, loss: 1.9887 2023-12-29 09:13:55,642 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 1 day, 4:54:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9413, loss_cls: 1.9447, loss: 1.9447 2023-12-29 09:14:17,999 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 1 day, 4:54:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9419, loss_cls: 1.9905, loss: 1.9905 2023-12-29 09:14:40,366 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 1 day, 4:53:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9394, loss_cls: 1.9872, loss: 1.9872 2023-12-29 09:15:02,809 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 1 day, 4:53:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9419, loss_cls: 1.9594, loss: 1.9594 2023-12-29 09:15:25,296 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 1 day, 4:52:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 1.9330, loss: 1.9330 2023-12-29 09:15:47,847 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 1 day, 4:52:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9387, loss_cls: 1.9325, loss: 1.9325 2023-12-29 09:16:10,321 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 1 day, 4:52:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9413, loss_cls: 1.9944, loss: 1.9944 2023-12-29 09:16:32,787 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 1 day, 4:51:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 1.9563, loss: 1.9563 2023-12-29 09:16:55,331 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 1 day, 4:51:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9381, loss_cls: 2.0110, loss: 2.0110 2023-12-29 09:17:17,701 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 1 day, 4:51:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9400, loss_cls: 1.9156, loss: 1.9156 2023-12-29 09:17:40,113 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 1 day, 4:50:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 1.9745, loss: 1.9745 2023-12-29 09:18:02,472 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 1 day, 4:50:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 2.0072, loss: 2.0072 2023-12-29 09:18:24,872 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 1 day, 4:49:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9444, loss_cls: 1.9827, loss: 1.9827 2023-12-29 09:18:47,203 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 1 day, 4:49:24, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9431, loss_cls: 1.9527, loss: 1.9527 2023-12-29 09:19:09,531 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 1 day, 4:48:59, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9394, loss_cls: 1.9524, loss: 1.9524 2023-12-29 09:19:31,872 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 1 day, 4:48:35, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9406, loss_cls: 1.9607, loss: 1.9607 2023-12-29 09:19:54,198 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 1 day, 4:48:11, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 1.8982, loss: 1.8982 2023-12-29 09:20:16,538 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 1 day, 4:47:46, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9369, loss_cls: 2.0816, loss: 2.0816 2023-12-29 09:20:38,908 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 1 day, 4:47:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 1.9586, loss: 1.9586 2023-12-29 09:21:01,321 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 1 day, 4:46:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 1.8862, loss: 1.8862 2023-12-29 09:21:23,696 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 1 day, 4:46:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9437, loss_cls: 1.9798, loss: 1.9798 2023-12-29 09:21:46,078 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 1 day, 4:46:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 1.9930, loss: 1.9930 2023-12-29 09:22:08,400 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 1 day, 4:45:45, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9344, loss_cls: 2.0678, loss: 2.0678 2023-12-29 09:22:30,725 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 1 day, 4:45:21, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9381, loss_cls: 2.0224, loss: 2.0224 2023-12-29 09:22:53,039 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 1 day, 4:44:57, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 1.9931, loss: 1.9931 2023-12-29 09:23:15,372 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 1 day, 4:44:33, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9313, loss_cls: 2.0901, loss: 2.0901 2023-12-29 09:23:37,779 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 1 day, 4:44:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9450, loss_cls: 1.9459, loss: 1.9459 2023-12-29 09:24:00,348 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 1 day, 4:43:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9344, loss_cls: 1.9552, loss: 1.9552 2023-12-29 09:24:22,981 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 1 day, 4:43:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 1.9552, loss: 1.9552 2023-12-29 09:24:45,437 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 1 day, 4:42:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9344, loss_cls: 2.0401, loss: 2.0401 2023-12-29 09:25:07,919 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 1 day, 4:42:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9400, loss_cls: 1.9484, loss: 1.9484 2023-12-29 09:25:30,397 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 1 day, 4:42:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9456, loss_cls: 1.8666, loss: 1.8666 2023-12-29 09:25:52,892 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 1 day, 4:41:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 1.9149, loss: 1.9149 2023-12-29 09:26:15,316 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 1 day, 4:41:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 1.9367, loss: 1.9367 2023-12-29 09:26:37,766 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 1 day, 4:40:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9413, loss_cls: 1.9201, loss: 1.9201 2023-12-29 09:27:00,384 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 1 day, 4:40:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9381, loss_cls: 2.0389, loss: 2.0389 2023-12-29 09:27:09,868 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-29 09:33:05,506 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 09:33:06,002 - pyskl - INFO - top1_acc 0.6017 top5_acc 0.8891 2023-12-29 09:33:06,028 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.6017, top5_acc: 0.8891 2023-12-29 09:33:50,180 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 1 day, 4:40:44, time: 0.441, data_time: 0.218, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9363, loss_cls: 2.0051, loss: 2.0051 2023-12-29 09:34:12,575 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 1 day, 4:40:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 1.9538, loss: 1.9538 2023-12-29 09:34:34,986 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 1 day, 4:39:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9594, loss_cls: 1.8814, loss: 1.8814 2023-12-29 09:34:57,476 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 1 day, 4:39:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9400, loss_cls: 1.9987, loss: 1.9987 2023-12-29 09:35:19,962 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 1 day, 4:39:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9325, loss_cls: 1.9700, loss: 1.9700 2023-12-29 09:35:42,369 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 1 day, 4:38:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 1.9552, loss: 1.9552 2023-12-29 09:36:04,729 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 1 day, 4:38:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9350, loss_cls: 1.9548, loss: 1.9548 2023-12-29 09:36:27,108 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 1 day, 4:37:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9419, loss_cls: 1.9077, loss: 1.9077 2023-12-29 09:36:49,501 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 1 day, 4:37:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9300, loss_cls: 2.0398, loss: 2.0398 2023-12-29 09:37:11,970 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 1 day, 4:37:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9337, loss_cls: 1.9879, loss: 1.9879 2023-12-29 09:37:34,374 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 1 day, 4:36:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 1.9634, loss: 1.9634 2023-12-29 09:37:56,714 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 1 day, 4:36:19, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 2.0034, loss: 2.0034 2023-12-29 09:38:19,052 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 1 day, 4:35:55, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 1.9232, loss: 1.9232 2023-12-29 09:38:41,533 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 1 day, 4:35:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 1.9580, loss: 1.9580 2023-12-29 09:39:03,992 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 1 day, 4:35:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9356, loss_cls: 1.9996, loss: 1.9996 2023-12-29 09:39:26,393 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 1 day, 4:34:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 1.9508, loss: 1.9508 2023-12-29 09:39:48,800 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 1 day, 4:34:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 2.0650, loss: 2.0650 2023-12-29 09:40:11,240 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 1 day, 4:33:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9419, loss_cls: 2.0606, loss: 2.0606 2023-12-29 09:40:33,721 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 1 day, 4:33:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 1.9474, loss: 1.9474 2023-12-29 09:40:56,133 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 1 day, 4:33:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9475, loss_cls: 2.0201, loss: 2.0201 2023-12-29 09:41:18,533 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 1 day, 4:32:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9413, loss_cls: 1.9763, loss: 1.9763 2023-12-29 09:41:40,975 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 1 day, 4:32:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 2.0608, loss: 2.0608 2023-12-29 09:42:03,381 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 1 day, 4:31:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9344, loss_cls: 2.0108, loss: 2.0108 2023-12-29 09:42:25,786 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 1 day, 4:31:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9369, loss_cls: 2.0018, loss: 2.0018 2023-12-29 09:42:48,162 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 1 day, 4:31:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 1.9916, loss: 1.9916 2023-12-29 09:43:10,577 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 1 day, 4:30:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9325, loss_cls: 2.0570, loss: 2.0570 2023-12-29 09:43:32,956 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 1 day, 4:30:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 2.0118, loss: 2.0118 2023-12-29 09:43:55,371 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 1 day, 4:29:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9425, loss_cls: 2.0327, loss: 2.0327 2023-12-29 09:44:17,813 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 1 day, 4:29:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9375, loss_cls: 1.9780, loss: 1.9780 2023-12-29 09:44:40,257 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 1 day, 4:29:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 1.9392, loss: 1.9392 2023-12-29 09:45:02,688 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 1 day, 4:28:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9425, loss_cls: 1.9887, loss: 1.9887 2023-12-29 09:45:25,122 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 1 day, 4:28:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 1.9024, loss: 1.9024 2023-12-29 09:45:47,539 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 1 day, 4:27:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9363, loss_cls: 1.9953, loss: 1.9953 2023-12-29 09:46:09,897 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 1 day, 4:27:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9369, loss_cls: 1.9031, loss: 1.9031 2023-12-29 09:46:32,247 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 1 day, 4:27:08, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9369, loss_cls: 1.9802, loss: 1.9802 2023-12-29 09:46:54,666 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 1 day, 4:26:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9431, loss_cls: 1.9172, loss: 1.9172 2023-12-29 09:47:17,105 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 1 day, 4:26:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 1.9101, loss: 1.9101 2023-12-29 09:47:39,504 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 1 day, 4:25:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9413, loss_cls: 1.9084, loss: 1.9084 2023-12-29 09:48:01,933 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 1 day, 4:25:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 1.9715, loss: 1.9715 2023-12-29 09:48:11,296 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-29 09:51:47,038 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 09:51:47,525 - pyskl - INFO - top1_acc 0.6594 top5_acc 0.9051 2023-12-29 09:51:47,550 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.6594, top5_acc: 0.9051 2023-12-29 09:52:31,748 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 1 day, 4:25:39, time: 0.442, data_time: 0.219, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 1.9202, loss: 1.9202 2023-12-29 09:52:54,083 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 1 day, 4:25:15, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 1.9622, loss: 1.9622 2023-12-29 09:53:16,493 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 1 day, 4:24:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 1.9667, loss: 1.9667 2023-12-29 09:53:38,913 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 1 day, 4:24:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 1.9374, loss: 1.9374 2023-12-29 09:54:01,321 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 1 day, 4:24:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9450, loss_cls: 2.0093, loss: 2.0093 2023-12-29 09:54:23,714 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 1 day, 4:23:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9469, loss_cls: 1.9724, loss: 1.9724 2023-12-29 09:54:46,129 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 1 day, 4:23:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9287, loss_cls: 2.0838, loss: 2.0838 2023-12-29 09:55:08,522 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 1 day, 4:22:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9481, loss_cls: 1.9752, loss: 1.9752 2023-12-29 09:55:30,962 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 1 day, 4:22:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 1.8670, loss: 1.8670 2023-12-29 09:55:53,423 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 1 day, 4:22:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9300, loss_cls: 2.0196, loss: 2.0196 2023-12-29 09:56:15,803 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 1 day, 4:21:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9350, loss_cls: 1.9949, loss: 1.9949 2023-12-29 09:56:38,245 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 1 day, 4:21:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 1.9394, loss: 1.9394 2023-12-29 09:57:00,672 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 1 day, 4:20:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9400, loss_cls: 1.9744, loss: 1.9744 2023-12-29 09:57:23,155 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 1 day, 4:20:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 1.8695, loss: 1.8695 2023-12-29 09:57:45,608 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 1 day, 4:20:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9519, loss_cls: 1.8896, loss: 1.8896 2023-12-29 09:58:08,040 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 1 day, 4:19:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9375, loss_cls: 1.9163, loss: 1.9163 2023-12-29 09:58:30,433 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 1 day, 4:19:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 1.9394, loss: 1.9394 2023-12-29 09:58:52,835 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 1 day, 4:18:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 1.8962, loss: 1.8962 2023-12-29 09:59:15,270 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 1 day, 4:18:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9431, loss_cls: 1.9196, loss: 1.9196 2023-12-29 09:59:37,659 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 1 day, 4:18:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9425, loss_cls: 1.9598, loss: 1.9598 2023-12-29 10:00:00,099 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 1 day, 4:17:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9394, loss_cls: 2.0114, loss: 2.0114 2023-12-29 10:00:22,515 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 1 day, 4:17:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9269, loss_cls: 2.0305, loss: 2.0305 2023-12-29 10:00:44,947 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 1 day, 4:16:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 1.9847, loss: 1.9847 2023-12-29 10:01:07,356 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 1 day, 4:16:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9325, loss_cls: 2.0308, loss: 2.0308 2023-12-29 10:01:29,761 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 1 day, 4:16:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9319, loss_cls: 2.0409, loss: 2.0409 2023-12-29 10:01:52,167 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 1 day, 4:15:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9431, loss_cls: 1.9830, loss: 1.9830 2023-12-29 10:02:14,683 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 1 day, 4:15:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9394, loss_cls: 1.9369, loss: 1.9369 2023-12-29 10:02:37,097 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 1 day, 4:14:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 1.9468, loss: 1.9468 2023-12-29 10:02:59,515 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 1 day, 4:14:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 2.0316, loss: 2.0316 2023-12-29 10:03:22,034 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 1 day, 4:14:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9350, loss_cls: 1.9967, loss: 1.9967 2023-12-29 10:03:44,525 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 1 day, 4:13:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 1.9617, loss: 1.9617 2023-12-29 10:04:07,011 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 1 day, 4:13:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9325, loss_cls: 2.0380, loss: 2.0380 2023-12-29 10:04:29,494 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 1 day, 4:12:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9394, loss_cls: 1.9506, loss: 1.9506 2023-12-29 10:04:51,916 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 1 day, 4:12:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9263, loss_cls: 1.9883, loss: 1.9883 2023-12-29 10:05:14,441 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 1 day, 4:12:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9431, loss_cls: 1.9232, loss: 1.9232 2023-12-29 10:05:37,064 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 1 day, 4:11:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 2.0311, loss: 2.0311 2023-12-29 10:05:59,494 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 1 day, 4:11:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 1.9695, loss: 1.9695 2023-12-29 10:06:21,942 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 1 day, 4:10:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9275, loss_cls: 2.0398, loss: 2.0398 2023-12-29 10:06:44,416 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 1 day, 4:10:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9419, loss_cls: 1.9590, loss: 1.9590 2023-12-29 10:06:53,829 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-29 10:10:29,848 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 10:10:30,402 - pyskl - INFO - top1_acc 0.6508 top5_acc 0.9164 2023-12-29 10:10:30,424 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.6508, top5_acc: 0.9164 2023-12-29 10:11:14,730 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 1 day, 4:10:38, time: 0.443, data_time: 0.219, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9513, loss_cls: 1.9451, loss: 1.9451 2023-12-29 10:11:37,121 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 1 day, 4:10:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 1.8540, loss: 1.8540 2023-12-29 10:11:59,688 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 1 day, 4:09:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9337, loss_cls: 1.9523, loss: 1.9523 2023-12-29 10:12:22,151 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 1 day, 4:09:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9400, loss_cls: 1.8914, loss: 1.8914 2023-12-29 10:12:44,603 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 1 day, 4:09:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 1.9662, loss: 1.9662 2023-12-29 10:13:07,018 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 1 day, 4:08:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 1.8638, loss: 1.8638 2023-12-29 10:13:29,411 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 1 day, 4:08:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 1.9126, loss: 1.9126 2023-12-29 10:13:51,928 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 1 day, 4:07:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9587, loss_cls: 1.8733, loss: 1.8733 2023-12-29 10:14:14,382 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 1 day, 4:07:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9463, loss_cls: 2.0032, loss: 2.0032 2023-12-29 10:14:36,779 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 1 day, 4:07:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 1.8920, loss: 1.8920 2023-12-29 10:14:59,224 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 1 day, 4:06:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 1.9078, loss: 1.9078 2023-12-29 10:15:21,665 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 1 day, 4:06:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 2.0148, loss: 2.0148 2023-12-29 10:15:44,088 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 1 day, 4:05:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9444, loss_cls: 1.9510, loss: 1.9510 2023-12-29 10:16:06,513 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 1 day, 4:05:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 2.0364, loss: 2.0364 2023-12-29 10:16:28,929 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 1 day, 4:05:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9437, loss_cls: 1.9764, loss: 1.9764 2023-12-29 10:16:51,377 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 1 day, 4:04:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9331, loss_cls: 1.9838, loss: 1.9838 2023-12-29 10:17:13,817 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 1 day, 4:04:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9469, loss_cls: 2.0008, loss: 2.0008 2023-12-29 10:17:36,242 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 1 day, 4:03:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 1.8788, loss: 1.8788 2023-12-29 10:17:58,703 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 1 day, 4:03:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 1.8211, loss: 1.8211 2023-12-29 10:18:21,156 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 1 day, 4:03:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9587, loss_cls: 1.8755, loss: 1.8755 2023-12-29 10:18:43,513 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 1 day, 4:02:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9294, loss_cls: 1.9469, loss: 1.9469 2023-12-29 10:19:05,860 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 1 day, 4:02:17, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 1.9976, loss: 1.9976 2023-12-29 10:19:28,242 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 1 day, 4:01:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 1.9576, loss: 1.9576 2023-12-29 10:19:50,719 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 1 day, 4:01:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 1.9008, loss: 1.9008 2023-12-29 10:20:13,126 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 1 day, 4:01:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9244, loss_cls: 2.0181, loss: 2.0181 2023-12-29 10:20:35,499 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 1 day, 4:00:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 1.9470, loss: 1.9470 2023-12-29 10:20:57,837 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 1 day, 4:00:18, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 1.9818, loss: 1.9818 2023-12-29 10:21:20,188 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 1 day, 3:59:54, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9350, loss_cls: 2.0018, loss: 2.0018 2023-12-29 10:21:42,607 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 1 day, 3:59:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 1.9969, loss: 1.9969 2023-12-29 10:22:04,990 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 1 day, 3:59:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9269, loss_cls: 2.0809, loss: 2.0809 2023-12-29 10:22:27,337 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 1 day, 3:58:42, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9319, loss_cls: 2.0495, loss: 2.0495 2023-12-29 10:22:49,717 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 1 day, 3:58:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9475, loss_cls: 1.9733, loss: 1.9733 2023-12-29 10:23:12,151 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 1 day, 3:57:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 1.9076, loss: 1.9076 2023-12-29 10:23:34,528 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 1 day, 3:57:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 1.9573, loss: 1.9573 2023-12-29 10:23:56,898 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 1 day, 3:57:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9344, loss_cls: 2.0005, loss: 2.0005 2023-12-29 10:24:19,269 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 1 day, 3:56:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 1.9289, loss: 1.9289 2023-12-29 10:24:41,647 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 1 day, 3:56:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9313, loss_cls: 1.9828, loss: 1.9828 2023-12-29 10:25:03,976 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 1 day, 3:55:54, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9350, loss_cls: 1.9773, loss: 1.9773 2023-12-29 10:25:26,329 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 1 day, 3:55:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9319, loss_cls: 2.1035, loss: 2.1035 2023-12-29 10:25:35,703 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-29 10:29:12,266 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 10:29:12,768 - pyskl - INFO - top1_acc 0.6477 top5_acc 0.9044 2023-12-29 10:29:12,799 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.6477, top5_acc: 0.9044 2023-12-29 10:29:57,178 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 1 day, 3:55:35, time: 0.444, data_time: 0.218, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9394, loss_cls: 1.9721, loss: 1.9721 2023-12-29 10:30:19,641 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 1 day, 3:55:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 1.8431, loss: 1.8431 2023-12-29 10:30:42,086 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 1 day, 3:54:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9356, loss_cls: 1.9442, loss: 1.9442 2023-12-29 10:31:04,541 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 1 day, 3:54:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 1.8489, loss: 1.8489 2023-12-29 10:31:26,935 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 1 day, 3:53:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 1.9462, loss: 1.9462 2023-12-29 10:31:49,339 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 1 day, 3:53:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9363, loss_cls: 2.0041, loss: 2.0041 2023-12-29 10:32:11,722 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 1 day, 3:53:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9487, loss_cls: 1.9702, loss: 1.9702 2023-12-29 10:32:34,087 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 1 day, 3:52:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 1.8967, loss: 1.8967 2023-12-29 10:32:56,526 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 1 day, 3:52:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 1.9323, loss: 1.9323 2023-12-29 10:33:19,088 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 1 day, 3:52:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 1.9069, loss: 1.9069 2023-12-29 10:33:41,502 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 1 day, 3:51:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9337, loss_cls: 2.0451, loss: 2.0451 2023-12-29 10:34:03,931 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 1 day, 3:51:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9356, loss_cls: 2.0308, loss: 2.0308 2023-12-29 10:34:26,344 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 1 day, 3:50:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9350, loss_cls: 1.9886, loss: 1.9886 2023-12-29 10:34:48,802 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 1 day, 3:50:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9419, loss_cls: 1.9294, loss: 1.9294 2023-12-29 10:35:11,352 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 1 day, 3:50:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 1.9985, loss: 1.9985 2023-12-29 10:35:33,879 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 1 day, 3:49:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9425, loss_cls: 1.9252, loss: 1.9252 2023-12-29 10:35:56,432 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 1 day, 3:49:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.9750, loss: 1.9750 2023-12-29 10:36:19,005 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 1 day, 3:48:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 1.9286, loss: 1.9286 2023-12-29 10:36:41,425 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 1 day, 3:48:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 1.9841, loss: 1.9841 2023-12-29 10:37:03,818 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 1 day, 3:48:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 1.9734, loss: 1.9734 2023-12-29 10:37:26,203 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 1 day, 3:47:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 1.9509, loss: 1.9509 2023-12-29 10:37:48,583 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 1 day, 3:47:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 1.9859, loss: 1.9859 2023-12-29 10:38:11,067 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 1 day, 3:46:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 1.9061, loss: 1.9061 2023-12-29 10:38:33,498 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 1 day, 3:46:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 1.9409, loss: 1.9409 2023-12-29 10:38:55,901 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 1 day, 3:46:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9381, loss_cls: 1.9803, loss: 1.9803 2023-12-29 10:39:18,327 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 1 day, 3:45:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9319, loss_cls: 2.0274, loss: 2.0274 2023-12-29 10:39:40,727 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 1 day, 3:45:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9344, loss_cls: 1.9562, loss: 1.9562 2023-12-29 10:40:03,123 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 1 day, 3:44:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 1.8212, loss: 1.8212 2023-12-29 10:40:25,522 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 1 day, 3:44:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9363, loss_cls: 1.9753, loss: 1.9753 2023-12-29 10:40:48,173 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 1 day, 3:44:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 1.9362, loss: 1.9362 2023-12-29 10:41:10,627 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 1 day, 3:43:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9400, loss_cls: 1.9498, loss: 1.9498 2023-12-29 10:41:33,095 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 1 day, 3:43:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 1.9465, loss: 1.9465 2023-12-29 10:41:55,541 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 1 day, 3:42:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9487, loss_cls: 1.9596, loss: 1.9596 2023-12-29 10:42:18,107 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 1 day, 3:42:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 1.9997, loss: 1.9997 2023-12-29 10:42:40,622 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 1 day, 3:42:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9369, loss_cls: 1.9521, loss: 1.9521 2023-12-29 10:43:03,137 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 1 day, 3:41:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7006, top5_acc: 0.9406, loss_cls: 2.0609, loss: 2.0609 2023-12-29 10:43:25,619 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 1 day, 3:41:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 1.9672, loss: 1.9672 2023-12-29 10:43:48,079 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 1 day, 3:40:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9356, loss_cls: 2.0865, loss: 2.0865 2023-12-29 10:44:10,522 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 1 day, 3:40:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 1.9794, loss: 1.9794 2023-12-29 10:44:19,931 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-29 10:47:57,717 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 10:47:58,199 - pyskl - INFO - top1_acc 0.6791 top5_acc 0.9204 2023-12-29 10:47:58,203 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_27.pth was removed 2023-12-29 10:47:58,348 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. 2023-12-29 10:47:58,350 - pyskl - INFO - Best top1_acc is 0.6791 at 39 epoch. 2023-12-29 10:47:58,371 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.6791, top5_acc: 0.9204 2023-12-29 10:48:43,237 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 1 day, 3:40:38, time: 0.449, data_time: 0.223, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 1.9061, loss: 1.9061 2023-12-29 10:49:05,808 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 1 day, 3:40:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 1.9140, loss: 1.9140 2023-12-29 10:49:28,427 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 1 day, 3:39:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9444, loss_cls: 1.9277, loss: 1.9277 2023-12-29 10:49:50,998 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 1 day, 3:39:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9419, loss_cls: 2.0329, loss: 2.0329 2023-12-29 10:50:13,504 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 1 day, 3:39:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9381, loss_cls: 1.9465, loss: 1.9465 2023-12-29 10:50:36,028 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 1 day, 3:38:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 1.9156, loss: 1.9156 2023-12-29 10:50:58,682 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 1 day, 3:38:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9375, loss_cls: 1.9064, loss: 1.9064 2023-12-29 10:51:21,186 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 1 day, 3:37:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 1.9397, loss: 1.9397 2023-12-29 10:51:43,584 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 1 day, 3:37:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 1.9972, loss: 1.9972 2023-12-29 10:52:05,946 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 1 day, 3:37:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 1.8942, loss: 1.8942 2023-12-29 10:52:28,392 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 1 day, 3:36:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 1.9237, loss: 1.9237 2023-12-29 10:52:50,821 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 1 day, 3:36:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9450, loss_cls: 1.9613, loss: 1.9613 2023-12-29 10:53:13,266 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 1 day, 3:35:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9363, loss_cls: 1.9355, loss: 1.9355 2023-12-29 10:53:35,774 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 1 day, 3:35:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 1.8870, loss: 1.8870 2023-12-29 10:53:58,258 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 1 day, 3:35:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 1.8828, loss: 1.8828 2023-12-29 10:54:20,742 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 1 day, 3:34:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 1.9620, loss: 1.9620 2023-12-29 10:54:43,294 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 1 day, 3:34:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 1.9180, loss: 1.9180 2023-12-29 10:55:05,786 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 1 day, 3:33:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9337, loss_cls: 2.0002, loss: 2.0002 2023-12-29 10:55:28,252 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 1 day, 3:33:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 1.9142, loss: 1.9142 2023-12-29 10:55:50,677 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 1 day, 3:33:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 1.9454, loss: 1.9454 2023-12-29 10:56:13,081 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 1 day, 3:32:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9487, loss_cls: 1.9233, loss: 1.9233 2023-12-29 10:56:35,475 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 1 day, 3:32:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.8589, loss: 1.8589 2023-12-29 10:56:57,865 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 1 day, 3:31:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9337, loss_cls: 1.9900, loss: 1.9900 2023-12-29 10:57:20,297 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 1 day, 3:31:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 1.9495, loss: 1.9495 2023-12-29 10:57:42,715 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 1 day, 3:31:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9475, loss_cls: 2.0180, loss: 2.0180 2023-12-29 10:58:05,126 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 1 day, 3:30:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9275, loss_cls: 1.9756, loss: 1.9756 2023-12-29 10:58:27,522 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 1 day, 3:30:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 2.0018, loss: 2.0018 2023-12-29 10:58:49,958 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 1 day, 3:29:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 1.9594, loss: 1.9594 2023-12-29 10:59:12,387 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 1 day, 3:29:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9350, loss_cls: 1.9810, loss: 1.9810 2023-12-29 10:59:34,832 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 1 day, 3:29:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9406, loss_cls: 1.9560, loss: 1.9560 2023-12-29 10:59:57,274 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 1 day, 3:28:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9381, loss_cls: 1.9748, loss: 1.9748 2023-12-29 11:00:19,710 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 1 day, 3:28:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 1.9993, loss: 1.9993 2023-12-29 11:00:42,177 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 1 day, 3:28:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 1.8842, loss: 1.8842 2023-12-29 11:01:04,734 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 1 day, 3:27:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 1.8913, loss: 1.8913 2023-12-29 11:01:27,240 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 1 day, 3:27:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 1.8386, loss: 1.8386 2023-12-29 11:01:49,705 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 1 day, 3:26:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 1.9688, loss: 1.9688 2023-12-29 11:02:12,156 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 1 day, 3:26:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 1.9791, loss: 1.9791 2023-12-29 11:02:34,613 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 1 day, 3:26:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 1.9100, loss: 1.9100 2023-12-29 11:02:57,034 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 1 day, 3:25:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9319, loss_cls: 2.0289, loss: 2.0289 2023-12-29 11:03:06,584 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-29 11:06:42,081 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 11:06:42,570 - pyskl - INFO - top1_acc 0.6642 top5_acc 0.9117 2023-12-29 11:06:42,593 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.6642, top5_acc: 0.9117 2023-12-29 11:07:26,784 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 1 day, 3:25:40, time: 0.442, data_time: 0.218, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9413, loss_cls: 1.9420, loss: 1.9420 2023-12-29 11:07:49,391 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 1 day, 3:25:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 1.8977, loss: 1.8977 2023-12-29 11:08:11,884 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 1 day, 3:24:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9413, loss_cls: 1.8778, loss: 1.8778 2023-12-29 11:08:34,280 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 1 day, 3:24:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 1.8324, loss: 1.8324 2023-12-29 11:08:56,648 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 1 day, 3:24:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9381, loss_cls: 1.9256, loss: 1.9256 2023-12-29 11:09:19,054 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 1 day, 3:23:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9363, loss_cls: 1.9940, loss: 1.9940 2023-12-29 11:09:41,478 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 1 day, 3:23:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9387, loss_cls: 1.9031, loss: 1.9031 2023-12-29 11:10:03,887 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 1 day, 3:22:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9363, loss_cls: 1.9673, loss: 1.9673 2023-12-29 11:10:26,302 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 1 day, 3:22:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9431, loss_cls: 1.9138, loss: 1.9138 2023-12-29 11:10:48,683 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 1 day, 3:22:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 1.9293, loss: 1.9293 2023-12-29 11:11:11,130 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 1 day, 3:21:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 1.9112, loss: 1.9112 2023-12-29 11:11:33,659 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 1 day, 3:21:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9406, loss_cls: 1.8939, loss: 1.8939 2023-12-29 11:11:56,097 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 1 day, 3:20:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9387, loss_cls: 1.9283, loss: 1.9283 2023-12-29 11:12:18,485 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 1 day, 3:20:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9431, loss_cls: 1.9321, loss: 1.9321 2023-12-29 11:12:40,872 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 1 day, 3:20:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 1.8910, loss: 1.8910 2023-12-29 11:13:03,227 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 1 day, 3:19:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 1.9437, loss: 1.9437 2023-12-29 11:13:25,592 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 1 day, 3:19:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9363, loss_cls: 2.0074, loss: 2.0074 2023-12-29 11:13:47,948 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 1 day, 3:18:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9350, loss_cls: 2.0121, loss: 2.0121 2023-12-29 11:14:10,308 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 1 day, 3:18:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9387, loss_cls: 1.9189, loss: 1.9189 2023-12-29 11:14:32,681 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 1 day, 3:18:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9387, loss_cls: 1.9193, loss: 1.9193 2023-12-29 11:14:55,118 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 1 day, 3:17:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 1.9741, loss: 1.9741 2023-12-29 11:15:17,536 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 1 day, 3:17:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 1.9127, loss: 1.9127 2023-12-29 11:15:40,050 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 1 day, 3:16:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9425, loss_cls: 1.9312, loss: 1.9312 2023-12-29 11:16:02,372 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 1 day, 3:16:33, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9425, loss_cls: 1.9447, loss: 1.9447 2023-12-29 11:16:24,712 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 1 day, 3:16:09, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9269, loss_cls: 2.0657, loss: 2.0657 2023-12-29 11:16:47,054 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 1 day, 3:15:45, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 1.9818, loss: 1.9818 2023-12-29 11:17:09,593 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 1 day, 3:15:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 1.9600, loss: 1.9600 2023-12-29 11:17:32,028 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 1 day, 3:14:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9363, loss_cls: 2.0097, loss: 2.0097 2023-12-29 11:17:54,506 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 1 day, 3:14:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 1.9466, loss: 1.9466 2023-12-29 11:18:16,932 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 1 day, 3:14:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 1.8801, loss: 1.8801 2023-12-29 11:18:39,316 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 1 day, 3:13:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 1.9164, loss: 1.9164 2023-12-29 11:19:01,701 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 1 day, 3:13:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9287, loss_cls: 2.0235, loss: 2.0235 2023-12-29 11:19:24,106 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 1 day, 3:12:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 1.8683, loss: 1.8683 2023-12-29 11:19:46,508 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 1 day, 3:12:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 1.9271, loss: 1.9271 2023-12-29 11:20:08,871 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 1 day, 3:12:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 1.9126, loss: 1.9126 2023-12-29 11:20:31,197 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 1 day, 3:11:48, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 1.8947, loss: 1.8947 2023-12-29 11:20:53,546 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 1 day, 3:11:24, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 1.9422, loss: 1.9422 2023-12-29 11:21:15,899 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 1 day, 3:11:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9487, loss_cls: 1.9575, loss: 1.9575 2023-12-29 11:21:38,237 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 1 day, 3:10:36, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9337, loss_cls: 2.0626, loss: 2.0626 2023-12-29 11:21:47,679 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-29 11:25:23,444 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 11:25:23,912 - pyskl - INFO - top1_acc 0.6429 top5_acc 0.9003 2023-12-29 11:25:23,932 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.6429, top5_acc: 0.9003 2023-12-29 11:26:08,060 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 1 day, 3:10:36, time: 0.441, data_time: 0.216, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9431, loss_cls: 1.9080, loss: 1.9080 2023-12-29 11:26:30,457 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 1 day, 3:10:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 1.8514, loss: 1.8514 2023-12-29 11:26:52,889 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 1 day, 3:09:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 1.8686, loss: 1.8686 2023-12-29 11:27:15,309 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 1 day, 3:09:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 1.8859, loss: 1.8859 2023-12-29 11:27:37,715 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 1 day, 3:09:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 1.8755, loss: 1.8755 2023-12-29 11:28:00,431 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 1 day, 3:08:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 1.8903, loss: 1.8903 2023-12-29 11:28:22,834 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 1 day, 3:08:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 1.9817, loss: 1.9817 2023-12-29 11:28:45,304 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 1 day, 3:07:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9419, loss_cls: 1.8984, loss: 1.8984 2023-12-29 11:29:07,954 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 1 day, 3:07:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9425, loss_cls: 1.9147, loss: 1.9147 2023-12-29 11:29:30,372 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 1 day, 3:07:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 1.8858, loss: 1.8858 2023-12-29 11:29:52,737 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 1 day, 3:06:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 1.9417, loss: 1.9417 2023-12-29 11:30:15,106 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 1 day, 3:06:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 1.8807, loss: 1.8807 2023-12-29 11:30:37,535 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 1 day, 3:05:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9400, loss_cls: 1.9583, loss: 1.9583 2023-12-29 11:31:00,015 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 1 day, 3:05:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9350, loss_cls: 1.9440, loss: 1.9440 2023-12-29 11:31:22,538 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 1 day, 3:05:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9331, loss_cls: 1.9824, loss: 1.9824 2023-12-29 11:31:45,038 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 1 day, 3:04:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9425, loss_cls: 1.9979, loss: 1.9979 2023-12-29 11:32:07,573 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 1 day, 3:04:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9369, loss_cls: 1.9608, loss: 1.9608 2023-12-29 11:32:29,993 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 1 day, 3:03:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 1.8949, loss: 1.8949 2023-12-29 11:32:52,557 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 1 day, 3:03:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9300, loss_cls: 1.9975, loss: 1.9975 2023-12-29 11:33:15,016 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 1 day, 3:03:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9513, loss_cls: 1.9115, loss: 1.9115 2023-12-29 11:33:37,372 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 1 day, 3:02:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9419, loss_cls: 1.9232, loss: 1.9232 2023-12-29 11:33:59,750 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 1 day, 3:02:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9413, loss_cls: 1.9035, loss: 1.9035 2023-12-29 11:34:22,199 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 1 day, 3:01:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 1.9977, loss: 1.9977 2023-12-29 11:34:44,614 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 1 day, 3:01:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 1.8507, loss: 1.8507 2023-12-29 11:35:07,096 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 1 day, 3:01:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 1.9597, loss: 1.9597 2023-12-29 11:35:29,555 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 1 day, 3:00:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9425, loss_cls: 2.0319, loss: 2.0319 2023-12-29 11:35:51,964 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 1 day, 3:00:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 1.9743, loss: 1.9743 2023-12-29 11:36:14,463 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 1 day, 2:59:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 1.9795, loss: 1.9795 2023-12-29 11:36:36,833 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 1 day, 2:59:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9337, loss_cls: 2.1020, loss: 2.1020 2023-12-29 11:36:59,191 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 1 day, 2:59:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 1.9558, loss: 1.9558 2023-12-29 11:37:21,586 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 1 day, 2:58:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9375, loss_cls: 1.9578, loss: 1.9578 2023-12-29 11:37:43,999 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 1 day, 2:58:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9337, loss_cls: 1.9928, loss: 1.9928 2023-12-29 11:38:06,401 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 1 day, 2:57:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9369, loss_cls: 2.0038, loss: 2.0038 2023-12-29 11:38:28,841 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 1 day, 2:57:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9356, loss_cls: 1.9613, loss: 1.9613 2023-12-29 11:38:51,235 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 1 day, 2:57:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9613, loss_cls: 1.8706, loss: 1.8706 2023-12-29 11:39:13,639 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 1 day, 2:56:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9481, loss_cls: 1.9302, loss: 1.9302 2023-12-29 11:39:36,023 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 1 day, 2:56:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9381, loss_cls: 1.9525, loss: 1.9525 2023-12-29 11:39:58,400 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 1 day, 2:56:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 1.9958, loss: 1.9958 2023-12-29 11:40:20,806 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 1 day, 2:55:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9369, loss_cls: 1.9792, loss: 1.9792 2023-12-29 11:40:30,281 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-29 11:44:06,787 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 11:44:07,272 - pyskl - INFO - top1_acc 0.6396 top5_acc 0.8991 2023-12-29 11:44:07,293 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.6396, top5_acc: 0.8991 2023-12-29 11:44:50,566 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 1 day, 2:55:34, time: 0.433, data_time: 0.210, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9400, loss_cls: 1.9229, loss: 1.9229 2023-12-29 11:45:12,877 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 1 day, 2:55:10, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9475, loss_cls: 1.9941, loss: 1.9941 2023-12-29 11:45:35,172 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 1 day, 2:54:46, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 1.8814, loss: 1.8814 2023-12-29 11:45:57,529 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 1 day, 2:54:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 1.8706, loss: 1.8706 2023-12-29 11:46:20,019 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 1 day, 2:53:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9394, loss_cls: 1.9067, loss: 1.9067 2023-12-29 11:46:42,374 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 1 day, 2:53:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9350, loss_cls: 1.9471, loss: 1.9471 2023-12-29 11:47:04,757 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 1 day, 2:53:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9413, loss_cls: 1.9984, loss: 1.9984 2023-12-29 11:47:27,157 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 1 day, 2:52:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9387, loss_cls: 1.9542, loss: 1.9542 2023-12-29 11:47:49,585 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 1 day, 2:52:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 1.8627, loss: 1.8627 2023-12-29 11:48:11,993 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 1 day, 2:52:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9487, loss_cls: 1.8424, loss: 1.8424 2023-12-29 11:48:34,412 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 1 day, 2:51:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 2.0162, loss: 2.0162 2023-12-29 11:48:56,793 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 1 day, 2:51:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9406, loss_cls: 1.9463, loss: 1.9463 2023-12-29 11:49:19,214 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 1 day, 2:50:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 1.8480, loss: 1.8480 2023-12-29 11:49:41,642 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 1 day, 2:50:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9406, loss_cls: 1.9410, loss: 1.9410 2023-12-29 11:50:04,045 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 1 day, 2:50:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9456, loss_cls: 1.9725, loss: 1.9725 2023-12-29 11:50:26,427 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 1 day, 2:49:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9337, loss_cls: 2.0011, loss: 2.0011 2023-12-29 11:50:48,793 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 1 day, 2:49:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 2.0140, loss: 2.0140 2023-12-29 11:51:11,129 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 1 day, 2:48:49, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9450, loss_cls: 1.9054, loss: 1.9054 2023-12-29 11:51:33,524 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 1 day, 2:48:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 1.9216, loss: 1.9216 2023-12-29 11:51:55,924 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 1 day, 2:48:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9437, loss_cls: 1.9244, loss: 1.9244 2023-12-29 11:52:18,302 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 1 day, 2:47:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9425, loss_cls: 1.9383, loss: 1.9383 2023-12-29 11:52:40,660 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 1 day, 2:47:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 1.8595, loss: 1.8595 2023-12-29 11:53:03,025 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 1 day, 2:46:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9363, loss_cls: 1.9466, loss: 1.9466 2023-12-29 11:53:25,400 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 1 day, 2:46:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 1.9408, loss: 1.9408 2023-12-29 11:53:47,873 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 1 day, 2:46:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 1.9160, loss: 1.9160 2023-12-29 11:54:10,303 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 1 day, 2:45:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9437, loss_cls: 1.9112, loss: 1.9112 2023-12-29 11:54:32,788 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 1 day, 2:45:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 1.9610, loss: 1.9610 2023-12-29 11:54:55,177 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 1 day, 2:44:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9419, loss_cls: 2.0022, loss: 2.0022 2023-12-29 11:55:17,530 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 1 day, 2:44:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9394, loss_cls: 1.9800, loss: 1.9800 2023-12-29 11:55:39,975 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 1 day, 2:44:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9381, loss_cls: 2.0356, loss: 2.0356 2023-12-29 11:56:02,350 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 1 day, 2:43:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9419, loss_cls: 1.9876, loss: 1.9876 2023-12-29 11:56:24,809 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 1 day, 2:43:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 1.9104, loss: 1.9104 2023-12-29 11:56:47,219 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 1 day, 2:42:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 1.9635, loss: 1.9635 2023-12-29 11:57:09,637 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 1 day, 2:42:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9437, loss_cls: 1.8858, loss: 1.8858 2023-12-29 11:57:32,070 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 1 day, 2:42:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9437, loss_cls: 1.8652, loss: 1.8652 2023-12-29 11:57:54,455 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 1 day, 2:41:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 1.9236, loss: 1.9236 2023-12-29 11:58:16,841 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 1 day, 2:41:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 1.9632, loss: 1.9632 2023-12-29 11:58:39,259 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 1 day, 2:40:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9400, loss_cls: 1.9483, loss: 1.9483 2023-12-29 11:59:01,686 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 1 day, 2:40:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9394, loss_cls: 1.9458, loss: 1.9458 2023-12-29 11:59:11,221 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-29 12:02:47,500 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 12:02:47,997 - pyskl - INFO - top1_acc 0.6853 top5_acc 0.9186 2023-12-29 12:02:48,002 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_39.pth was removed 2023-12-29 12:02:48,152 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. 2023-12-29 12:02:48,154 - pyskl - INFO - Best top1_acc is 0.6853 at 43 epoch. 2023-12-29 12:02:48,179 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.6853, top5_acc: 0.9186 2023-12-29 12:03:31,666 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 1 day, 2:40:28, time: 0.435, data_time: 0.210, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 1.8704, loss: 1.8704 2023-12-29 12:03:54,101 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 1 day, 2:40:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 1.8728, loss: 1.8728 2023-12-29 12:04:16,530 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 1 day, 2:39:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9637, loss_cls: 1.8391, loss: 1.8391 2023-12-29 12:04:38,927 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 1 day, 2:39:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 1.8822, loss: 1.8822 2023-12-29 12:05:01,349 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 1 day, 2:38:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 1.8889, loss: 1.8889 2023-12-29 12:05:24,010 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 1 day, 2:38:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9425, loss_cls: 1.9604, loss: 1.9604 2023-12-29 12:05:46,477 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 1 day, 2:38:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 1.9475, loss: 1.9475 2023-12-29 12:06:08,905 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 1 day, 2:37:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9425, loss_cls: 1.8683, loss: 1.8683 2023-12-29 12:06:31,376 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 1 day, 2:37:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 1.8771, loss: 1.8771 2023-12-29 12:06:53,850 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 1 day, 2:36:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9387, loss_cls: 1.9345, loss: 1.9345 2023-12-29 12:07:16,343 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 1 day, 2:36:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 1.9661, loss: 1.9661 2023-12-29 12:07:38,793 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 1 day, 2:36:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 1.9499, loss: 1.9499 2023-12-29 12:08:01,295 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 1 day, 2:35:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9413, loss_cls: 2.0132, loss: 2.0132 2023-12-29 12:08:23,713 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 1 day, 2:35:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 1.9107, loss: 1.9107 2023-12-29 12:08:46,344 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 1 day, 2:34:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9463, loss_cls: 1.8829, loss: 1.8829 2023-12-29 12:09:08,886 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 1 day, 2:34:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9431, loss_cls: 1.9220, loss: 1.9220 2023-12-29 12:09:31,344 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 1 day, 2:34:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9537, loss_cls: 1.9599, loss: 1.9599 2023-12-29 12:09:53,824 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 1 day, 2:33:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9356, loss_cls: 1.9608, loss: 1.9608 2023-12-29 12:10:16,293 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 1 day, 2:33:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9387, loss_cls: 1.9150, loss: 1.9150 2023-12-29 12:10:38,746 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 1 day, 2:33:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 1.8951, loss: 1.8951 2023-12-29 12:11:01,209 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 1 day, 2:32:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9475, loss_cls: 1.9358, loss: 1.9358 2023-12-29 12:11:23,645 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 1 day, 2:32:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 1.8588, loss: 1.8588 2023-12-29 12:11:46,052 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 1 day, 2:31:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 1.9904, loss: 1.9904 2023-12-29 12:12:08,454 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 1 day, 2:31:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 1.9033, loss: 1.9033 2023-12-29 12:12:30,847 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 1 day, 2:31:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 1.8469, loss: 1.8469 2023-12-29 12:12:53,233 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 1 day, 2:30:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9406, loss_cls: 1.9696, loss: 1.9696 2023-12-29 12:13:15,613 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 1 day, 2:30:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9413, loss_cls: 1.9278, loss: 1.9278 2023-12-29 12:13:38,043 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 1 day, 2:29:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 1.8767, loss: 1.8767 2023-12-29 12:14:00,480 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 1 day, 2:29:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 1.8692, loss: 1.8692 2023-12-29 12:14:22,901 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 1 day, 2:29:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9569, loss_cls: 1.8758, loss: 1.8758 2023-12-29 12:14:45,279 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 1 day, 2:28:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9450, loss_cls: 1.8327, loss: 1.8327 2023-12-29 12:15:07,678 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 1 day, 2:28:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 1.9185, loss: 1.9185 2023-12-29 12:15:30,079 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 1 day, 2:27:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9463, loss_cls: 1.8684, loss: 1.8684 2023-12-29 12:15:52,655 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 1 day, 2:27:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 1.9918, loss: 1.9918 2023-12-29 12:16:15,170 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 1 day, 2:27:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9375, loss_cls: 1.9840, loss: 1.9840 2023-12-29 12:16:37,653 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 1 day, 2:26:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9375, loss_cls: 1.9429, loss: 1.9429 2023-12-29 12:17:00,118 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 1 day, 2:26:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9444, loss_cls: 1.9762, loss: 1.9762 2023-12-29 12:17:22,732 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 1 day, 2:25:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9487, loss_cls: 1.8694, loss: 1.8694 2023-12-29 12:17:45,332 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 1 day, 2:25:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9387, loss_cls: 1.9375, loss: 1.9375 2023-12-29 12:17:54,719 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-29 12:21:30,556 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 12:21:31,145 - pyskl - INFO - top1_acc 0.6157 top5_acc 0.8906 2023-12-29 12:21:31,176 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.6157, top5_acc: 0.8906 2023-12-29 12:22:15,231 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 1 day, 2:25:31, time: 0.440, data_time: 0.217, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 1.8541, loss: 1.8541 2023-12-29 12:22:37,624 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 1 day, 2:25:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 1.8176, loss: 1.8176 2023-12-29 12:22:59,988 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 1 day, 2:24:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 1.9038, loss: 1.9038 2023-12-29 12:23:22,391 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 1 day, 2:24:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 1.8624, loss: 1.8624 2023-12-29 12:23:44,812 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 1 day, 2:23:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 1.9333, loss: 1.9333 2023-12-29 12:24:07,258 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 1 day, 2:23:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 1.8584, loss: 1.8584 2023-12-29 12:24:29,714 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 1 day, 2:23:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 1.9041, loss: 1.9041 2023-12-29 12:24:52,149 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 1 day, 2:22:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 1.8579, loss: 1.8579 2023-12-29 12:25:14,571 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 1 day, 2:22:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9556, loss_cls: 1.8828, loss: 1.8828 2023-12-29 12:25:36,958 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 1 day, 2:21:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9319, loss_cls: 2.0196, loss: 2.0196 2023-12-29 12:25:59,355 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 1 day, 2:21:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 1.7971, loss: 1.7971 2023-12-29 12:26:21,931 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 1 day, 2:21:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 1.9161, loss: 1.9161 2023-12-29 12:26:44,387 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 1 day, 2:20:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9413, loss_cls: 1.9274, loss: 1.9274 2023-12-29 12:27:06,834 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 1 day, 2:20:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9487, loss_cls: 1.8755, loss: 1.8755 2023-12-29 12:27:29,285 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 1 day, 2:20:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9381, loss_cls: 1.9549, loss: 1.9549 2023-12-29 12:27:51,820 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 1 day, 2:19:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9350, loss_cls: 2.0213, loss: 2.0213 2023-12-29 12:28:14,332 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 1 day, 2:19:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9394, loss_cls: 1.9279, loss: 1.9279 2023-12-29 12:28:36,743 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 1 day, 2:18:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9387, loss_cls: 1.9322, loss: 1.9322 2023-12-29 12:28:59,244 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 1 day, 2:18:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9487, loss_cls: 1.9106, loss: 1.9106 2023-12-29 12:29:21,660 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 1 day, 2:18:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9337, loss_cls: 1.9348, loss: 1.9348 2023-12-29 12:29:44,082 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 1 day, 2:17:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9313, loss_cls: 1.9927, loss: 1.9927 2023-12-29 12:30:06,584 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 1 day, 2:17:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 1.9280, loss: 1.9280 2023-12-29 12:30:29,059 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 1 day, 2:16:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9375, loss_cls: 1.9102, loss: 1.9102 2023-12-29 12:30:51,631 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 1 day, 2:16:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 1.9482, loss: 1.9482 2023-12-29 12:31:14,203 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 1 day, 2:16:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9425, loss_cls: 1.9864, loss: 1.9864 2023-12-29 12:31:36,619 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 1 day, 2:15:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 1.8496, loss: 1.8496 2023-12-29 12:31:59,041 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 1 day, 2:15:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 1.9723, loss: 1.9723 2023-12-29 12:32:21,474 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 1 day, 2:14:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 1.8791, loss: 1.8791 2023-12-29 12:32:44,026 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 1 day, 2:14:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 1.8797, loss: 1.8797 2023-12-29 12:33:06,533 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 1 day, 2:14:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9463, loss_cls: 1.8732, loss: 1.8732 2023-12-29 12:33:28,960 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 1 day, 2:13:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9369, loss_cls: 1.9799, loss: 1.9799 2023-12-29 12:33:51,372 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 1 day, 2:13:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9331, loss_cls: 2.0398, loss: 2.0398 2023-12-29 12:34:13,807 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 1 day, 2:12:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 1.8995, loss: 1.8995 2023-12-29 12:34:36,249 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 1 day, 2:12:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9394, loss_cls: 1.9189, loss: 1.9189 2023-12-29 12:34:58,681 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 1 day, 2:12:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 1.9141, loss: 1.9141 2023-12-29 12:35:21,129 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 1 day, 2:11:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9481, loss_cls: 1.9605, loss: 1.9605 2023-12-29 12:35:43,545 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 1 day, 2:11:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 1.8833, loss: 1.8833 2023-12-29 12:36:06,047 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 1 day, 2:10:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 1.9318, loss: 1.9318 2023-12-29 12:36:28,472 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 1 day, 2:10:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9394, loss_cls: 1.9766, loss: 1.9766 2023-12-29 12:36:37,952 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-29 12:40:14,356 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 12:40:14,913 - pyskl - INFO - top1_acc 0.3827 top5_acc 0.6813 2023-12-29 12:40:14,935 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.3827, top5_acc: 0.6813 2023-12-29 12:40:59,632 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 1 day, 2:10:34, time: 0.447, data_time: 0.223, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 1.8268, loss: 1.8268 2023-12-29 12:41:21,990 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 1 day, 2:10:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 1.8095, loss: 1.8095 2023-12-29 12:41:44,376 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 1 day, 2:09:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 1.8727, loss: 1.8727 2023-12-29 12:42:06,819 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 1 day, 2:09:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9537, loss_cls: 1.8372, loss: 1.8372 2023-12-29 12:42:29,327 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 1 day, 2:08:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 1.8751, loss: 1.8751 2023-12-29 12:42:51,914 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 1 day, 2:08:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 1.9584, loss: 1.9584 2023-12-29 12:43:14,512 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 1 day, 2:08:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9463, loss_cls: 1.8667, loss: 1.8667 2023-12-29 12:43:37,178 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 1 day, 2:07:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9387, loss_cls: 1.9243, loss: 1.9243 2023-12-29 12:43:59,819 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 1 day, 2:07:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9406, loss_cls: 1.8797, loss: 1.8797 2023-12-29 12:44:22,404 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 1 day, 2:07:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9425, loss_cls: 1.9817, loss: 1.9817 2023-12-29 12:44:44,880 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 1 day, 2:06:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 1.8834, loss: 1.8834 2023-12-29 12:45:07,471 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 1 day, 2:06:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9456, loss_cls: 1.8767, loss: 1.8767 2023-12-29 12:45:30,005 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 1 day, 2:05:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 1.8809, loss: 1.8809 2023-12-29 12:45:52,658 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 1 day, 2:05:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9469, loss_cls: 1.9008, loss: 1.9008 2023-12-29 12:46:15,245 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 1 day, 2:05:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 1.9885, loss: 1.9885 2023-12-29 12:46:37,818 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 1 day, 2:04:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9425, loss_cls: 1.9449, loss: 1.9449 2023-12-29 12:47:00,285 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 1 day, 2:04:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 1.9472, loss: 1.9472 2023-12-29 12:47:22,752 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 1 day, 2:03:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9437, loss_cls: 2.0095, loss: 2.0095 2023-12-29 12:47:45,218 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 1 day, 2:03:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 1.9114, loss: 1.9114 2023-12-29 12:48:07,726 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 1 day, 2:03:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 1.9265, loss: 1.9265 2023-12-29 12:48:30,225 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 1 day, 2:02:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 1.9379, loss: 1.9379 2023-12-29 12:48:52,707 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 1 day, 2:02:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 1.8990, loss: 1.8990 2023-12-29 12:49:15,140 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 1 day, 2:01:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 1.9237, loss: 1.9237 2023-12-29 12:49:37,578 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 1 day, 2:01:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9425, loss_cls: 1.9419, loss: 1.9419 2023-12-29 12:50:00,039 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 1 day, 2:01:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 1.9169, loss: 1.9169 2023-12-29 12:50:22,562 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 1 day, 2:00:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 1.9180, loss: 1.9180 2023-12-29 12:50:45,068 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 1 day, 2:00:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9413, loss_cls: 1.8994, loss: 1.8994 2023-12-29 12:51:07,569 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 1 day, 2:00:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 1.8950, loss: 1.8950 2023-12-29 12:51:30,030 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 1 day, 1:59:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9494, loss_cls: 1.8460, loss: 1.8460 2023-12-29 12:51:52,507 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 1 day, 1:59:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 1.9197, loss: 1.9197 2023-12-29 12:52:14,973 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 1 day, 1:58:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9425, loss_cls: 1.9227, loss: 1.9227 2023-12-29 12:52:37,439 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 1 day, 1:58:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9444, loss_cls: 1.8846, loss: 1.8846 2023-12-29 12:52:59,934 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 1 day, 1:58:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9463, loss_cls: 1.8824, loss: 1.8824 2023-12-29 12:53:22,428 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 1 day, 1:57:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9456, loss_cls: 1.8966, loss: 1.8966 2023-12-29 12:53:44,872 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 1 day, 1:57:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9444, loss_cls: 1.9883, loss: 1.9883 2023-12-29 12:54:07,309 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 1 day, 1:56:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9319, loss_cls: 1.9944, loss: 1.9944 2023-12-29 12:54:29,755 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 1 day, 1:56:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9463, loss_cls: 1.8476, loss: 1.8476 2023-12-29 12:54:52,306 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 1 day, 1:56:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9344, loss_cls: 1.9491, loss: 1.9491 2023-12-29 12:55:14,820 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 1 day, 1:55:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9356, loss_cls: 1.9436, loss: 1.9436 2023-12-29 12:55:24,293 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-29 12:59:00,987 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 12:59:01,507 - pyskl - INFO - top1_acc 0.5591 top5_acc 0.8414 2023-12-29 12:59:01,528 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.5591, top5_acc: 0.8414 2023-12-29 12:59:45,546 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 1 day, 1:55:39, time: 0.440, data_time: 0.216, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 1.8404, loss: 1.8404 2023-12-29 13:00:08,141 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 1 day, 1:55:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 1.8213, loss: 1.8213 2023-12-29 13:00:30,627 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 1 day, 1:54:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9469, loss_cls: 1.9271, loss: 1.9271 2023-12-29 13:00:53,090 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 1 day, 1:54:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 1.9145, loss: 1.9145 2023-12-29 13:01:15,533 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 1 day, 1:54:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9387, loss_cls: 1.9448, loss: 1.9448 2023-12-29 13:01:38,012 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 1 day, 1:53:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 1.8501, loss: 1.8501 2023-12-29 13:02:00,460 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 1 day, 1:53:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 1.8708, loss: 1.8708 2023-12-29 13:02:22,949 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 1 day, 1:52:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9419, loss_cls: 1.9871, loss: 1.9871 2023-12-29 13:02:45,424 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 1 day, 1:52:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9519, loss_cls: 1.9146, loss: 1.9146 2023-12-29 13:03:07,796 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 1 day, 1:52:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9381, loss_cls: 1.9010, loss: 1.9010 2023-12-29 13:03:30,216 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 1 day, 1:51:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 1.8421, loss: 1.8421 2023-12-29 13:03:52,653 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 1 day, 1:51:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9431, loss_cls: 1.8827, loss: 1.8827 2023-12-29 13:04:15,109 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 1 day, 1:50:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9456, loss_cls: 1.8639, loss: 1.8639 2023-12-29 13:04:37,729 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 1 day, 1:50:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 1.9278, loss: 1.9278 2023-12-29 13:05:00,210 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 1 day, 1:50:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9519, loss_cls: 1.9086, loss: 1.9086 2023-12-29 13:05:22,729 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 1 day, 1:49:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9419, loss_cls: 1.8942, loss: 1.8942 2023-12-29 13:05:45,195 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 1 day, 1:49:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9419, loss_cls: 1.9745, loss: 1.9745 2023-12-29 13:06:07,635 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 1 day, 1:49:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 1.9494, loss: 1.9494 2023-12-29 13:06:30,156 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 1 day, 1:48:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 1.8567, loss: 1.8567 2023-12-29 13:06:52,647 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 1 day, 1:48:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9500, loss_cls: 1.9255, loss: 1.9255 2023-12-29 13:07:15,102 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 1 day, 1:47:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9463, loss_cls: 1.9015, loss: 1.9015 2023-12-29 13:07:37,496 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 1 day, 1:47:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 1.8309, loss: 1.8309 2023-12-29 13:07:59,925 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 1 day, 1:47:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 1.9290, loss: 1.9290 2023-12-29 13:08:22,461 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 1 day, 1:46:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 1.8739, loss: 1.8739 2023-12-29 13:08:44,921 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 1 day, 1:46:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9519, loss_cls: 1.9391, loss: 1.9391 2023-12-29 13:09:07,469 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 1 day, 1:45:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9575, loss_cls: 1.8766, loss: 1.8766 2023-12-29 13:09:29,914 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 1 day, 1:45:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9344, loss_cls: 2.0144, loss: 2.0144 2023-12-29 13:09:52,328 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 1 day, 1:45:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9456, loss_cls: 1.8748, loss: 1.8748 2023-12-29 13:10:14,769 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 1 day, 1:44:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 1.9160, loss: 1.9160 2023-12-29 13:10:37,208 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 1 day, 1:44:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 1.9182, loss: 1.9182 2023-12-29 13:10:59,670 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 1 day, 1:43:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9394, loss_cls: 1.9261, loss: 1.9261 2023-12-29 13:11:22,139 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 1 day, 1:43:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 1.9450, loss: 1.9450 2023-12-29 13:11:44,666 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 1 day, 1:43:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9606, loss_cls: 1.8853, loss: 1.8853 2023-12-29 13:12:07,172 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 1 day, 1:42:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 1.9366, loss: 1.9366 2023-12-29 13:12:29,616 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 1 day, 1:42:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 1.8851, loss: 1.8851 2023-12-29 13:12:52,054 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 1 day, 1:41:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 1.9485, loss: 1.9485 2023-12-29 13:13:14,511 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 1 day, 1:41:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 1.9177, loss: 1.9177 2023-12-29 13:13:36,939 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 1 day, 1:41:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 1.8286, loss: 1.8286 2023-12-29 13:13:59,425 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 1 day, 1:40:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 1.8639, loss: 1.8639 2023-12-29 13:14:08,796 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-29 13:17:45,349 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 13:17:45,927 - pyskl - INFO - top1_acc 0.6754 top5_acc 0.9153 2023-12-29 13:17:45,949 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.6754, top5_acc: 0.9153 2023-12-29 13:18:29,880 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 1 day, 1:40:42, time: 0.439, data_time: 0.215, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 1.8533, loss: 1.8533 2023-12-29 13:18:52,458 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 1 day, 1:40:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 1.8340, loss: 1.8340 2023-12-29 13:19:14,935 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 1 day, 1:39:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9375, loss_cls: 2.0022, loss: 2.0022 2023-12-29 13:19:37,332 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 1 day, 1:39:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9294, loss_cls: 2.0411, loss: 2.0411 2023-12-29 13:19:59,762 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 1 day, 1:39:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 1.9278, loss: 1.9278 2023-12-29 13:20:22,215 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 1 day, 1:38:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 1.8839, loss: 1.8839 2023-12-29 13:20:44,714 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 1 day, 1:38:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9369, loss_cls: 1.9230, loss: 1.9230 2023-12-29 13:21:07,196 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 1 day, 1:37:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9450, loss_cls: 1.8936, loss: 1.8936 2023-12-29 13:21:29,655 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 1 day, 1:37:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 1.8532, loss: 1.8532 2023-12-29 13:21:52,139 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 1 day, 1:37:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 1.8533, loss: 1.8533 2023-12-29 13:22:14,497 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 1 day, 1:36:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 1.8767, loss: 1.8767 2023-12-29 13:22:36,890 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 1 day, 1:36:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9413, loss_cls: 1.8564, loss: 1.8564 2023-12-29 13:22:59,304 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 1 day, 1:36:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 1.9115, loss: 1.9115 2023-12-29 13:23:21,647 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 1 day, 1:35:36, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9431, loss_cls: 1.8287, loss: 1.8287 2023-12-29 13:23:44,000 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 1 day, 1:35:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 1.8425, loss: 1.8425 2023-12-29 13:24:06,374 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 1 day, 1:34:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 1.8407, loss: 1.8407 2023-12-29 13:24:28,798 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 1 day, 1:34:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 1.9113, loss: 1.9113 2023-12-29 13:24:51,234 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 1 day, 1:34:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9387, loss_cls: 1.9271, loss: 1.9271 2023-12-29 13:25:13,692 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 1 day, 1:33:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 1.9009, loss: 1.9009 2023-12-29 13:25:36,222 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 1 day, 1:33:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9450, loss_cls: 1.9702, loss: 1.9702 2023-12-29 13:25:58,688 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 1 day, 1:32:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9444, loss_cls: 1.9271, loss: 1.9271 2023-12-29 13:26:21,109 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 1 day, 1:32:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 1.9383, loss: 1.9383 2023-12-29 13:26:43,491 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 1 day, 1:32:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 1.8331, loss: 1.8331 2023-12-29 13:27:05,931 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 1 day, 1:31:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9437, loss_cls: 1.8611, loss: 1.8611 2023-12-29 13:27:28,309 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 1 day, 1:31:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9663, loss_cls: 1.7758, loss: 1.7758 2023-12-29 13:27:50,754 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 1 day, 1:30:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9419, loss_cls: 1.9380, loss: 1.9380 2023-12-29 13:28:13,102 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 1 day, 1:30:30, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 1.8684, loss: 1.8684 2023-12-29 13:28:35,608 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 1 day, 1:30:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9456, loss_cls: 1.9159, loss: 1.9159 2023-12-29 13:28:58,032 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 1 day, 1:29:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 1.8399, loss: 1.8399 2023-12-29 13:29:20,521 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 1 day, 1:29:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9425, loss_cls: 1.9919, loss: 1.9919 2023-12-29 13:29:43,037 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 1 day, 1:28:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9400, loss_cls: 1.9823, loss: 1.9823 2023-12-29 13:30:05,397 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 1 day, 1:28:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 1.9510, loss: 1.9510 2023-12-29 13:30:27,807 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 1 day, 1:28:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 1.8977, loss: 1.8977 2023-12-29 13:30:50,160 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 1 day, 1:27:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 1.8698, loss: 1.8698 2023-12-29 13:31:12,497 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 1 day, 1:27:21, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 1.8873, loss: 1.8873 2023-12-29 13:31:35,110 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 1 day, 1:26:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9394, loss_cls: 1.8771, loss: 1.8771 2023-12-29 13:31:57,628 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 1 day, 1:26:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 1.9236, loss: 1.9236 2023-12-29 13:32:20,048 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 1 day, 1:26:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9375, loss_cls: 1.9120, loss: 1.9120 2023-12-29 13:32:42,610 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 1 day, 1:25:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 1.8563, loss: 1.8563 2023-12-29 13:32:52,065 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-29 13:36:28,553 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 13:36:29,123 - pyskl - INFO - top1_acc 0.6269 top5_acc 0.8990 2023-12-29 13:36:29,146 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.6269, top5_acc: 0.8990 2023-12-29 13:37:13,829 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 1 day, 1:25:43, time: 0.447, data_time: 0.221, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 1.8428, loss: 1.8428 2023-12-29 13:37:36,354 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 1 day, 1:25:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 1.7534, loss: 1.7534 2023-12-29 13:37:59,064 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 1 day, 1:24:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 1.7913, loss: 1.7913 2023-12-29 13:38:21,832 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 1 day, 1:24:34, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 1.9558, loss: 1.9558 2023-12-29 13:38:44,456 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 1 day, 1:24:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 1.8964, loss: 1.8964 2023-12-29 13:39:06,887 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 1 day, 1:23:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 1.8310, loss: 1.8310 2023-12-29 13:39:29,410 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 1 day, 1:23:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 1.8728, loss: 1.8728 2023-12-29 13:39:51,922 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 1 day, 1:23:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 1.8232, loss: 1.8232 2023-12-29 13:40:14,505 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 1 day, 1:22:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 1.9663, loss: 1.9663 2023-12-29 13:40:36,959 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 1 day, 1:22:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9419, loss_cls: 1.9201, loss: 1.9201 2023-12-29 13:40:59,648 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 1 day, 1:21:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 1.9195, loss: 1.9195 2023-12-29 13:41:22,170 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 1 day, 1:21:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 1.9354, loss: 1.9354 2023-12-29 13:41:44,651 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 1 day, 1:21:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 1.8594, loss: 1.8594 2023-12-29 13:42:07,127 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 1 day, 1:20:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 1.9036, loss: 1.9036 2023-12-29 13:42:29,571 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 1 day, 1:20:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 1.8352, loss: 1.8352 2023-12-29 13:42:52,093 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 1 day, 1:19:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9375, loss_cls: 1.9367, loss: 1.9367 2023-12-29 13:43:14,620 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 1 day, 1:19:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9487, loss_cls: 1.8645, loss: 1.8645 2023-12-29 13:43:37,039 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 1 day, 1:19:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 1.7944, loss: 1.7944 2023-12-29 13:43:59,430 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 1 day, 1:18:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 1.9301, loss: 1.9301 2023-12-29 13:44:21,921 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 1 day, 1:18:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9394, loss_cls: 1.9721, loss: 1.9721 2023-12-29 13:44:44,378 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 1 day, 1:17:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 1.8474, loss: 1.8474 2023-12-29 13:45:06,821 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 1 day, 1:17:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 1.9014, loss: 1.9014 2023-12-29 13:45:29,214 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 1 day, 1:17:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9400, loss_cls: 1.8742, loss: 1.8742 2023-12-29 13:45:51,653 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 1 day, 1:16:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9444, loss_cls: 1.8575, loss: 1.8575 2023-12-29 13:46:14,113 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 1 day, 1:16:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 1.8241, loss: 1.8241 2023-12-29 13:46:36,671 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 1 day, 1:15:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 1.8544, loss: 1.8544 2023-12-29 13:46:59,326 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 1 day, 1:15:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9413, loss_cls: 1.8913, loss: 1.8913 2023-12-29 13:47:21,885 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 1 day, 1:15:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 1.7950, loss: 1.7950 2023-12-29 13:47:44,428 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 1 day, 1:14:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9381, loss_cls: 1.8991, loss: 1.8991 2023-12-29 13:48:06,929 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 1 day, 1:14:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9506, loss_cls: 1.8104, loss: 1.8104 2023-12-29 13:48:29,408 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 1 day, 1:14:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 1.9853, loss: 1.9853 2023-12-29 13:48:51,877 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 1 day, 1:13:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 1.9511, loss: 1.9511 2023-12-29 13:49:14,369 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 1 day, 1:13:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9431, loss_cls: 1.8961, loss: 1.8961 2023-12-29 13:49:36,991 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 1 day, 1:12:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9419, loss_cls: 1.9009, loss: 1.9009 2023-12-29 13:49:59,672 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 1 day, 1:12:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 1.8437, loss: 1.8437 2023-12-29 13:50:22,316 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 1 day, 1:12:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 1.9395, loss: 1.9395 2023-12-29 13:50:44,871 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 1 day, 1:11:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 1.8788, loss: 1.8788 2023-12-29 13:51:07,365 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 1 day, 1:11:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9425, loss_cls: 1.9084, loss: 1.9084 2023-12-29 13:51:29,935 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 1 day, 1:10:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 1.9709, loss: 1.9709 2023-12-29 13:51:39,465 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-29 13:55:15,498 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 13:55:16,036 - pyskl - INFO - top1_acc 0.6133 top5_acc 0.8875 2023-12-29 13:55:16,057 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.6133, top5_acc: 0.8875 2023-12-29 13:55:59,242 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 1 day, 1:10:49, time: 0.432, data_time: 0.208, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 1.8182, loss: 1.8182 2023-12-29 13:56:21,683 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 1 day, 1:10:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 1.8841, loss: 1.8841 2023-12-29 13:56:44,150 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 1 day, 1:10:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9444, loss_cls: 1.8427, loss: 1.8427 2023-12-29 13:57:06,564 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 1 day, 1:09:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 1.7591, loss: 1.7591 2023-12-29 13:57:29,019 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 1 day, 1:09:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 1.8675, loss: 1.8675 2023-12-29 13:57:51,430 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 1 day, 1:08:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 1.8379, loss: 1.8379 2023-12-29 13:58:13,874 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 1 day, 1:08:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 1.8290, loss: 1.8290 2023-12-29 13:58:36,412 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 1 day, 1:08:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 1.8069, loss: 1.8069 2023-12-29 13:58:58,851 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 1 day, 1:07:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 1.7621, loss: 1.7621 2023-12-29 13:59:21,326 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 1 day, 1:07:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 1.8689, loss: 1.8689 2023-12-29 13:59:43,789 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 1 day, 1:06:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 1.8865, loss: 1.8865 2023-12-29 14:00:06,211 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 1 day, 1:06:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 1.8598, loss: 1.8598 2023-12-29 14:00:28,894 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 1 day, 1:06:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 1.8976, loss: 1.8976 2023-12-29 14:00:51,436 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 1 day, 1:05:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 2.0202, loss: 2.0202 2023-12-29 14:01:13,897 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 1 day, 1:05:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9537, loss_cls: 1.9190, loss: 1.9190 2023-12-29 14:01:36,295 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 1 day, 1:04:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9431, loss_cls: 1.9229, loss: 1.9229 2023-12-29 14:01:58,758 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 1 day, 1:04:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 1.8900, loss: 1.8900 2023-12-29 14:02:21,245 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 1 day, 1:04:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 1.8565, loss: 1.8565 2023-12-29 14:02:43,722 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 1 day, 1:03:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 1.8896, loss: 1.8896 2023-12-29 14:03:06,386 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 1 day, 1:03:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9444, loss_cls: 1.8897, loss: 1.8897 2023-12-29 14:03:28,875 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 1 day, 1:03:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 1.8916, loss: 1.8916 2023-12-29 14:03:51,330 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 1 day, 1:02:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 1.8753, loss: 1.8753 2023-12-29 14:04:13,777 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 1 day, 1:02:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9444, loss_cls: 1.8477, loss: 1.8477 2023-12-29 14:04:36,185 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 1 day, 1:01:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 1.8832, loss: 1.8832 2023-12-29 14:04:58,559 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 1 day, 1:01:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 1.9011, loss: 1.9011 2023-12-29 14:05:20,931 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 1 day, 1:01:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 1.9377, loss: 1.9377 2023-12-29 14:05:43,468 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 1 day, 1:00:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9481, loss_cls: 1.9130, loss: 1.9130 2023-12-29 14:06:06,045 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 1 day, 1:00:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 1.7947, loss: 1.7947 2023-12-29 14:06:28,543 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 1 day, 0:59:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 1.8261, loss: 1.8261 2023-12-29 14:06:51,021 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 1 day, 0:59:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 1.8838, loss: 1.8838 2023-12-29 14:07:13,440 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 1 day, 0:59:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 1.8878, loss: 1.8878 2023-12-29 14:07:35,826 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 1 day, 0:58:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9494, loss_cls: 1.7686, loss: 1.7686 2023-12-29 14:07:58,205 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 1 day, 0:58:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9337, loss_cls: 1.9829, loss: 1.9829 2023-12-29 14:08:20,580 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 1 day, 0:57:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9456, loss_cls: 1.9661, loss: 1.9661 2023-12-29 14:08:42,973 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 1 day, 0:57:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9444, loss_cls: 2.0456, loss: 2.0456 2023-12-29 14:09:05,335 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 1 day, 0:57:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9463, loss_cls: 1.8749, loss: 1.8749 2023-12-29 14:09:27,827 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 1 day, 0:56:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9350, loss_cls: 1.9326, loss: 1.9326 2023-12-29 14:09:50,273 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 1 day, 0:56:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 1.8398, loss: 1.8398 2023-12-29 14:10:12,698 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 1 day, 0:55:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9456, loss_cls: 1.8946, loss: 1.8946 2023-12-29 14:10:22,092 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-29 14:13:58,003 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 14:13:58,633 - pyskl - INFO - top1_acc 0.6255 top5_acc 0.9008 2023-12-29 14:13:58,656 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.6255, top5_acc: 0.9008 2023-12-29 14:14:42,858 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 1 day, 0:55:51, time: 0.442, data_time: 0.218, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 1.8505, loss: 1.8505 2023-12-29 14:15:05,368 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 1 day, 0:55:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 1.8651, loss: 1.8651 2023-12-29 14:15:28,037 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 1 day, 0:55:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9356, loss_cls: 1.8909, loss: 1.8909 2023-12-29 14:15:50,750 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 1 day, 0:54:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.8428, loss: 1.8428 2023-12-29 14:16:13,284 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 1 day, 0:54:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 1.8818, loss: 1.8818 2023-12-29 14:16:35,804 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 1 day, 0:53:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.7727, loss: 1.7727 2023-12-29 14:16:58,308 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 1 day, 0:53:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9456, loss_cls: 1.7917, loss: 1.7917 2023-12-29 14:17:20,769 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 1 day, 0:53:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9569, loss_cls: 1.8924, loss: 1.8924 2023-12-29 14:17:43,205 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 1 day, 0:52:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9469, loss_cls: 1.8702, loss: 1.8702 2023-12-29 14:18:05,732 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 1 day, 0:52:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 1.8140, loss: 1.8140 2023-12-29 14:18:28,242 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 1 day, 0:51:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 1.8715, loss: 1.8715 2023-12-29 14:18:50,719 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 1 day, 0:51:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 1.8538, loss: 1.8538 2023-12-29 14:19:13,175 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 1 day, 0:51:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9356, loss_cls: 1.8989, loss: 1.8989 2023-12-29 14:19:35,765 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 1 day, 0:50:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9500, loss_cls: 1.7901, loss: 1.7901 2023-12-29 14:19:58,235 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 1 day, 0:50:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 1.8996, loss: 1.8996 2023-12-29 14:20:20,665 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 1 day, 0:50:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9456, loss_cls: 1.8680, loss: 1.8680 2023-12-29 14:20:43,103 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 1 day, 0:49:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 1.8535, loss: 1.8535 2023-12-29 14:21:05,536 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 1 day, 0:49:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 1.8976, loss: 1.8976 2023-12-29 14:21:27,976 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 1 day, 0:48:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 1.8209, loss: 1.8209 2023-12-29 14:21:50,625 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 1 day, 0:48:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 1.8798, loss: 1.8798 2023-12-29 14:22:13,094 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 1 day, 0:48:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 1.9120, loss: 1.9120 2023-12-29 14:22:35,505 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 1 day, 0:47:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 1.9146, loss: 1.9146 2023-12-29 14:22:57,938 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 1 day, 0:47:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 1.9574, loss: 1.9574 2023-12-29 14:23:20,442 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 1 day, 0:46:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 1.8715, loss: 1.8715 2023-12-29 14:23:42,897 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 1 day, 0:46:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 1.7959, loss: 1.7959 2023-12-29 14:24:05,356 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 1 day, 0:46:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9375, loss_cls: 1.9386, loss: 1.9386 2023-12-29 14:24:27,868 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 1 day, 0:45:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9419, loss_cls: 1.8868, loss: 1.8868 2023-12-29 14:24:50,450 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 1 day, 0:45:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 1.9318, loss: 1.9318 2023-12-29 14:25:12,960 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 1 day, 0:44:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 1.8940, loss: 1.8940 2023-12-29 14:25:35,395 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 1 day, 0:44:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 1.8004, loss: 1.8004 2023-12-29 14:25:57,815 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 1 day, 0:44:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 1.7789, loss: 1.7789 2023-12-29 14:26:20,384 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 1 day, 0:43:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9481, loss_cls: 1.8350, loss: 1.8350 2023-12-29 14:26:42,823 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 1 day, 0:43:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 1.9007, loss: 1.9007 2023-12-29 14:27:05,293 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 1 day, 0:43:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9419, loss_cls: 1.8842, loss: 1.8842 2023-12-29 14:27:27,698 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 1 day, 0:42:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9494, loss_cls: 1.8081, loss: 1.8081 2023-12-29 14:27:50,075 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 1 day, 0:42:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9419, loss_cls: 1.8562, loss: 1.8562 2023-12-29 14:28:12,451 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 1 day, 0:41:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 1.7677, loss: 1.7677 2023-12-29 14:28:34,804 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 1 day, 0:41:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 1.9298, loss: 1.9298 2023-12-29 14:28:57,167 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 1 day, 0:41:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 1.8595, loss: 1.8595 2023-12-29 14:29:06,522 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-29 14:32:42,390 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 14:32:42,871 - pyskl - INFO - top1_acc 0.6692 top5_acc 0.9206 2023-12-29 14:32:42,895 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.6692, top5_acc: 0.9206 2023-12-29 14:33:28,003 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 1 day, 0:40:56, time: 0.451, data_time: 0.226, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 1.8331, loss: 1.8331 2023-12-29 14:33:50,509 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 1 day, 0:40:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9487, loss_cls: 1.7843, loss: 1.7843 2023-12-29 14:34:13,079 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 1 day, 0:40:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 1.8292, loss: 1.8292 2023-12-29 14:34:35,871 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 1 day, 0:39:47, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 1.8778, loss: 1.8778 2023-12-29 14:34:58,491 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 1 day, 0:39:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 1.8471, loss: 1.8471 2023-12-29 14:35:21,022 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 1 day, 0:39:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 1.8260, loss: 1.8260 2023-12-29 14:35:43,721 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 1 day, 0:38:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 1.8096, loss: 1.8096 2023-12-29 14:36:06,208 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 1 day, 0:38:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 1.8625, loss: 1.8625 2023-12-29 14:36:28,629 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 1 day, 0:37:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 1.8246, loss: 1.8246 2023-12-29 14:36:51,058 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 1 day, 0:37:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 1.8527, loss: 1.8527 2023-12-29 14:37:13,569 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 1 day, 0:37:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9444, loss_cls: 1.8604, loss: 1.8604 2023-12-29 14:37:36,093 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 1 day, 0:36:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9406, loss_cls: 1.9241, loss: 1.9241 2023-12-29 14:37:58,512 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 1 day, 0:36:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 1.8547, loss: 1.8547 2023-12-29 14:38:20,989 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 1 day, 0:35:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9537, loss_cls: 1.8784, loss: 1.8784 2023-12-29 14:38:43,477 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 1 day, 0:35:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 1.8524, loss: 1.8524 2023-12-29 14:39:05,936 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 1 day, 0:35:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 1.8498, loss: 1.8498 2023-12-29 14:39:28,440 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 1 day, 0:34:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 1.8457, loss: 1.8457 2023-12-29 14:39:51,025 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 1 day, 0:34:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 1.9093, loss: 1.9093 2023-12-29 14:40:13,481 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 1 day, 0:33:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 1.7904, loss: 1.7904 2023-12-29 14:40:35,897 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 1 day, 0:33:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 1.8104, loss: 1.8104 2023-12-29 14:40:58,317 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 1 day, 0:33:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9456, loss_cls: 1.8541, loss: 1.8541 2023-12-29 14:41:20,726 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 1 day, 0:32:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 1.9227, loss: 1.9227 2023-12-29 14:41:43,126 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 1 day, 0:32:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 1.8699, loss: 1.8699 2023-12-29 14:42:05,534 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 1 day, 0:32:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9381, loss_cls: 1.9692, loss: 1.9692 2023-12-29 14:42:28,264 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 1 day, 0:31:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 1.9250, loss: 1.9250 2023-12-29 14:42:50,677 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 1 day, 0:31:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9369, loss_cls: 1.9150, loss: 1.9150 2023-12-29 14:43:13,125 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 1 day, 0:30:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 1.8788, loss: 1.8788 2023-12-29 14:43:35,513 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 1 day, 0:30:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 1.8342, loss: 1.8342 2023-12-29 14:43:58,062 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 1 day, 0:30:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 1.7870, loss: 1.7870 2023-12-29 14:44:20,571 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 1 day, 0:29:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9356, loss_cls: 1.8890, loss: 1.8890 2023-12-29 14:44:43,066 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 1 day, 0:29:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 1.7995, loss: 1.7995 2023-12-29 14:45:05,558 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 1 day, 0:28:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 1.7960, loss: 1.7960 2023-12-29 14:45:28,048 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 1 day, 0:28:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 1.8184, loss: 1.8184 2023-12-29 14:45:50,699 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 1 day, 0:28:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 1.7945, loss: 1.7945 2023-12-29 14:46:13,237 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 1 day, 0:27:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 1.8594, loss: 1.8594 2023-12-29 14:46:35,682 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 1 day, 0:27:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9456, loss_cls: 1.8317, loss: 1.8317 2023-12-29 14:46:58,250 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 1 day, 0:26:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9400, loss_cls: 1.9332, loss: 1.9332 2023-12-29 14:47:20,931 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 1 day, 0:26:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 1.8839, loss: 1.8839 2023-12-29 14:47:43,557 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 0:26:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9506, loss_cls: 1.9311, loss: 1.9311 2023-12-29 14:47:53,034 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-29 14:51:29,325 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 14:51:29,931 - pyskl - INFO - top1_acc 0.6968 top5_acc 0.9250 2023-12-29 14:51:29,939 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_43.pth was removed 2023-12-29 14:51:30,087 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. 2023-12-29 14:51:30,088 - pyskl - INFO - Best top1_acc is 0.6968 at 52 epoch. 2023-12-29 14:51:30,111 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.6968, top5_acc: 0.9250 2023-12-29 14:52:13,731 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 0:26:01, time: 0.436, data_time: 0.210, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 1.7901, loss: 1.7901 2023-12-29 14:52:36,194 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 0:25:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 1.8324, loss: 1.8324 2023-12-29 14:52:58,673 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 0:25:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9481, loss_cls: 1.8329, loss: 1.8329 2023-12-29 14:53:21,116 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 0:24:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 1.7614, loss: 1.7614 2023-12-29 14:53:43,567 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 0:24:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 1.8270, loss: 1.8270 2023-12-29 14:54:06,001 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 0:24:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 1.8508, loss: 1.8508 2023-12-29 14:54:28,417 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 0:23:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9556, loss_cls: 1.7409, loss: 1.7409 2023-12-29 14:54:50,831 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 0:23:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 1.8404, loss: 1.8404 2023-12-29 14:55:13,253 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 0:22:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 1.8322, loss: 1.8322 2023-12-29 14:55:35,673 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 0:22:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 1.8384, loss: 1.8384 2023-12-29 14:55:58,098 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 0:22:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 1.8706, loss: 1.8706 2023-12-29 14:56:20,498 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 0:21:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9350, loss_cls: 1.9407, loss: 1.9407 2023-12-29 14:56:42,898 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 0:21:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 1.7805, loss: 1.7805 2023-12-29 14:57:05,353 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 0:20:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 1.7677, loss: 1.7677 2023-12-29 14:57:27,713 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 0:20:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 1.8769, loss: 1.8769 2023-12-29 14:57:50,170 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 0:20:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 1.8255, loss: 1.8255 2023-12-29 14:58:12,559 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 0:19:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9331, loss_cls: 1.9499, loss: 1.9499 2023-12-29 14:58:34,950 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 0:19:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 1.8109, loss: 1.8109 2023-12-29 14:58:57,307 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 0:18:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9344, loss_cls: 1.9632, loss: 1.9632 2023-12-29 14:59:19,737 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 0:18:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9563, loss_cls: 1.8307, loss: 1.8307 2023-12-29 14:59:42,160 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 0:18:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9356, loss_cls: 1.8658, loss: 1.8658 2023-12-29 15:00:04,578 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 0:17:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 1.8674, loss: 1.8674 2023-12-29 15:00:27,040 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 0:17:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 1.7953, loss: 1.7953 2023-12-29 15:00:49,469 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 0:17:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 1.8424, loss: 1.8424 2023-12-29 15:01:11,912 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 0:16:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9387, loss_cls: 1.9857, loss: 1.9857 2023-12-29 15:01:34,494 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 0:16:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 1.7973, loss: 1.7973 2023-12-29 15:01:56,977 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 0:15:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 1.8323, loss: 1.8323 2023-12-29 15:02:19,396 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 0:15:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 1.8983, loss: 1.8983 2023-12-29 15:02:41,814 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 0:15:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 1.8335, loss: 1.8335 2023-12-29 15:03:04,219 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 0:14:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9575, loss_cls: 1.8399, loss: 1.8399 2023-12-29 15:03:26,636 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 0:14:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 1.8206, loss: 1.8206 2023-12-29 15:03:49,056 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 0:13:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 1.8230, loss: 1.8230 2023-12-29 15:04:11,464 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 0:13:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 1.8384, loss: 1.8384 2023-12-29 15:04:33,862 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 0:13:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 1.9408, loss: 1.9408 2023-12-29 15:04:56,260 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 0:12:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9381, loss_cls: 1.9181, loss: 1.9181 2023-12-29 15:05:18,716 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 0:12:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.8494, loss: 1.8494 2023-12-29 15:05:41,159 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 0:11:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 1.8698, loss: 1.8698 2023-12-29 15:06:03,589 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 0:11:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 1.8351, loss: 1.8351 2023-12-29 15:06:26,027 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 0:11:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 1.9206, loss: 1.9206 2023-12-29 15:06:35,414 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-29 15:10:11,086 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 15:10:11,565 - pyskl - INFO - top1_acc 0.6555 top5_acc 0.9013 2023-12-29 15:10:11,587 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.6555, top5_acc: 0.9013 2023-12-29 15:10:55,189 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 0:11:00, time: 0.436, data_time: 0.213, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 1.8685, loss: 1.8685 2023-12-29 15:11:17,532 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 0:10:36, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 1.8638, loss: 1.8638 2023-12-29 15:11:39,910 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 0:10:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 1.7814, loss: 1.7814 2023-12-29 15:12:02,294 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 0:09:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 1.7863, loss: 1.7863 2023-12-29 15:12:24,738 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 0:09:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 1.8023, loss: 1.8023 2023-12-29 15:12:47,222 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 0:09:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 1.7649, loss: 1.7649 2023-12-29 15:13:09,705 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 0:08:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 1.8878, loss: 1.8878 2023-12-29 15:13:32,169 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 0:08:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 1.7506, loss: 1.7506 2023-12-29 15:13:54,608 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 0:07:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9419, loss_cls: 1.9152, loss: 1.9152 2023-12-29 15:14:17,041 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 0:07:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9450, loss_cls: 1.8692, loss: 1.8692 2023-12-29 15:14:39,464 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 0:07:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 1.8131, loss: 1.8131 2023-12-29 15:15:01,865 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 0:06:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9475, loss_cls: 1.7779, loss: 1.7779 2023-12-29 15:15:24,268 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 0:06:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9456, loss_cls: 1.8581, loss: 1.8581 2023-12-29 15:15:46,675 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 0:05:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 1.8673, loss: 1.8673 2023-12-29 15:16:09,065 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 0:05:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 1.7571, loss: 1.7571 2023-12-29 15:16:31,440 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 0:05:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 1.8362, loss: 1.8362 2023-12-29 15:16:53,858 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 0:04:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9525, loss_cls: 1.7914, loss: 1.7914 2023-12-29 15:17:16,250 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 0:04:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9419, loss_cls: 1.9053, loss: 1.9053 2023-12-29 15:17:38,651 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 0:03:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9456, loss_cls: 1.8947, loss: 1.8947 2023-12-29 15:18:01,054 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 0:03:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9450, loss_cls: 1.8850, loss: 1.8850 2023-12-29 15:18:23,454 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 0:03:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9406, loss_cls: 1.9803, loss: 1.9803 2023-12-29 15:18:45,885 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 0:02:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 1.8683, loss: 1.8683 2023-12-29 15:19:08,309 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 0:02:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.8549, loss: 1.8549 2023-12-29 15:19:30,757 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 0:02:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 1.8688, loss: 1.8688 2023-12-29 15:19:53,225 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 0:01:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 1.8314, loss: 1.8314 2023-12-29 15:20:15,674 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 0:01:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 1.8317, loss: 1.8317 2023-12-29 15:20:38,064 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 0:00:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 1.8014, loss: 1.8014 2023-12-29 15:21:00,458 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 0:00:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 1.8315, loss: 1.8315 2023-12-29 15:21:22,827 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 0:00:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9506, loss_cls: 1.7859, loss: 1.7859 2023-12-29 15:21:45,197 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 23:59:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 1.9170, loss: 1.9170 2023-12-29 15:22:07,555 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 23:59:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9563, loss_cls: 1.7808, loss: 1.7808 2023-12-29 15:22:29,896 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 23:58:52, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 1.9392, loss: 1.9392 2023-12-29 15:22:52,237 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 23:58:29, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9406, loss_cls: 1.8460, loss: 1.8460 2023-12-29 15:23:14,593 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 23:58:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 1.8513, loss: 1.8513 2023-12-29 15:23:37,029 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 23:57:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9456, loss_cls: 1.9534, loss: 1.9534 2023-12-29 15:23:59,414 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 23:57:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9594, loss_cls: 1.8385, loss: 1.8385 2023-12-29 15:24:21,805 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 23:56:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9375, loss_cls: 1.9307, loss: 1.9307 2023-12-29 15:24:44,227 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 23:56:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9469, loss_cls: 1.8660, loss: 1.8660 2023-12-29 15:25:06,733 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 23:56:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 1.8566, loss: 1.8566 2023-12-29 15:25:16,138 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-29 15:28:52,468 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 15:28:52,959 - pyskl - INFO - top1_acc 0.6538 top5_acc 0.9053 2023-12-29 15:28:52,981 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.6538, top5_acc: 0.9053 2023-12-29 15:29:36,684 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 23:55:57, time: 0.437, data_time: 0.214, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 1.7724, loss: 1.7724 2023-12-29 15:29:59,146 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 23:55:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 1.8018, loss: 1.8018 2023-12-29 15:30:21,557 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 23:55:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 1.7676, loss: 1.7676 2023-12-29 15:30:44,017 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 23:54:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 1.7954, loss: 1.7954 2023-12-29 15:31:06,439 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 23:54:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 1.6906, loss: 1.6906 2023-12-29 15:31:28,881 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 23:54:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9437, loss_cls: 1.8760, loss: 1.8760 2023-12-29 15:31:51,211 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 23:53:37, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 1.7777, loss: 1.7777 2023-12-29 15:32:13,540 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 23:53:13, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9487, loss_cls: 1.8332, loss: 1.8332 2023-12-29 15:32:35,888 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 23:52:50, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 1.7912, loss: 1.7912 2023-12-29 15:32:58,221 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 23:52:26, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9506, loss_cls: 1.8094, loss: 1.8094 2023-12-29 15:33:20,568 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 23:52:03, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9419, loss_cls: 1.8790, loss: 1.8790 2023-12-29 15:33:43,066 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 23:51:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 1.7865, loss: 1.7865 2023-12-29 15:34:05,429 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 23:51:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 1.8481, loss: 1.8481 2023-12-29 15:34:27,784 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 23:50:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9381, loss_cls: 1.9457, loss: 1.9457 2023-12-29 15:34:50,350 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 23:50:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 1.8685, loss: 1.8685 2023-12-29 15:35:12,862 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 23:50:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 1.8824, loss: 1.8824 2023-12-29 15:35:35,412 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 23:49:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 1.8404, loss: 1.8404 2023-12-29 15:35:58,054 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 23:49:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 1.8666, loss: 1.8666 2023-12-29 15:36:20,653 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 23:48:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 1.8590, loss: 1.8590 2023-12-29 15:36:43,187 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 23:48:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.9116, loss: 1.9116 2023-12-29 15:37:05,724 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 23:48:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 1.8318, loss: 1.8318 2023-12-29 15:37:28,228 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 23:47:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 1.8343, loss: 1.8343 2023-12-29 15:37:50,705 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 23:47:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 1.7937, loss: 1.7937 2023-12-29 15:38:13,141 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 23:47:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9419, loss_cls: 1.9098, loss: 1.9098 2023-12-29 15:38:35,590 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 23:46:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 1.7661, loss: 1.7661 2023-12-29 15:38:58,054 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 23:46:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 1.8115, loss: 1.8115 2023-12-29 15:39:20,590 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 23:45:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 1.8288, loss: 1.8288 2023-12-29 15:39:43,292 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 23:45:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 1.8259, loss: 1.8259 2023-12-29 15:40:05,957 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 23:45:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 1.8327, loss: 1.8327 2023-12-29 15:40:28,541 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 23:44:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 1.8086, loss: 1.8086 2023-12-29 15:40:51,148 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 23:44:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 1.8228, loss: 1.8228 2023-12-29 15:41:13,693 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 23:43:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 1.8364, loss: 1.8364 2023-12-29 15:41:36,251 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 23:43:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9569, loss_cls: 1.7252, loss: 1.7252 2023-12-29 15:41:58,898 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 23:43:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 1.9022, loss: 1.9022 2023-12-29 15:42:21,393 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 23:42:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 1.8695, loss: 1.8695 2023-12-29 15:42:43,938 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 23:42:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 1.8463, loss: 1.8463 2023-12-29 15:43:06,478 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 23:41:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 1.8251, loss: 1.8251 2023-12-29 15:43:29,010 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 23:41:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9394, loss_cls: 1.9061, loss: 1.9061 2023-12-29 15:43:51,539 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 23:41:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 1.8080, loss: 1.8080 2023-12-29 15:44:00,975 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-29 15:47:36,273 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 15:47:36,747 - pyskl - INFO - top1_acc 0.7099 top5_acc 0.9298 2023-12-29 15:47:36,751 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_52.pth was removed 2023-12-29 15:47:36,884 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. 2023-12-29 15:47:36,886 - pyskl - INFO - Best top1_acc is 0.7099 at 55 epoch. 2023-12-29 15:47:36,905 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.7099, top5_acc: 0.9298 2023-12-29 15:48:20,515 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 23:41:01, time: 0.436, data_time: 0.210, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9556, loss_cls: 1.7116, loss: 1.7116 2023-12-29 15:48:42,988 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 23:40:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9494, loss_cls: 1.7990, loss: 1.7990 2023-12-29 15:49:05,384 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 23:40:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9475, loss_cls: 1.7384, loss: 1.7384 2023-12-29 15:49:27,791 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 23:39:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 1.7676, loss: 1.7676 2023-12-29 15:49:50,175 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 23:39:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 1.8327, loss: 1.8327 2023-12-29 15:50:12,564 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 23:39:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 1.8156, loss: 1.8156 2023-12-29 15:50:34,941 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 23:38:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 1.7848, loss: 1.7848 2023-12-29 15:50:57,319 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 23:38:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9463, loss_cls: 1.8871, loss: 1.8871 2023-12-29 15:51:19,693 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 23:37:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 1.7627, loss: 1.7627 2023-12-29 15:51:42,059 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 23:37:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 1.7527, loss: 1.7527 2023-12-29 15:52:04,476 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 23:37:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 1.7971, loss: 1.7971 2023-12-29 15:52:26,943 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 23:36:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 1.9061, loss: 1.9061 2023-12-29 15:52:49,315 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 23:36:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 1.9114, loss: 1.9114 2023-12-29 15:53:11,680 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 23:35:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 1.8476, loss: 1.8476 2023-12-29 15:53:34,049 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 23:35:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 1.8606, loss: 1.8606 2023-12-29 15:53:56,429 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 23:35:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 1.8873, loss: 1.8873 2023-12-29 15:54:18,818 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 23:34:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9487, loss_cls: 1.8258, loss: 1.8258 2023-12-29 15:54:41,209 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 23:34:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9481, loss_cls: 1.7768, loss: 1.7768 2023-12-29 15:55:03,757 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 23:33:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 1.7446, loss: 1.7446 2023-12-29 15:55:26,223 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 23:33:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9450, loss_cls: 1.8158, loss: 1.8158 2023-12-29 15:55:48,681 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 23:33:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 1.8000, loss: 1.8000 2023-12-29 15:56:11,067 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 23:32:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 1.9252, loss: 1.9252 2023-12-29 15:56:33,488 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 23:32:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 1.8235, loss: 1.8235 2023-12-29 15:56:55,930 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 23:32:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 1.7860, loss: 1.7860 2023-12-29 15:57:18,391 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 23:31:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 1.7768, loss: 1.7768 2023-12-29 15:57:40,803 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 23:31:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 1.8079, loss: 1.8079 2023-12-29 15:58:03,249 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 23:30:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 1.8420, loss: 1.8420 2023-12-29 15:58:25,652 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 23:30:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9644, loss_cls: 1.8072, loss: 1.8072 2023-12-29 15:58:48,085 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 23:30:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 1.8643, loss: 1.8643 2023-12-29 15:59:10,526 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 23:29:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9463, loss_cls: 1.8314, loss: 1.8314 2023-12-29 15:59:32,909 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 23:29:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9575, loss_cls: 1.8482, loss: 1.8482 2023-12-29 15:59:55,316 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 23:28:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9487, loss_cls: 1.8191, loss: 1.8191 2023-12-29 16:00:17,751 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 23:28:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 1.7537, loss: 1.7537 2023-12-29 16:00:40,112 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 23:28:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 1.8726, loss: 1.8726 2023-12-29 16:01:02,484 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 23:27:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 1.8576, loss: 1.8576 2023-12-29 16:01:24,864 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 23:27:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 1.8397, loss: 1.8397 2023-12-29 16:01:47,189 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 23:26:58, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9581, loss_cls: 1.8641, loss: 1.8641 2023-12-29 16:02:09,535 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 23:26:34, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9425, loss_cls: 1.8985, loss: 1.8985 2023-12-29 16:02:31,860 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 23:26:11, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9550, loss_cls: 1.8667, loss: 1.8667 2023-12-29 16:02:41,175 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-29 16:06:16,678 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 16:06:17,159 - pyskl - INFO - top1_acc 0.6984 top5_acc 0.9307 2023-12-29 16:06:17,181 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.6984, top5_acc: 0.9307 2023-12-29 16:07:00,653 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 23:25:58, time: 0.435, data_time: 0.211, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 1.7778, loss: 1.7778 2023-12-29 16:07:23,032 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 23:25:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 1.7840, loss: 1.7840 2023-12-29 16:07:45,391 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 23:25:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9469, loss_cls: 1.8324, loss: 1.8324 2023-12-29 16:08:07,778 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 23:24:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9506, loss_cls: 1.8197, loss: 1.8197 2023-12-29 16:08:30,160 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 23:24:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 1.8572, loss: 1.8572 2023-12-29 16:08:52,544 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 23:24:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 1.7996, loss: 1.7996 2023-12-29 16:09:14,926 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 23:23:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 1.7845, loss: 1.7845 2023-12-29 16:09:37,313 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 23:23:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 1.7506, loss: 1.7506 2023-12-29 16:09:59,717 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 23:22:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9706, loss_cls: 1.7388, loss: 1.7388 2023-12-29 16:10:22,145 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 23:22:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9519, loss_cls: 1.7365, loss: 1.7365 2023-12-29 16:10:44,495 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 23:22:04, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 1.7959, loss: 1.7959 2023-12-29 16:11:06,825 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 23:21:40, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9419, loss_cls: 1.8515, loss: 1.8515 2023-12-29 16:11:29,162 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 23:21:17, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 1.8387, loss: 1.8387 2023-12-29 16:11:51,582 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 23:20:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9413, loss_cls: 1.9321, loss: 1.9321 2023-12-29 16:12:14,027 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 23:20:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9500, loss_cls: 1.7881, loss: 1.7881 2023-12-29 16:12:36,436 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 23:20:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 1.7156, loss: 1.7156 2023-12-29 16:12:58,888 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 23:19:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 1.8483, loss: 1.8483 2023-12-29 16:13:21,244 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 23:19:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9537, loss_cls: 1.7932, loss: 1.7932 2023-12-29 16:13:43,588 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 23:18:56, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 1.7623, loss: 1.7623 2023-12-29 16:14:06,013 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 23:18:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 1.8394, loss: 1.8394 2023-12-29 16:14:28,462 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 23:18:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9437, loss_cls: 1.8421, loss: 1.8421 2023-12-29 16:14:50,972 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 23:17:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 1.7849, loss: 1.7849 2023-12-29 16:15:13,554 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 23:17:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 1.8091, loss: 1.8091 2023-12-29 16:15:36,015 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 23:17:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 1.8137, loss: 1.8137 2023-12-29 16:15:58,484 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 23:16:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.9100, loss: 1.9100 2023-12-29 16:16:20,930 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 23:16:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 1.9086, loss: 1.9086 2023-12-29 16:16:43,324 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 23:15:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 1.8088, loss: 1.8088 2023-12-29 16:17:05,704 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 23:15:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 1.8725, loss: 1.8725 2023-12-29 16:17:28,123 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 23:15:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9469, loss_cls: 1.7312, loss: 1.7312 2023-12-29 16:17:50,739 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 23:14:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 1.8483, loss: 1.8483 2023-12-29 16:18:13,185 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 23:14:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 1.9141, loss: 1.9141 2023-12-29 16:18:35,641 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 23:13:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 1.8484, loss: 1.8484 2023-12-29 16:18:58,035 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 23:13:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 1.8097, loss: 1.8097 2023-12-29 16:19:20,383 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 23:13:07, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 1.7790, loss: 1.7790 2023-12-29 16:19:42,721 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 23:12:43, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 1.7572, loss: 1.7572 2023-12-29 16:20:05,260 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 23:12:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9494, loss_cls: 1.7964, loss: 1.7964 2023-12-29 16:20:27,742 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 23:11:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9431, loss_cls: 1.8439, loss: 1.8439 2023-12-29 16:20:50,084 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 23:11:33, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 1.8066, loss: 1.8066 2023-12-29 16:21:12,400 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 23:11:10, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9444, loss_cls: 1.9059, loss: 1.9059 2023-12-29 16:21:21,759 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-29 16:24:59,101 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 16:24:59,581 - pyskl - INFO - top1_acc 0.6448 top5_acc 0.9020 2023-12-29 16:24:59,601 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.6448, top5_acc: 0.9020 2023-12-29 16:25:42,795 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 23:10:56, time: 0.432, data_time: 0.207, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9681, loss_cls: 1.8090, loss: 1.8090 2023-12-29 16:26:05,200 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 23:10:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 1.7278, loss: 1.7278 2023-12-29 16:26:27,570 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 23:10:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 1.8050, loss: 1.8050 2023-12-29 16:26:49,924 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 23:09:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 1.7967, loss: 1.7967 2023-12-29 16:27:12,313 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 23:09:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9463, loss_cls: 1.8646, loss: 1.8646 2023-12-29 16:27:34,713 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 23:08:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 1.8021, loss: 1.8021 2023-12-29 16:27:57,105 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 23:08:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 1.7808, loss: 1.7808 2023-12-29 16:28:19,480 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 23:08:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 1.8530, loss: 1.8530 2023-12-29 16:28:41,855 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 23:07:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 1.7932, loss: 1.7932 2023-12-29 16:29:04,243 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 23:07:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 1.7936, loss: 1.7936 2023-12-29 16:29:26,620 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 23:07:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9394, loss_cls: 1.7812, loss: 1.7812 2023-12-29 16:29:48,995 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 23:06:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 1.8247, loss: 1.8247 2023-12-29 16:30:11,357 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 23:06:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 1.7376, loss: 1.7376 2023-12-29 16:30:33,792 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 23:05:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9606, loss_cls: 1.8554, loss: 1.8554 2023-12-29 16:30:56,491 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 23:05:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 1.7818, loss: 1.7818 2023-12-29 16:31:18,956 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 23:05:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 1.8671, loss: 1.8671 2023-12-29 16:31:41,409 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 23:04:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 1.8008, loss: 1.8008 2023-12-29 16:32:03,789 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 23:04:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 1.7978, loss: 1.7978 2023-12-29 16:32:26,180 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 23:03:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 1.8081, loss: 1.8081 2023-12-29 16:32:48,580 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 23:03:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9469, loss_cls: 1.8083, loss: 1.8083 2023-12-29 16:33:10,936 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 23:03:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9444, loss_cls: 1.8560, loss: 1.8560 2023-12-29 16:33:33,297 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 23:02:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 1.8083, loss: 1.8083 2023-12-29 16:33:55,660 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 23:02:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9581, loss_cls: 1.8667, loss: 1.8667 2023-12-29 16:34:18,044 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 23:01:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 1.8123, loss: 1.8123 2023-12-29 16:34:40,409 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 23:01:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 1.7928, loss: 1.7928 2023-12-29 16:35:02,781 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 23:01:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 1.8240, loss: 1.8240 2023-12-29 16:35:25,180 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 23:00:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 1.8222, loss: 1.8222 2023-12-29 16:35:47,571 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 23:00:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 1.7618, loss: 1.7618 2023-12-29 16:36:09,924 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 23:00:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 1.7889, loss: 1.7889 2023-12-29 16:36:32,283 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 22:59:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 1.8555, loss: 1.8555 2023-12-29 16:36:54,682 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 22:59:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 1.7590, loss: 1.7590 2023-12-29 16:37:17,086 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 22:58:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 1.8642, loss: 1.8642 2023-12-29 16:37:39,499 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 22:58:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 1.9078, loss: 1.9078 2023-12-29 16:38:01,910 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 22:58:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 1.7855, loss: 1.7855 2023-12-29 16:38:24,325 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 22:57:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9437, loss_cls: 1.8576, loss: 1.8576 2023-12-29 16:38:46,747 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 22:57:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 1.7499, loss: 1.7499 2023-12-29 16:39:09,099 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 22:56:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 1.7400, loss: 1.7400 2023-12-29 16:39:31,444 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 22:56:30, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 1.8498, loss: 1.8498 2023-12-29 16:39:53,791 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 22:56:07, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 1.8378, loss: 1.8378 2023-12-29 16:40:03,200 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-29 16:43:39,298 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 16:43:39,783 - pyskl - INFO - top1_acc 0.6595 top5_acc 0.9138 2023-12-29 16:43:39,808 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.6595, top5_acc: 0.9138 2023-12-29 16:44:22,937 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 22:55:53, time: 0.431, data_time: 0.208, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9481, loss_cls: 1.8083, loss: 1.8083 2023-12-29 16:44:45,317 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 22:55:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9525, loss_cls: 1.7410, loss: 1.7410 2023-12-29 16:45:07,755 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 22:55:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9519, loss_cls: 1.7211, loss: 1.7211 2023-12-29 16:45:30,227 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 22:54:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 1.7607, loss: 1.7607 2023-12-29 16:45:52,681 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 22:54:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 1.8099, loss: 1.8099 2023-12-29 16:46:15,188 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 22:53:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 1.6856, loss: 1.6856 2023-12-29 16:46:37,754 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 22:53:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 1.7905, loss: 1.7905 2023-12-29 16:47:00,253 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 22:53:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 1.7418, loss: 1.7418 2023-12-29 16:47:22,697 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 22:52:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 1.7413, loss: 1.7413 2023-12-29 16:47:45,108 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 22:52:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 1.7677, loss: 1.7677 2023-12-29 16:48:07,560 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 22:52:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9513, loss_cls: 1.7965, loss: 1.7965 2023-12-29 16:48:30,025 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 22:51:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 1.8331, loss: 1.8331 2023-12-29 16:48:52,421 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 22:51:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 1.7699, loss: 1.7699 2023-12-29 16:49:14,769 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 22:50:50, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 1.7846, loss: 1.7846 2023-12-29 16:49:37,136 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 22:50:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 1.7639, loss: 1.7639 2023-12-29 16:49:59,520 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 22:50:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 1.7902, loss: 1.7902 2023-12-29 16:50:22,016 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 22:49:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 1.8350, loss: 1.8350 2023-12-29 16:50:44,504 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 22:49:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9463, loss_cls: 1.8462, loss: 1.8462 2023-12-29 16:51:06,995 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 22:48:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 1.7732, loss: 1.7732 2023-12-29 16:51:29,440 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 22:48:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 1.8216, loss: 1.8216 2023-12-29 16:51:51,868 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 22:48:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 1.7614, loss: 1.7614 2023-12-29 16:52:14,279 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 22:47:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9431, loss_cls: 1.8252, loss: 1.8252 2023-12-29 16:52:36,802 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 22:47:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 1.7876, loss: 1.7876 2023-12-29 16:52:59,367 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 22:46:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 1.7329, loss: 1.7329 2023-12-29 16:53:21,836 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 22:46:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 1.8665, loss: 1.8665 2023-12-29 16:53:44,257 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 22:46:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 1.7250, loss: 1.7250 2023-12-29 16:54:06,631 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 22:45:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 1.9030, loss: 1.9030 2023-12-29 16:54:28,978 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 22:45:24, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 1.7635, loss: 1.7635 2023-12-29 16:54:51,298 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 22:45:00, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 1.7730, loss: 1.7730 2023-12-29 16:55:13,632 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 22:44:37, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9444, loss_cls: 1.8741, loss: 1.8741 2023-12-29 16:55:35,954 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 22:44:13, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9456, loss_cls: 1.8264, loss: 1.8264 2023-12-29 16:55:58,264 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 22:43:50, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 1.7498, loss: 1.7498 2023-12-29 16:56:20,595 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 22:43:26, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 1.8432, loss: 1.8432 2023-12-29 16:56:42,902 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 22:43:03, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 1.8146, loss: 1.8146 2023-12-29 16:57:05,211 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 22:42:39, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 1.8367, loss: 1.8367 2023-12-29 16:57:27,543 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 22:42:16, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 1.7442, loss: 1.7442 2023-12-29 16:57:50,122 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 22:41:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 1.7889, loss: 1.7889 2023-12-29 16:58:12,564 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 22:41:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9469, loss_cls: 1.8065, loss: 1.8065 2023-12-29 16:58:34,966 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 22:41:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 1.8136, loss: 1.8136 2023-12-29 16:58:44,307 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-29 17:02:19,711 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 17:02:20,186 - pyskl - INFO - top1_acc 0.6764 top5_acc 0.9250 2023-12-29 17:02:20,208 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.6764, top5_acc: 0.9250 2023-12-29 17:03:04,347 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 22:40:53, time: 0.441, data_time: 0.219, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 1.7920, loss: 1.7920 2023-12-29 17:03:26,633 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 22:40:30, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 1.7992, loss: 1.7992 2023-12-29 17:03:48,914 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 22:40:06, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 1.8132, loss: 1.8132 2023-12-29 17:04:11,210 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 22:39:43, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 1.6903, loss: 1.6903 2023-12-29 17:04:33,571 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 22:39:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 1.7409, loss: 1.7409 2023-12-29 17:04:55,936 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 22:38:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 1.7930, loss: 1.7930 2023-12-29 17:05:18,418 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 22:38:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 1.8548, loss: 1.8548 2023-12-29 17:05:40,865 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 22:38:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 1.7598, loss: 1.7598 2023-12-29 17:06:03,275 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 22:37:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 1.6813, loss: 1.6813 2023-12-29 17:06:25,673 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 22:37:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 1.6520, loss: 1.6520 2023-12-29 17:06:48,089 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 22:36:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 1.7645, loss: 1.7645 2023-12-29 17:07:10,501 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 22:36:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9400, loss_cls: 1.8744, loss: 1.8744 2023-12-29 17:07:32,924 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 22:36:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 1.8154, loss: 1.8154 2023-12-29 17:07:55,325 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 22:35:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 1.7757, loss: 1.7757 2023-12-29 17:08:17,700 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 22:35:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9519, loss_cls: 1.8401, loss: 1.8401 2023-12-29 17:08:40,083 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 22:35:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9644, loss_cls: 1.7562, loss: 1.7562 2023-12-29 17:09:02,472 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 22:34:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 1.8345, loss: 1.8345 2023-12-29 17:09:24,904 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 22:34:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 1.7430, loss: 1.7430 2023-12-29 17:09:47,339 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 22:33:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 1.8589, loss: 1.8589 2023-12-29 17:10:09,819 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 22:33:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 1.8451, loss: 1.8451 2023-12-29 17:10:32,374 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 22:33:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 1.7939, loss: 1.7939 2023-12-29 17:10:55,006 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 22:32:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 1.8322, loss: 1.8322 2023-12-29 17:11:17,564 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 22:32:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 1.7064, loss: 1.7064 2023-12-29 17:11:39,973 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 22:31:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 1.8011, loss: 1.8011 2023-12-29 17:12:02,390 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 22:31:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9463, loss_cls: 1.8680, loss: 1.8680 2023-12-29 17:12:24,918 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 22:31:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9481, loss_cls: 1.8167, loss: 1.8167 2023-12-29 17:12:47,435 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 22:30:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 1.8145, loss: 1.8145 2023-12-29 17:13:09,850 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 22:30:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 1.8417, loss: 1.8417 2023-12-29 17:13:32,244 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 22:30:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9437, loss_cls: 1.7866, loss: 1.7866 2023-12-29 17:13:54,796 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 22:29:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 1.7931, loss: 1.7931 2023-12-29 17:14:17,256 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 22:29:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9450, loss_cls: 1.8327, loss: 1.8327 2023-12-29 17:14:39,668 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 22:28:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 1.7140, loss: 1.7140 2023-12-29 17:15:02,007 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 22:28:27, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 1.7805, loss: 1.7805 2023-12-29 17:15:24,318 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 22:28:04, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 1.7626, loss: 1.7626 2023-12-29 17:15:46,632 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 22:27:40, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 1.8225, loss: 1.8225 2023-12-29 17:16:08,939 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 22:27:17, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 1.7821, loss: 1.7821 2023-12-29 17:16:31,258 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 22:26:53, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 1.7781, loss: 1.7781 2023-12-29 17:16:53,562 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 22:26:30, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9494, loss_cls: 1.8033, loss: 1.8033 2023-12-29 17:17:15,921 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 22:26:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9587, loss_cls: 1.8684, loss: 1.8684 2023-12-29 17:17:25,315 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-29 17:21:01,344 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 17:21:01,812 - pyskl - INFO - top1_acc 0.6784 top5_acc 0.9200 2023-12-29 17:21:01,833 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.6784, top5_acc: 0.9200 2023-12-29 17:21:44,848 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 22:25:51, time: 0.430, data_time: 0.207, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 1.6859, loss: 1.6859 2023-12-29 17:22:07,203 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 22:25:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 1.7005, loss: 1.7005 2023-12-29 17:22:29,593 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 22:25:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 1.7237, loss: 1.7237 2023-12-29 17:22:52,008 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 22:24:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 1.7729, loss: 1.7729 2023-12-29 17:23:14,461 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 22:24:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 1.6800, loss: 1.6800 2023-12-29 17:23:36,954 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 22:23:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 1.7854, loss: 1.7854 2023-12-29 17:23:59,420 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 22:23:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 1.8346, loss: 1.8346 2023-12-29 17:24:21,855 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 22:23:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 1.7304, loss: 1.7304 2023-12-29 17:24:44,281 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 22:22:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 1.8254, loss: 1.8254 2023-12-29 17:25:06,709 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 22:22:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 1.7676, loss: 1.7676 2023-12-29 17:25:29,147 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 22:21:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 1.7567, loss: 1.7567 2023-12-29 17:25:51,577 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 22:21:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 1.7824, loss: 1.7824 2023-12-29 17:26:14,002 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 22:21:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 1.8019, loss: 1.8019 2023-12-29 17:26:36,419 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 22:20:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 1.8401, loss: 1.8401 2023-12-29 17:26:58,790 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 22:20:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 1.7050, loss: 1.7050 2023-12-29 17:27:21,180 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 22:20:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 1.8652, loss: 1.8652 2023-12-29 17:27:43,656 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 22:19:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 1.8010, loss: 1.8010 2023-12-29 17:28:06,069 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 22:19:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9437, loss_cls: 1.8612, loss: 1.8612 2023-12-29 17:28:28,449 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 22:18:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 1.7807, loss: 1.7807 2023-12-29 17:28:50,834 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 22:18:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 1.7750, loss: 1.7750 2023-12-29 17:29:13,256 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 22:18:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 1.8129, loss: 1.8129 2023-12-29 17:29:35,632 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 22:17:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9463, loss_cls: 1.8779, loss: 1.8779 2023-12-29 17:29:58,007 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 22:17:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9481, loss_cls: 1.8396, loss: 1.8396 2023-12-29 17:30:20,416 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 22:16:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 1.7366, loss: 1.7366 2023-12-29 17:30:42,812 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 22:16:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 1.8304, loss: 1.8304 2023-12-29 17:31:05,211 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 22:16:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 1.7813, loss: 1.7813 2023-12-29 17:31:27,660 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 22:15:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 1.8308, loss: 1.8308 2023-12-29 17:31:50,147 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 22:15:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9456, loss_cls: 1.8300, loss: 1.8300 2023-12-29 17:32:12,580 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 22:14:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 1.8213, loss: 1.8213 2023-12-29 17:32:34,969 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 22:14:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 1.8402, loss: 1.8402 2023-12-29 17:32:57,338 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 22:14:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9463, loss_cls: 1.8800, loss: 1.8800 2023-12-29 17:33:19,711 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 22:13:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 1.8195, loss: 1.8195 2023-12-29 17:33:42,100 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 22:13:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 1.7542, loss: 1.7542 2023-12-29 17:34:04,481 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 22:13:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 1.6976, loss: 1.6976 2023-12-29 17:34:26,851 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 22:12:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9531, loss_cls: 1.7717, loss: 1.7717 2023-12-29 17:34:49,219 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 22:12:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 1.8016, loss: 1.8016 2023-12-29 17:35:11,618 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 22:11:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 1.7590, loss: 1.7590 2023-12-29 17:35:34,001 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 22:11:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 1.8028, loss: 1.8028 2023-12-29 17:35:56,410 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 22:11:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 1.7432, loss: 1.7432 2023-12-29 17:36:05,789 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-29 17:39:41,443 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 17:39:41,918 - pyskl - INFO - top1_acc 0.6330 top5_acc 0.8849 2023-12-29 17:39:41,940 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.6330, top5_acc: 0.8849 2023-12-29 17:40:24,940 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 22:10:49, time: 0.430, data_time: 0.206, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 1.6819, loss: 1.6819 2023-12-29 17:40:47,259 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 22:10:26, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9531, loss_cls: 1.7399, loss: 1.7399 2023-12-29 17:41:09,615 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 22:10:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 1.6890, loss: 1.6890 2023-12-29 17:41:32,108 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 22:09:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 1.7617, loss: 1.7617 2023-12-29 17:41:54,635 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 22:09:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 1.7920, loss: 1.7920 2023-12-29 17:42:17,042 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 22:08:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 1.7554, loss: 1.7554 2023-12-29 17:42:39,414 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 22:08:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 1.8099, loss: 1.8099 2023-12-29 17:43:01,853 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 22:08:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 1.7336, loss: 1.7336 2023-12-29 17:43:24,265 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 22:07:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 1.7537, loss: 1.7537 2023-12-29 17:43:46,709 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 22:07:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9500, loss_cls: 1.8199, loss: 1.8199 2023-12-29 17:44:09,123 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 22:06:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 1.8305, loss: 1.8305 2023-12-29 17:44:31,532 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 22:06:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 1.6968, loss: 1.6968 2023-12-29 17:44:53,989 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 22:06:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 1.8089, loss: 1.8089 2023-12-29 17:45:16,447 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 22:05:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9475, loss_cls: 1.8299, loss: 1.8299 2023-12-29 17:45:38,831 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 22:05:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 1.7920, loss: 1.7920 2023-12-29 17:46:01,301 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 22:05:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9506, loss_cls: 1.7299, loss: 1.7299 2023-12-29 17:46:23,807 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 22:04:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 1.7221, loss: 1.7221 2023-12-29 17:46:46,225 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 22:04:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 1.7750, loss: 1.7750 2023-12-29 17:47:08,649 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 22:03:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 1.8465, loss: 1.8465 2023-12-29 17:47:31,025 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 22:03:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 1.7425, loss: 1.7425 2023-12-29 17:47:53,431 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 22:03:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 1.7576, loss: 1.7576 2023-12-29 17:48:15,808 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 22:02:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9525, loss_cls: 1.7481, loss: 1.7481 2023-12-29 17:48:38,207 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 22:02:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 1.7626, loss: 1.7626 2023-12-29 17:49:00,585 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 22:01:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9463, loss_cls: 1.9000, loss: 1.9000 2023-12-29 17:49:23,000 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 22:01:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9513, loss_cls: 1.7224, loss: 1.7224 2023-12-29 17:49:45,387 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 22:01:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 1.7508, loss: 1.7508 2023-12-29 17:50:07,789 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 22:00:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 1.7223, loss: 1.7223 2023-12-29 17:50:30,163 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 22:00:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 1.7168, loss: 1.7168 2023-12-29 17:50:52,562 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 21:59:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9450, loss_cls: 1.8482, loss: 1.8482 2023-12-29 17:51:14,936 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 21:59:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 1.8229, loss: 1.8229 2023-12-29 17:51:37,333 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 21:59:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 1.7251, loss: 1.7251 2023-12-29 17:51:59,734 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 21:58:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 1.7875, loss: 1.7875 2023-12-29 17:52:22,096 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 21:58:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 1.8551, loss: 1.8551 2023-12-29 17:52:44,458 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 21:58:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9475, loss_cls: 1.8495, loss: 1.8495 2023-12-29 17:53:06,845 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 21:57:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 1.7800, loss: 1.7800 2023-12-29 17:53:29,220 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 21:57:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9469, loss_cls: 1.7598, loss: 1.7598 2023-12-29 17:53:51,610 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 21:56:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 1.7795, loss: 1.7795 2023-12-29 17:54:14,015 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 21:56:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 1.8418, loss: 1.8418 2023-12-29 17:54:36,406 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 21:56:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 1.7536, loss: 1.7536 2023-12-29 17:54:45,740 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-29 17:58:20,778 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 17:58:21,252 - pyskl - INFO - top1_acc 0.6982 top5_acc 0.9278 2023-12-29 17:58:21,274 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.6982, top5_acc: 0.9278 2023-12-29 17:59:03,959 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 21:55:47, time: 0.427, data_time: 0.204, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 1.8544, loss: 1.8544 2023-12-29 17:59:26,287 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 21:55:24, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 1.7348, loss: 1.7348 2023-12-29 17:59:48,619 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 21:55:00, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 1.7657, loss: 1.7657 2023-12-29 18:00:10,959 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 21:54:37, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 1.6936, loss: 1.6936 2023-12-29 18:00:33,349 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 21:54:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 1.7899, loss: 1.7899 2023-12-29 18:00:55,769 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 21:53:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9475, loss_cls: 1.7571, loss: 1.7571 2023-12-29 18:01:18,158 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 21:53:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 1.7815, loss: 1.7815 2023-12-29 18:01:40,614 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 21:53:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 1.7794, loss: 1.7794 2023-12-29 18:02:03,045 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 21:52:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 1.7795, loss: 1.7795 2023-12-29 18:02:25,452 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 21:52:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 1.7811, loss: 1.7811 2023-12-29 18:02:47,878 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 21:51:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9656, loss_cls: 1.7561, loss: 1.7561 2023-12-29 18:03:10,298 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 21:51:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 1.6950, loss: 1.6950 2023-12-29 18:03:32,703 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 21:51:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9437, loss_cls: 1.8043, loss: 1.8043 2023-12-29 18:03:55,119 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 21:50:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 1.7677, loss: 1.7677 2023-12-29 18:04:17,506 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 21:50:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 1.8467, loss: 1.8467 2023-12-29 18:04:39,921 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 21:49:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 1.6956, loss: 1.6956 2023-12-29 18:05:02,333 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 21:49:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 1.6814, loss: 1.6814 2023-12-29 18:05:24,828 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 21:49:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9487, loss_cls: 1.7867, loss: 1.7867 2023-12-29 18:05:47,274 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 21:48:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 1.7128, loss: 1.7128 2023-12-29 18:06:09,724 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 21:48:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 1.7907, loss: 1.7907 2023-12-29 18:06:32,166 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 21:48:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 1.8174, loss: 1.8174 2023-12-29 18:06:54,629 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 21:47:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 1.7236, loss: 1.7236 2023-12-29 18:07:17,077 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 21:47:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 1.7785, loss: 1.7785 2023-12-29 18:07:39,516 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 21:46:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 1.6952, loss: 1.6952 2023-12-29 18:08:01,937 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 21:46:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 1.8086, loss: 1.8086 2023-12-29 18:08:24,445 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 21:46:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 1.7159, loss: 1.7159 2023-12-29 18:08:46,987 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 21:45:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9425, loss_cls: 1.9062, loss: 1.9062 2023-12-29 18:09:09,455 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 21:45:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 1.8323, loss: 1.8323 2023-12-29 18:09:31,865 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 21:44:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9463, loss_cls: 1.8797, loss: 1.8797 2023-12-29 18:09:54,252 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 21:44:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 1.7345, loss: 1.7345 2023-12-29 18:10:16,625 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 21:44:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9519, loss_cls: 1.7514, loss: 1.7514 2023-12-29 18:10:39,010 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 21:43:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 1.7713, loss: 1.7713 2023-12-29 18:11:01,388 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 21:43:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 1.7494, loss: 1.7494 2023-12-29 18:11:23,768 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 21:42:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 1.7351, loss: 1.7351 2023-12-29 18:11:46,119 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 21:42:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.8555, loss: 1.8555 2023-12-29 18:12:08,444 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 21:42:12, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 1.8367, loss: 1.8367 2023-12-29 18:12:30,767 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 21:41:49, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9550, loss_cls: 1.7304, loss: 1.7304 2023-12-29 18:12:53,096 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 21:41:26, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 1.7187, loss: 1.7187 2023-12-29 18:13:15,435 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 21:41:02, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 1.7399, loss: 1.7399 2023-12-29 18:13:24,762 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-29 18:17:00,154 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 18:17:00,637 - pyskl - INFO - top1_acc 0.6769 top5_acc 0.9177 2023-12-29 18:17:00,659 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.6769, top5_acc: 0.9177 2023-12-29 18:17:43,615 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 21:40:46, time: 0.429, data_time: 0.206, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 1.7484, loss: 1.7484 2023-12-29 18:18:05,919 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 21:40:22, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9444, loss_cls: 1.8062, loss: 1.8062 2023-12-29 18:18:28,234 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 21:39:59, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 1.6956, loss: 1.6956 2023-12-29 18:18:50,568 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 21:39:35, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9487, loss_cls: 1.7878, loss: 1.7878 2023-12-29 18:19:12,926 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 21:39:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 1.6649, loss: 1.6649 2023-12-29 18:19:35,408 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 21:38:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9544, loss_cls: 1.7164, loss: 1.7164 2023-12-29 18:19:57,888 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 21:38:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 1.6827, loss: 1.6827 2023-12-29 18:20:20,308 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 21:38:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 1.7328, loss: 1.7328 2023-12-29 18:20:42,764 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 21:37:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 1.6938, loss: 1.6938 2023-12-29 18:21:05,182 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 21:37:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 1.7034, loss: 1.7034 2023-12-29 18:21:27,559 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 21:36:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9531, loss_cls: 1.6677, loss: 1.6677 2023-12-29 18:21:49,956 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 21:36:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 1.7800, loss: 1.7800 2023-12-29 18:22:12,353 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 21:36:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 1.7303, loss: 1.7303 2023-12-29 18:22:34,732 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 21:35:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 1.6769, loss: 1.6769 2023-12-29 18:22:57,089 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 21:35:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 1.7346, loss: 1.7346 2023-12-29 18:23:19,438 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 21:34:56, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9556, loss_cls: 1.6720, loss: 1.6720 2023-12-29 18:23:41,780 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 21:34:33, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 1.7819, loss: 1.7819 2023-12-29 18:24:04,123 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 21:34:09, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 1.7237, loss: 1.7237 2023-12-29 18:24:26,474 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 21:33:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 1.7762, loss: 1.7762 2023-12-29 18:24:48,836 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 21:33:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 1.8258, loss: 1.8258 2023-12-29 18:25:11,219 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 21:32:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 1.7990, loss: 1.7990 2023-12-29 18:25:33,575 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 21:32:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9437, loss_cls: 1.8573, loss: 1.8573 2023-12-29 18:25:55,940 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 21:32:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 1.7897, loss: 1.7897 2023-12-29 18:26:18,318 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 21:31:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 1.7948, loss: 1.7948 2023-12-29 18:26:40,702 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 21:31:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 1.7151, loss: 1.7151 2023-12-29 18:27:03,043 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 21:31:03, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 1.7353, loss: 1.7353 2023-12-29 18:27:25,421 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 21:30:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 1.7586, loss: 1.7586 2023-12-29 18:27:47,756 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 21:30:16, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 1.7778, loss: 1.7778 2023-12-29 18:28:10,112 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 21:29:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 1.7695, loss: 1.7695 2023-12-29 18:28:32,580 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 21:29:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 1.7000, loss: 1.7000 2023-12-29 18:28:54,984 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 21:29:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 1.8166, loss: 1.8166 2023-12-29 18:29:17,339 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 21:28:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9556, loss_cls: 1.6741, loss: 1.6741 2023-12-29 18:29:39,683 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 21:28:20, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 1.6734, loss: 1.6734 2023-12-29 18:30:02,021 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 21:27:56, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 1.8363, loss: 1.8363 2023-12-29 18:30:24,489 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 21:27:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 1.8255, loss: 1.8255 2023-12-29 18:30:46,942 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 21:27:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 1.7821, loss: 1.7821 2023-12-29 18:31:09,352 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 21:26:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9494, loss_cls: 1.7603, loss: 1.7603 2023-12-29 18:31:31,717 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 21:26:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 1.7576, loss: 1.7576 2023-12-29 18:31:54,105 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 21:26:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 1.7852, loss: 1.7852 2023-12-29 18:32:03,425 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-29 18:35:39,811 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 18:35:40,282 - pyskl - INFO - top1_acc 0.6765 top5_acc 0.9107 2023-12-29 18:35:40,303 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.6765, top5_acc: 0.9107 2023-12-29 18:36:23,060 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 21:25:43, time: 0.428, data_time: 0.205, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 1.7486, loss: 1.7486 2023-12-29 18:36:45,372 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 21:25:19, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9487, loss_cls: 1.7346, loss: 1.7346 2023-12-29 18:37:07,663 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 21:24:56, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 1.6128, loss: 1.6128 2023-12-29 18:37:29,970 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 21:24:33, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 1.7255, loss: 1.7255 2023-12-29 18:37:52,292 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 21:24:09, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9513, loss_cls: 1.7005, loss: 1.7005 2023-12-29 18:38:14,658 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 21:23:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 1.7443, loss: 1.7443 2023-12-29 18:38:37,042 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 21:23:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 1.8098, loss: 1.8098 2023-12-29 18:38:59,661 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 21:23:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 1.7593, loss: 1.7593 2023-12-29 18:39:22,105 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 21:22:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9600, loss_cls: 1.6692, loss: 1.6692 2023-12-29 18:39:44,546 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 21:22:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 1.7639, loss: 1.7639 2023-12-29 18:40:06,972 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 21:21:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 1.7592, loss: 1.7592 2023-12-29 18:40:29,583 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 21:21:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 1.8170, loss: 1.8170 2023-12-29 18:40:52,060 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 21:21:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9563, loss_cls: 1.6829, loss: 1.6829 2023-12-29 18:41:14,412 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 21:20:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 1.7160, loss: 1.7160 2023-12-29 18:41:36,745 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 21:20:17, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 1.7981, loss: 1.7981 2023-12-29 18:41:59,049 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 21:19:54, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9519, loss_cls: 1.7142, loss: 1.7142 2023-12-29 18:42:21,372 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 21:19:30, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 1.7151, loss: 1.7151 2023-12-29 18:42:43,689 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 21:19:07, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 1.7241, loss: 1.7241 2023-12-29 18:43:05,997 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 21:18:44, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 1.7575, loss: 1.7575 2023-12-29 18:43:28,331 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 21:18:20, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 1.7777, loss: 1.7777 2023-12-29 18:43:50,676 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 21:17:57, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 1.7742, loss: 1.7742 2023-12-29 18:44:13,046 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 21:17:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 1.7681, loss: 1.7681 2023-12-29 18:44:35,428 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 21:17:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 1.7087, loss: 1.7087 2023-12-29 18:44:57,811 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 21:16:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 1.7846, loss: 1.7846 2023-12-29 18:45:20,222 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 21:16:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9519, loss_cls: 1.7380, loss: 1.7380 2023-12-29 18:45:42,618 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 21:16:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9563, loss_cls: 1.7244, loss: 1.7244 2023-12-29 18:46:05,050 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 21:15:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 1.7414, loss: 1.7414 2023-12-29 18:46:27,499 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 21:15:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 1.7066, loss: 1.7066 2023-12-29 18:46:49,916 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 21:14:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 1.6991, loss: 1.6991 2023-12-29 18:47:12,309 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 21:14:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9513, loss_cls: 1.7238, loss: 1.7238 2023-12-29 18:47:34,640 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 21:14:04, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9494, loss_cls: 1.8228, loss: 1.8228 2023-12-29 18:47:57,025 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 21:13:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9494, loss_cls: 1.7690, loss: 1.7690 2023-12-29 18:48:19,440 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 21:13:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 1.7763, loss: 1.7763 2023-12-29 18:48:41,802 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 21:12:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9550, loss_cls: 1.7334, loss: 1.7334 2023-12-29 18:49:04,156 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 21:12:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9481, loss_cls: 1.8116, loss: 1.8116 2023-12-29 18:49:26,501 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 21:12:08, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 1.8418, loss: 1.8418 2023-12-29 18:49:48,872 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 21:11:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 1.7583, loss: 1.7583 2023-12-29 18:50:11,200 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 21:11:21, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.7684, loss: 1.7684 2023-12-29 18:50:33,563 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 21:10:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 1.7056, loss: 1.7056 2023-12-29 18:50:42,953 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-29 18:54:18,691 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 18:54:19,164 - pyskl - INFO - top1_acc 0.6684 top5_acc 0.9086 2023-12-29 18:54:19,186 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.6684, top5_acc: 0.9086 2023-12-29 18:55:02,754 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 21:10:41, time: 0.436, data_time: 0.212, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 1.6950, loss: 1.6950 2023-12-29 18:55:25,162 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 21:10:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 1.6622, loss: 1.6622 2023-12-29 18:55:47,678 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 21:09:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 1.7422, loss: 1.7422 2023-12-29 18:56:10,201 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 21:09:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 1.7194, loss: 1.7194 2023-12-29 18:56:32,591 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 21:09:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 1.8114, loss: 1.8114 2023-12-29 18:56:55,058 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 21:08:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 1.7457, loss: 1.7457 2023-12-29 18:57:17,598 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 21:08:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 1.7217, loss: 1.7217 2023-12-29 18:57:40,045 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 21:07:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 1.6895, loss: 1.6895 2023-12-29 18:58:02,472 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 21:07:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 1.7068, loss: 1.7068 2023-12-29 18:58:24,997 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 21:07:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 1.7258, loss: 1.7258 2023-12-29 18:58:47,514 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 21:06:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 1.7202, loss: 1.7202 2023-12-29 18:59:10,105 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 21:06:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 1.7212, loss: 1.7212 2023-12-29 18:59:32,611 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 21:06:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 1.7566, loss: 1.7566 2023-12-29 18:59:55,069 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 21:05:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 1.7290, loss: 1.7290 2023-12-29 19:00:17,531 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 21:05:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 1.7559, loss: 1.7559 2023-12-29 19:00:39,952 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 21:04:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 1.8093, loss: 1.8093 2023-12-29 19:01:02,267 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 21:04:31, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 1.7626, loss: 1.7626 2023-12-29 19:01:24,640 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 21:04:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 1.7603, loss: 1.7603 2023-12-29 19:01:47,009 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 21:03:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 1.7533, loss: 1.7533 2023-12-29 19:02:09,364 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 21:03:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 1.7499, loss: 1.7499 2023-12-29 19:02:31,783 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 21:02:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 1.7194, loss: 1.7194 2023-12-29 19:02:54,299 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 21:02:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 1.7047, loss: 1.7047 2023-12-29 19:03:16,749 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 21:02:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 1.7695, loss: 1.7695 2023-12-29 19:03:39,109 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 21:01:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 1.7762, loss: 1.7762 2023-12-29 19:04:01,487 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 21:01:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 1.7555, loss: 1.7555 2023-12-29 19:04:23,833 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 21:01:01, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 1.7791, loss: 1.7791 2023-12-29 19:04:46,188 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 21:00:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 1.7335, loss: 1.7335 2023-12-29 19:05:08,532 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 21:00:15, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9531, loss_cls: 1.7433, loss: 1.7433 2023-12-29 19:05:30,877 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 20:59:51, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.7315, loss: 1.7315 2023-12-29 19:05:53,333 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 20:59:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 1.6860, loss: 1.6860 2023-12-29 19:06:15,797 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 20:59:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 1.7270, loss: 1.7270 2023-12-29 19:06:38,235 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 20:58:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 1.8281, loss: 1.8281 2023-12-29 19:07:00,608 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 20:58:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9487, loss_cls: 1.7942, loss: 1.7942 2023-12-29 19:07:23,006 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 20:57:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9525, loss_cls: 1.7121, loss: 1.7121 2023-12-29 19:07:45,406 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 20:57:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 1.7217, loss: 1.7217 2023-12-29 19:08:07,826 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 20:57:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 1.7402, loss: 1.7402 2023-12-29 19:08:30,236 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 20:56:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9556, loss_cls: 1.7269, loss: 1.7269 2023-12-29 19:08:52,635 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 20:56:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 1.7414, loss: 1.7414 2023-12-29 19:09:15,046 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 20:55:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 1.6538, loss: 1.6538 2023-12-29 19:09:24,413 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-29 19:12:59,421 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 19:12:59,899 - pyskl - INFO - top1_acc 0.6963 top5_acc 0.9249 2023-12-29 19:12:59,923 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.6963, top5_acc: 0.9249 2023-12-29 19:13:43,632 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 20:55:42, time: 0.437, data_time: 0.212, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 1.6489, loss: 1.6489 2023-12-29 19:14:06,022 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 20:55:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 1.7044, loss: 1.7044 2023-12-29 19:14:28,457 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 20:54:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 1.7232, loss: 1.7232 2023-12-29 19:14:50,867 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 20:54:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 1.7187, loss: 1.7187 2023-12-29 19:15:13,288 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 20:54:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 1.7347, loss: 1.7347 2023-12-29 19:15:35,719 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 20:53:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9475, loss_cls: 1.8078, loss: 1.8078 2023-12-29 19:15:58,143 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 20:53:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 1.6353, loss: 1.6353 2023-12-29 19:16:20,526 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 20:53:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 1.6776, loss: 1.6776 2023-12-29 19:16:42,946 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 20:52:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 1.7223, loss: 1.7223 2023-12-29 19:17:05,362 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 20:52:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9575, loss_cls: 1.6464, loss: 1.6464 2023-12-29 19:17:27,802 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 20:51:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 1.7831, loss: 1.7831 2023-12-29 19:17:50,212 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 20:51:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 1.6855, loss: 1.6855 2023-12-29 19:18:12,622 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 20:51:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 1.8209, loss: 1.8209 2023-12-29 19:18:35,046 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 20:50:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 1.6784, loss: 1.6784 2023-12-29 19:18:57,420 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 20:50:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9544, loss_cls: 1.7179, loss: 1.7179 2023-12-29 19:19:19,849 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 20:49:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9531, loss_cls: 1.7486, loss: 1.7486 2023-12-29 19:19:42,287 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 20:49:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.6798, loss: 1.6798 2023-12-29 19:20:04,720 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 20:49:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 1.7762, loss: 1.7762 2023-12-29 19:20:27,135 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 20:48:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 1.7176, loss: 1.7176 2023-12-29 19:20:49,580 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 20:48:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 1.7956, loss: 1.7956 2023-12-29 19:21:12,005 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 20:47:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 1.7732, loss: 1.7732 2023-12-29 19:21:34,500 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 20:47:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 1.7916, loss: 1.7916 2023-12-29 19:21:57,110 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 20:47:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 1.7200, loss: 1.7200 2023-12-29 19:22:19,656 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 20:46:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 1.7455, loss: 1.7455 2023-12-29 19:22:42,136 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 20:46:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 1.7632, loss: 1.7632 2023-12-29 19:23:04,619 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 20:46:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 1.8264, loss: 1.8264 2023-12-29 19:23:27,031 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 20:45:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 1.7515, loss: 1.7515 2023-12-29 19:23:49,520 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 20:45:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 1.7249, loss: 1.7249 2023-12-29 19:24:12,030 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 20:44:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 1.7895, loss: 1.7895 2023-12-29 19:24:34,496 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 20:44:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9437, loss_cls: 1.7864, loss: 1.7864 2023-12-29 19:24:57,052 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 20:44:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9525, loss_cls: 1.6844, loss: 1.6844 2023-12-29 19:25:19,438 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 20:43:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 1.7878, loss: 1.7878 2023-12-29 19:25:41,847 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 20:43:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9513, loss_cls: 1.7259, loss: 1.7259 2023-12-29 19:26:04,213 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 20:42:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 1.7665, loss: 1.7665 2023-12-29 19:26:26,565 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 20:42:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9550, loss_cls: 1.6725, loss: 1.6725 2023-12-29 19:26:48,923 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 20:42:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.6884, loss: 1.6884 2023-12-29 19:27:11,284 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 20:41:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9519, loss_cls: 1.7168, loss: 1.7168 2023-12-29 19:27:33,644 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 20:41:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9500, loss_cls: 1.7281, loss: 1.7281 2023-12-29 19:27:56,027 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 20:41:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 1.7383, loss: 1.7383 2023-12-29 19:28:05,333 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-29 19:31:40,659 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 19:31:41,131 - pyskl - INFO - top1_acc 0.6983 top5_acc 0.9273 2023-12-29 19:31:41,152 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.6983, top5_acc: 0.9273 2023-12-29 19:32:25,305 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 20:40:44, time: 0.441, data_time: 0.218, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 1.7630, loss: 1.7630 2023-12-29 19:32:47,717 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 20:40:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 1.6675, loss: 1.6675 2023-12-29 19:33:10,085 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 20:39:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 1.6674, loss: 1.6674 2023-12-29 19:33:32,452 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 20:39:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 1.7082, loss: 1.7082 2023-12-29 19:33:54,817 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 20:39:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 1.6608, loss: 1.6608 2023-12-29 19:34:17,221 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 20:38:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 1.6714, loss: 1.6714 2023-12-29 19:34:39,657 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 20:38:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 1.6559, loss: 1.6559 2023-12-29 19:35:02,032 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 20:38:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 1.7251, loss: 1.7251 2023-12-29 19:35:24,385 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 20:37:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 1.7101, loss: 1.7101 2023-12-29 19:35:46,759 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 20:37:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 1.7361, loss: 1.7361 2023-12-29 19:36:09,099 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 20:36:52, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9563, loss_cls: 1.6725, loss: 1.6725 2023-12-29 19:36:31,529 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 20:36:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 1.7738, loss: 1.7738 2023-12-29 19:36:54,017 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 20:36:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 1.7589, loss: 1.7589 2023-12-29 19:37:16,427 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 20:35:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9600, loss_cls: 1.6436, loss: 1.6436 2023-12-29 19:37:39,081 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 20:35:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9550, loss_cls: 1.6971, loss: 1.6971 2023-12-29 19:38:01,582 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 20:34:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 1.6442, loss: 1.6442 2023-12-29 19:38:24,097 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 20:34:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 1.8002, loss: 1.8002 2023-12-29 19:38:46,484 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 20:34:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 1.7031, loss: 1.7031 2023-12-29 19:39:08,819 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 20:33:47, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 1.6513, loss: 1.6513 2023-12-29 19:39:31,180 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 20:33:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 1.7718, loss: 1.7718 2023-12-29 19:39:53,502 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 20:33:00, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 1.7050, loss: 1.7050 2023-12-29 19:40:15,832 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 20:32:37, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 1.8049, loss: 1.8049 2023-12-29 19:40:38,166 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 20:32:14, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 1.6854, loss: 1.6854 2023-12-29 19:41:00,485 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 20:31:50, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 1.7959, loss: 1.7959 2023-12-29 19:41:22,924 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 20:31:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 1.8095, loss: 1.8095 2023-12-29 19:41:45,329 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 20:31:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 1.7046, loss: 1.7046 2023-12-29 19:42:07,758 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 20:30:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9500, loss_cls: 1.7199, loss: 1.7199 2023-12-29 19:42:30,128 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 20:30:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 1.7512, loss: 1.7512 2023-12-29 19:42:52,479 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 20:29:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 1.7510, loss: 1.7510 2023-12-29 19:43:14,846 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 20:29:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9513, loss_cls: 1.7773, loss: 1.7773 2023-12-29 19:43:37,200 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 20:29:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9525, loss_cls: 1.7277, loss: 1.7277 2023-12-29 19:43:59,588 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 20:28:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 1.7469, loss: 1.7469 2023-12-29 19:44:21,943 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 20:28:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 1.7836, loss: 1.7836 2023-12-29 19:44:44,308 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 20:27:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 1.7265, loss: 1.7265 2023-12-29 19:45:06,677 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 20:27:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 1.6998, loss: 1.6998 2023-12-29 19:45:29,039 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 20:27:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 1.6716, loss: 1.6716 2023-12-29 19:45:51,443 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 20:26:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 1.7609, loss: 1.7609 2023-12-29 19:46:13,771 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 20:26:25, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 1.7640, loss: 1.7640 2023-12-29 19:46:36,140 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 20:26:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 1.6817, loss: 1.6817 2023-12-29 19:46:45,473 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-29 19:50:20,609 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 19:50:21,079 - pyskl - INFO - top1_acc 0.6963 top5_acc 0.9284 2023-12-29 19:50:21,099 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.6963, top5_acc: 0.9284 2023-12-29 19:51:04,723 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 20:25:44, time: 0.436, data_time: 0.211, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 1.6532, loss: 1.6532 2023-12-29 19:51:27,105 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 20:25:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 1.7084, loss: 1.7084 2023-12-29 19:51:49,441 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 20:24:57, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 1.6180, loss: 1.6180 2023-12-29 19:52:11,780 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 20:24:34, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 1.6593, loss: 1.6593 2023-12-29 19:52:34,112 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 20:24:11, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 1.6410, loss: 1.6410 2023-12-29 19:52:56,427 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 20:23:47, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 1.6862, loss: 1.6862 2023-12-29 19:53:18,772 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 20:23:24, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 1.7225, loss: 1.7225 2023-12-29 19:53:41,111 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 20:23:01, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 1.7269, loss: 1.7269 2023-12-29 19:54:03,414 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 20:22:38, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 1.7041, loss: 1.7041 2023-12-29 19:54:25,776 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 20:22:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 1.6505, loss: 1.6505 2023-12-29 19:54:48,133 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 20:21:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9506, loss_cls: 1.7158, loss: 1.7158 2023-12-29 19:55:10,482 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 20:21:28, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 1.6836, loss: 1.6836 2023-12-29 19:55:32,819 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 20:21:04, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 1.6991, loss: 1.6991 2023-12-29 19:55:55,165 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 20:20:41, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 1.7258, loss: 1.7258 2023-12-29 19:56:17,512 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 20:20:18, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 1.6971, loss: 1.6971 2023-12-29 19:56:39,832 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 20:19:55, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 1.7116, loss: 1.7116 2023-12-29 19:57:02,149 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 20:19:31, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 1.7058, loss: 1.7058 2023-12-29 19:57:24,462 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 20:19:08, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9550, loss_cls: 1.6868, loss: 1.6868 2023-12-29 19:57:46,771 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 20:18:45, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 1.6810, loss: 1.6810 2023-12-29 19:58:09,067 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 20:18:21, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 1.6397, loss: 1.6397 2023-12-29 19:58:31,377 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 20:17:58, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9563, loss_cls: 1.6613, loss: 1.6613 2023-12-29 19:58:53,700 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 20:17:35, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 1.6951, loss: 1.6951 2023-12-29 19:59:16,017 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 20:17:11, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9456, loss_cls: 1.8121, loss: 1.8121 2023-12-29 19:59:38,635 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 20:16:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 1.7253, loss: 1.7253 2023-12-29 20:00:01,090 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 20:16:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9531, loss_cls: 1.6855, loss: 1.6855 2023-12-29 20:00:23,437 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 20:16:02, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 1.6951, loss: 1.6951 2023-12-29 20:00:45,763 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 20:15:39, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 1.7627, loss: 1.7627 2023-12-29 20:01:08,159 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 20:15:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 1.7717, loss: 1.7717 2023-12-29 20:01:30,495 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 20:14:52, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 1.6878, loss: 1.6878 2023-12-29 20:01:52,874 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 20:14:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 1.8033, loss: 1.8033 2023-12-29 20:02:15,253 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 20:14:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 1.8321, loss: 1.8321 2023-12-29 20:02:37,613 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 20:13:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9531, loss_cls: 1.7475, loss: 1.7475 2023-12-29 20:02:59,923 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 20:13:19, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 1.6907, loss: 1.6907 2023-12-29 20:03:22,259 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 20:12:56, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 1.6526, loss: 1.6526 2023-12-29 20:03:44,592 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 20:12:33, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 1.6526, loss: 1.6526 2023-12-29 20:04:06,927 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 20:12:09, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 1.7645, loss: 1.7645 2023-12-29 20:04:29,267 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 20:11:46, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 1.7510, loss: 1.7510 2023-12-29 20:04:51,621 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 20:11:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 1.6678, loss: 1.6678 2023-12-29 20:05:13,950 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 20:11:00, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 1.7594, loss: 1.7594 2023-12-29 20:05:23,233 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-29 20:08:58,823 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 20:08:59,292 - pyskl - INFO - top1_acc 0.7238 top5_acc 0.9376 2023-12-29 20:08:59,297 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_55.pth was removed 2023-12-29 20:08:59,429 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. 2023-12-29 20:08:59,431 - pyskl - INFO - Best top1_acc is 0.7238 at 69 epoch. 2023-12-29 20:08:59,450 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7238, top5_acc: 0.9376 2023-12-29 20:09:43,284 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 20:10:42, time: 0.438, data_time: 0.214, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 1.6630, loss: 1.6630 2023-12-29 20:10:05,622 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 20:10:19, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 1.7013, loss: 1.7013 2023-12-29 20:10:27,992 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 20:09:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 1.6596, loss: 1.6596 2023-12-29 20:10:50,363 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 20:09:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 1.6664, loss: 1.6664 2023-12-29 20:11:12,758 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 20:09:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 1.6537, loss: 1.6537 2023-12-29 20:11:35,063 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 20:08:46, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 1.7133, loss: 1.7133 2023-12-29 20:11:57,404 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 20:08:22, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 1.6278, loss: 1.6278 2023-12-29 20:12:19,889 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 20:07:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 1.6472, loss: 1.6472 2023-12-29 20:12:42,408 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 20:07:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 1.6969, loss: 1.6969 2023-12-29 20:13:04,926 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 20:07:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 1.7586, loss: 1.7586 2023-12-29 20:13:27,543 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 20:06:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 1.8019, loss: 1.8019 2023-12-29 20:13:50,019 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 20:06:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 1.6946, loss: 1.6946 2023-12-29 20:14:12,521 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 20:06:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9613, loss_cls: 1.6481, loss: 1.6481 2023-12-29 20:14:34,908 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 20:05:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 1.6834, loss: 1.6834 2023-12-29 20:14:57,306 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 20:05:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 1.6328, loss: 1.6328 2023-12-29 20:15:19,689 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 20:04:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9581, loss_cls: 1.6899, loss: 1.6899 2023-12-29 20:15:42,059 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 20:04:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 1.7032, loss: 1.7032 2023-12-29 20:16:04,417 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 20:04:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 1.7460, loss: 1.7460 2023-12-29 20:16:26,775 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 20:03:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 1.6938, loss: 1.6938 2023-12-29 20:16:49,145 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 20:03:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 1.7012, loss: 1.7012 2023-12-29 20:17:11,522 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 20:02:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 1.7304, loss: 1.7304 2023-12-29 20:17:33,874 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 20:02:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 1.7094, loss: 1.7094 2023-12-29 20:17:56,380 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 20:02:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 1.7244, loss: 1.7244 2023-12-29 20:18:18,744 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 20:01:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 1.6892, loss: 1.6892 2023-12-29 20:18:41,093 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 20:01:25, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 1.7308, loss: 1.7308 2023-12-29 20:19:03,443 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 20:01:02, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 1.7591, loss: 1.7591 2023-12-29 20:19:25,818 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 20:00:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 1.6989, loss: 1.6989 2023-12-29 20:19:48,315 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 20:00:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 1.7111, loss: 1.7111 2023-12-29 20:20:10,797 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 19:59:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 1.6113, loss: 1.6113 2023-12-29 20:20:33,251 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 19:59:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9481, loss_cls: 1.7735, loss: 1.7735 2023-12-29 20:20:55,652 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 19:59:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 1.6454, loss: 1.6454 2023-12-29 20:21:18,169 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 19:58:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 1.6783, loss: 1.6783 2023-12-29 20:21:40,661 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 19:58:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 1.6784, loss: 1.6784 2023-12-29 20:22:03,062 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 19:57:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9663, loss_cls: 1.7145, loss: 1.7145 2023-12-29 20:22:25,423 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 19:57:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9556, loss_cls: 1.6977, loss: 1.6977 2023-12-29 20:22:47,772 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 19:57:11, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 1.6583, loss: 1.6583 2023-12-29 20:23:10,124 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 19:56:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 1.6883, loss: 1.6883 2023-12-29 20:23:32,495 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 19:56:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9419, loss_cls: 1.7993, loss: 1.7993 2023-12-29 20:23:54,833 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 19:56:01, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 1.6716, loss: 1.6716 2023-12-29 20:24:04,151 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-29 20:27:39,218 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 20:27:39,694 - pyskl - INFO - top1_acc 0.6406 top5_acc 0.8927 2023-12-29 20:27:39,715 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.6406, top5_acc: 0.8927 2023-12-29 20:28:23,793 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 19:55:43, time: 0.441, data_time: 0.217, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9587, loss_cls: 1.6310, loss: 1.6310 2023-12-29 20:28:46,228 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 19:55:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 1.6297, loss: 1.6297 2023-12-29 20:29:08,659 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 19:54:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9675, loss_cls: 1.6935, loss: 1.6935 2023-12-29 20:29:31,165 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 19:54:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 1.6357, loss: 1.6357 2023-12-29 20:29:53,579 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 19:54:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 1.6467, loss: 1.6467 2023-12-29 20:30:15,972 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 19:53:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 1.6745, loss: 1.6745 2023-12-29 20:30:38,318 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 19:53:24, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 1.6515, loss: 1.6515 2023-12-29 20:31:00,718 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 19:53:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 1.7938, loss: 1.7938 2023-12-29 20:31:23,069 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 19:52:38, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 1.6775, loss: 1.6775 2023-12-29 20:31:45,435 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 19:52:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9519, loss_cls: 1.6991, loss: 1.6991 2023-12-29 20:32:07,968 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 19:51:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 1.7038, loss: 1.7038 2023-12-29 20:32:30,355 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 19:51:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 1.6607, loss: 1.6607 2023-12-29 20:32:52,744 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 19:51:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9663, loss_cls: 1.7603, loss: 1.7603 2023-12-29 20:33:15,125 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 19:50:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 1.7343, loss: 1.7343 2023-12-29 20:33:37,492 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 19:50:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 1.7394, loss: 1.7394 2023-12-29 20:33:59,836 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 19:49:55, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 1.7174, loss: 1.7174 2023-12-29 20:34:22,154 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 19:49:32, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 1.7648, loss: 1.7648 2023-12-29 20:34:44,463 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 19:49:09, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 1.7531, loss: 1.7531 2023-12-29 20:35:06,785 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 19:48:45, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 1.6341, loss: 1.6341 2023-12-29 20:35:29,089 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 19:48:22, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 1.6642, loss: 1.6642 2023-12-29 20:35:51,407 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 19:47:59, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 1.7598, loss: 1.7598 2023-12-29 20:36:13,721 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 19:47:36, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 1.6702, loss: 1.6702 2023-12-29 20:36:36,049 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 19:47:12, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9544, loss_cls: 1.7124, loss: 1.7124 2023-12-29 20:36:58,353 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 19:46:49, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9587, loss_cls: 1.6307, loss: 1.6307 2023-12-29 20:37:20,717 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 19:46:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 1.6759, loss: 1.6759 2023-12-29 20:37:43,128 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 19:46:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 1.6608, loss: 1.6608 2023-12-29 20:38:05,504 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 19:45:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9587, loss_cls: 1.6473, loss: 1.6473 2023-12-29 20:38:27,846 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 19:45:16, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 1.7098, loss: 1.7098 2023-12-29 20:38:50,177 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 19:44:53, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 1.6628, loss: 1.6628 2023-12-29 20:39:12,507 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 19:44:30, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 1.6604, loss: 1.6604 2023-12-29 20:39:34,845 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 19:44:07, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 1.6642, loss: 1.6642 2023-12-29 20:39:57,182 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 19:43:43, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 1.6963, loss: 1.6963 2023-12-29 20:40:19,527 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 19:43:20, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 1.7409, loss: 1.7409 2023-12-29 20:40:41,945 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 19:42:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 1.5986, loss: 1.5986 2023-12-29 20:41:04,319 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 19:42:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9594, loss_cls: 1.6523, loss: 1.6523 2023-12-29 20:41:26,698 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 19:42:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 1.7154, loss: 1.7154 2023-12-29 20:41:49,036 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 19:41:47, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 1.7389, loss: 1.7389 2023-12-29 20:42:11,528 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 19:41:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 1.7003, loss: 1.7003 2023-12-29 20:42:33,974 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 19:41:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 1.7228, loss: 1.7228 2023-12-29 20:42:43,362 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-29 20:46:18,914 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 20:46:19,395 - pyskl - INFO - top1_acc 0.7190 top5_acc 0.9388 2023-12-29 20:46:19,417 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7190, top5_acc: 0.9388 2023-12-29 20:47:02,907 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 19:40:42, time: 0.435, data_time: 0.210, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 1.6579, loss: 1.6579 2023-12-29 20:47:25,372 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 19:40:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 1.5756, loss: 1.5756 2023-12-29 20:47:47,798 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 19:39:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9650, loss_cls: 1.5402, loss: 1.5402 2023-12-29 20:48:10,153 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 19:39:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9637, loss_cls: 1.6126, loss: 1.6126 2023-12-29 20:48:32,518 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 19:39:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 1.5792, loss: 1.5792 2023-12-29 20:48:54,967 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 19:38:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 1.6042, loss: 1.6042 2023-12-29 20:49:17,455 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 19:38:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 1.7341, loss: 1.7341 2023-12-29 20:49:39,911 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 19:38:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.5989, loss: 1.5989 2023-12-29 20:50:02,341 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 19:37:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 1.6809, loss: 1.6809 2023-12-29 20:50:24,731 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 19:37:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9581, loss_cls: 1.6723, loss: 1.6723 2023-12-29 20:50:47,130 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 19:36:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 1.6592, loss: 1.6592 2023-12-29 20:51:09,614 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 19:36:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 1.6191, loss: 1.6191 2023-12-29 20:51:32,081 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 19:36:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 1.5960, loss: 1.5960 2023-12-29 20:51:54,516 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 19:35:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.6698, loss: 1.6698 2023-12-29 20:52:17,027 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 19:35:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 1.6513, loss: 1.6513 2023-12-29 20:52:39,427 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 19:34:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.6527, loss: 1.6527 2023-12-29 20:53:01,795 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 19:34:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 1.7146, loss: 1.7146 2023-12-29 20:53:24,117 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 19:34:09, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 1.7323, loss: 1.7323 2023-12-29 20:53:46,560 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 19:33:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 1.7363, loss: 1.7363 2023-12-29 20:54:08,948 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 19:33:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9569, loss_cls: 1.6713, loss: 1.6713 2023-12-29 20:54:31,328 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 19:32:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9644, loss_cls: 1.6230, loss: 1.6230 2023-12-29 20:54:53,673 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 19:32:36, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9606, loss_cls: 1.6035, loss: 1.6035 2023-12-29 20:55:16,031 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 19:32:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 1.6164, loss: 1.6164 2023-12-29 20:55:38,401 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 19:31:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 1.6019, loss: 1.6019 2023-12-29 20:56:00,758 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 19:31:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9587, loss_cls: 1.6473, loss: 1.6473 2023-12-29 20:56:23,089 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 19:31:03, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 1.7243, loss: 1.7243 2023-12-29 20:56:45,457 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 19:30:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 1.7032, loss: 1.7032 2023-12-29 20:57:07,829 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 19:30:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 1.7066, loss: 1.7066 2023-12-29 20:57:30,168 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 19:29:53, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 1.6923, loss: 1.6923 2023-12-29 20:57:52,516 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 19:29:30, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9537, loss_cls: 1.7156, loss: 1.7156 2023-12-29 20:58:14,862 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 19:29:07, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 1.6356, loss: 1.6356 2023-12-29 20:58:37,219 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 19:28:44, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 1.7048, loss: 1.7048 2023-12-29 20:58:59,567 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 19:28:21, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 1.7161, loss: 1.7161 2023-12-29 20:59:22,043 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 19:27:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 1.7442, loss: 1.7442 2023-12-29 20:59:44,425 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 19:27:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 1.6907, loss: 1.6907 2023-12-29 21:00:06,902 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 19:27:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 1.6693, loss: 1.6693 2023-12-29 21:00:29,249 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 19:26:48, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 1.6873, loss: 1.6873 2023-12-29 21:00:51,610 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 19:26:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 1.7219, loss: 1.7219 2023-12-29 21:01:13,940 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 19:26:02, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 1.7194, loss: 1.7194 2023-12-29 21:01:23,218 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-29 21:04:58,525 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 21:04:59,049 - pyskl - INFO - top1_acc 0.7035 top5_acc 0.9312 2023-12-29 21:04:59,072 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7035, top5_acc: 0.9312 2023-12-29 21:05:42,090 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 19:25:42, time: 0.430, data_time: 0.206, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 1.6779, loss: 1.6779 2023-12-29 21:06:04,672 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 19:25:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 1.6925, loss: 1.6925 2023-12-29 21:06:27,108 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 19:24:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 1.7088, loss: 1.7088 2023-12-29 21:06:49,628 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 19:24:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 1.6350, loss: 1.6350 2023-12-29 21:07:12,123 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 19:24:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 1.5915, loss: 1.5915 2023-12-29 21:07:34,653 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 19:23:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 1.5461, loss: 1.5461 2023-12-29 21:07:57,107 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 19:23:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 1.7541, loss: 1.7541 2023-12-29 21:08:19,530 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 19:23:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 1.6297, loss: 1.6297 2023-12-29 21:08:41,967 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 19:22:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 1.7174, loss: 1.7174 2023-12-29 21:09:04,393 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 19:22:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 1.5890, loss: 1.5890 2023-12-29 21:09:26,780 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 19:21:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 1.6310, loss: 1.6310 2023-12-29 21:09:49,324 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 19:21:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 1.7058, loss: 1.7058 2023-12-29 21:10:11,786 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 19:21:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 1.6614, loss: 1.6614 2023-12-29 21:10:34,150 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 19:20:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 1.6901, loss: 1.6901 2023-12-29 21:10:56,520 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 19:20:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 1.6975, loss: 1.6975 2023-12-29 21:11:18,890 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 19:19:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 1.6851, loss: 1.6851 2023-12-29 21:11:41,466 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 19:19:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 1.7061, loss: 1.7061 2023-12-29 21:12:03,818 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 19:19:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9581, loss_cls: 1.6510, loss: 1.6510 2023-12-29 21:12:26,158 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 19:18:46, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 1.6496, loss: 1.6496 2023-12-29 21:12:48,516 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 19:18:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 1.5266, loss: 1.5266 2023-12-29 21:13:10,891 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 19:18:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 1.6285, loss: 1.6285 2023-12-29 21:13:33,262 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 19:17:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 1.6661, loss: 1.6661 2023-12-29 21:13:55,604 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 19:17:13, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 1.6611, loss: 1.6611 2023-12-29 21:14:17,947 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 19:16:50, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 1.7026, loss: 1.7026 2023-12-29 21:14:40,333 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 19:16:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 1.6301, loss: 1.6301 2023-12-29 21:15:02,699 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 19:16:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 1.7126, loss: 1.7126 2023-12-29 21:15:25,260 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 19:15:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9600, loss_cls: 1.6348, loss: 1.6348 2023-12-29 21:15:47,758 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 19:15:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 1.7503, loss: 1.7503 2023-12-29 21:16:10,221 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 19:14:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 1.6922, loss: 1.6922 2023-12-29 21:16:32,612 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 19:14:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 1.6092, loss: 1.6092 2023-12-29 21:16:55,028 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 19:14:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 1.6948, loss: 1.6948 2023-12-29 21:17:17,434 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 19:13:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 1.6810, loss: 1.6810 2023-12-29 21:17:39,817 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 19:13:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 1.6453, loss: 1.6453 2023-12-29 21:18:02,151 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 19:12:59, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 1.6591, loss: 1.6591 2023-12-29 21:18:24,449 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 19:12:35, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9756, loss_cls: 1.6263, loss: 1.6263 2023-12-29 21:18:46,901 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 19:12:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 1.7173, loss: 1.7173 2023-12-29 21:19:09,264 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 19:11:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 1.7764, loss: 1.7764 2023-12-29 21:19:31,627 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 19:11:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 1.6370, loss: 1.6370 2023-12-29 21:19:53,988 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 19:11:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9544, loss_cls: 1.7123, loss: 1.7123 2023-12-29 21:20:03,333 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-29 21:23:40,444 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 21:23:40,914 - pyskl - INFO - top1_acc 0.7270 top5_acc 0.9401 2023-12-29 21:23:40,918 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_69.pth was removed 2023-12-29 21:23:41,053 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. 2023-12-29 21:23:41,054 - pyskl - INFO - Best top1_acc is 0.7270 at 73 epoch. 2023-12-29 21:23:41,073 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7270, top5_acc: 0.9401 2023-12-29 21:24:24,426 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 19:10:43, time: 0.433, data_time: 0.209, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 1.6539, loss: 1.6539 2023-12-29 21:24:47,029 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 19:10:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 1.6235, loss: 1.6235 2023-12-29 21:25:09,779 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 19:09:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 1.6546, loss: 1.6546 2023-12-29 21:25:32,350 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 19:09:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 1.5941, loss: 1.5941 2023-12-29 21:25:54,809 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 19:09:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 1.6166, loss: 1.6166 2023-12-29 21:26:17,265 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 19:08:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 1.5895, loss: 1.5895 2023-12-29 21:26:39,730 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 19:08:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 1.5594, loss: 1.5594 2023-12-29 21:27:02,335 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 19:08:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 1.6478, loss: 1.6478 2023-12-29 21:27:25,017 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 19:07:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 1.6080, loss: 1.6080 2023-12-29 21:27:47,675 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 19:07:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 1.6274, loss: 1.6274 2023-12-29 21:28:10,366 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 19:06:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 1.6957, loss: 1.6957 2023-12-29 21:28:33,079 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 19:06:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 1.5762, loss: 1.5762 2023-12-29 21:28:55,821 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 19:06:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 1.6850, loss: 1.6850 2023-12-29 21:29:18,438 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 19:05:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 1.6293, loss: 1.6293 2023-12-29 21:29:41,058 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 19:05:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 1.6874, loss: 1.6874 2023-12-29 21:30:03,640 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 19:04:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 1.6386, loss: 1.6386 2023-12-29 21:30:26,221 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 19:04:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 1.6750, loss: 1.6750 2023-12-29 21:30:48,826 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 19:04:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 1.7042, loss: 1.7042 2023-12-29 21:31:11,401 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 19:03:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9631, loss_cls: 1.6514, loss: 1.6514 2023-12-29 21:31:33,949 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 19:03:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 1.5645, loss: 1.5645 2023-12-29 21:31:56,535 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 19:03:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9575, loss_cls: 1.6395, loss: 1.6395 2023-12-29 21:32:19,095 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 19:02:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 1.7125, loss: 1.7125 2023-12-29 21:32:41,659 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 19:02:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 1.6405, loss: 1.6405 2023-12-29 21:33:04,217 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 19:01:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 1.5974, loss: 1.5974 2023-12-29 21:33:26,777 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 19:01:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 1.7072, loss: 1.7072 2023-12-29 21:33:49,334 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 19:01:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 1.6162, loss: 1.6162 2023-12-29 21:34:11,889 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 19:00:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9531, loss_cls: 1.6324, loss: 1.6324 2023-12-29 21:34:34,487 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 19:00:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 1.6362, loss: 1.6362 2023-12-29 21:34:57,090 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 19:00:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 1.5847, loss: 1.5847 2023-12-29 21:35:19,658 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 18:59:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 1.6849, loss: 1.6849 2023-12-29 21:35:42,275 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 18:59:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 1.6651, loss: 1.6651 2023-12-29 21:36:04,957 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 18:58:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 1.7157, loss: 1.7157 2023-12-29 21:36:27,649 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 18:58:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 1.6900, loss: 1.6900 2023-12-29 21:36:50,306 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 18:58:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9563, loss_cls: 1.6706, loss: 1.6706 2023-12-29 21:37:12,890 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 18:57:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 1.6813, loss: 1.6813 2023-12-29 21:37:35,482 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 18:57:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 1.6434, loss: 1.6434 2023-12-29 21:37:58,064 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 18:56:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 1.7604, loss: 1.7604 2023-12-29 21:38:20,700 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 18:56:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 1.6816, loss: 1.6816 2023-12-29 21:38:43,399 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 18:56:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 1.7305, loss: 1.7305 2023-12-29 21:38:52,991 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-29 21:42:30,650 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 21:42:31,127 - pyskl - INFO - top1_acc 0.5329 top5_acc 0.8123 2023-12-29 21:42:31,150 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.5329, top5_acc: 0.8123 2023-12-29 21:43:16,149 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 18:55:53, time: 0.450, data_time: 0.225, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9594, loss_cls: 1.6244, loss: 1.6244 2023-12-29 21:43:38,632 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 18:55:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 1.6120, loss: 1.6120 2023-12-29 21:44:01,134 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 18:55:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 1.5806, loss: 1.5806 2023-12-29 21:44:23,660 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 18:54:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 1.6084, loss: 1.6084 2023-12-29 21:44:46,220 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 18:54:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 1.6222, loss: 1.6222 2023-12-29 21:45:08,744 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 18:53:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 1.5924, loss: 1.5924 2023-12-29 21:45:31,315 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 18:53:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 1.5583, loss: 1.5583 2023-12-29 21:45:53,843 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 18:53:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 1.6850, loss: 1.6850 2023-12-29 21:46:16,395 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 18:52:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 1.6992, loss: 1.6992 2023-12-29 21:46:38,974 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 18:52:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 1.6535, loss: 1.6535 2023-12-29 21:47:01,525 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 18:52:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 1.6330, loss: 1.6330 2023-12-29 21:47:24,098 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 18:51:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 1.6322, loss: 1.6322 2023-12-29 21:47:46,627 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 18:51:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 1.6498, loss: 1.6498 2023-12-29 21:48:09,161 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 18:50:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 1.6306, loss: 1.6306 2023-12-29 21:48:31,734 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 18:50:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9537, loss_cls: 1.7385, loss: 1.7385 2023-12-29 21:48:54,279 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 18:50:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 1.6077, loss: 1.6077 2023-12-29 21:49:16,844 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 18:49:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 1.6481, loss: 1.6481 2023-12-29 21:49:39,405 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 18:49:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9563, loss_cls: 1.6450, loss: 1.6450 2023-12-29 21:50:01,956 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 18:48:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 1.7012, loss: 1.7012 2023-12-29 21:50:24,498 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 18:48:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 1.6121, loss: 1.6121 2023-12-29 21:50:47,107 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 18:48:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 1.7019, loss: 1.7019 2023-12-29 21:51:09,710 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 18:47:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 1.6890, loss: 1.6890 2023-12-29 21:51:32,320 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 18:47:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 1.5924, loss: 1.5924 2023-12-29 21:51:54,906 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 18:47:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 1.6378, loss: 1.6378 2023-12-29 21:52:17,511 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 18:46:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 1.7032, loss: 1.7032 2023-12-29 21:52:40,102 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 18:46:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 1.6230, loss: 1.6230 2023-12-29 21:53:02,699 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 18:45:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 1.7291, loss: 1.7291 2023-12-29 21:53:25,284 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 18:45:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 1.7323, loss: 1.7323 2023-12-29 21:53:47,899 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 18:45:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9525, loss_cls: 1.7022, loss: 1.7022 2023-12-29 21:54:10,513 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 18:44:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 1.6749, loss: 1.6749 2023-12-29 21:54:33,183 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 18:44:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 1.6689, loss: 1.6689 2023-12-29 21:54:55,814 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 18:44:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 1.6969, loss: 1.6969 2023-12-29 21:55:18,505 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 18:43:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 1.6497, loss: 1.6497 2023-12-29 21:55:41,141 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 18:43:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 1.6467, loss: 1.6467 2023-12-29 21:56:03,773 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 18:42:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 1.6870, loss: 1.6870 2023-12-29 21:56:26,451 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 18:42:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 1.5817, loss: 1.5817 2023-12-29 21:56:49,094 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 18:42:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9556, loss_cls: 1.6069, loss: 1.6069 2023-12-29 21:57:11,737 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 18:41:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 1.6959, loss: 1.6959 2023-12-29 21:57:34,377 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 18:41:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 1.6799, loss: 1.6799 2023-12-29 21:57:43,904 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-29 22:01:21,279 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 22:01:21,870 - pyskl - INFO - top1_acc 0.7196 top5_acc 0.9325 2023-12-29 22:01:21,892 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7196, top5_acc: 0.9325 2023-12-29 22:02:08,371 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 18:41:04, time: 0.465, data_time: 0.240, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9619, loss_cls: 1.5494, loss: 1.5494 2023-12-29 22:02:30,905 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 18:40:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 1.5792, loss: 1.5792 2023-12-29 22:02:53,455 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 18:40:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 1.5875, loss: 1.5875 2023-12-29 22:03:16,075 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 18:39:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 1.6145, loss: 1.6145 2023-12-29 22:03:38,715 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 18:39:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 1.6642, loss: 1.6642 2023-12-29 22:04:01,342 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 18:39:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 1.5097, loss: 1.5097 2023-12-29 22:04:23,953 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 18:38:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 1.6306, loss: 1.6306 2023-12-29 22:04:46,568 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 18:38:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 1.5915, loss: 1.5915 2023-12-29 22:05:09,186 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 18:38:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 1.6522, loss: 1.6522 2023-12-29 22:05:31,822 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 18:37:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 1.5216, loss: 1.5216 2023-12-29 22:05:54,494 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 18:37:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 1.5454, loss: 1.5454 2023-12-29 22:06:17,119 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 18:36:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 1.6509, loss: 1.6509 2023-12-29 22:06:39,770 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 18:36:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 1.6866, loss: 1.6866 2023-12-29 22:07:02,430 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 18:36:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 1.7137, loss: 1.7137 2023-12-29 22:07:25,044 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 18:35:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 1.5917, loss: 1.5917 2023-12-29 22:07:47,660 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 18:35:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 1.6022, loss: 1.6022 2023-12-29 22:08:10,332 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 18:34:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 1.6038, loss: 1.6038 2023-12-29 22:08:32,980 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 18:34:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 1.6594, loss: 1.6594 2023-12-29 22:08:55,598 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 18:34:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 1.6623, loss: 1.6623 2023-12-29 22:09:18,241 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 18:33:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 1.6524, loss: 1.6524 2023-12-29 22:09:40,893 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 18:33:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 1.6088, loss: 1.6088 2023-12-29 22:10:03,507 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 18:33:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.6539, loss: 1.6539 2023-12-29 22:10:26,129 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 18:32:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 1.6256, loss: 1.6256 2023-12-29 22:10:48,774 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 18:32:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 1.7073, loss: 1.7073 2023-12-29 22:11:11,451 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 18:31:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 1.6290, loss: 1.6290 2023-12-29 22:11:34,145 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 18:31:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 1.6744, loss: 1.6744 2023-12-29 22:11:56,802 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 18:31:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 1.6134, loss: 1.6134 2023-12-29 22:12:19,426 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 18:30:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 1.5817, loss: 1.5817 2023-12-29 22:12:42,039 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 18:30:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 1.6848, loss: 1.6848 2023-12-29 22:13:04,665 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 18:29:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 1.6469, loss: 1.6469 2023-12-29 22:13:27,266 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 18:29:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 1.6078, loss: 1.6078 2023-12-29 22:13:49,889 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 18:29:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 1.6545, loss: 1.6545 2023-12-29 22:14:12,504 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 18:28:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 1.6748, loss: 1.6748 2023-12-29 22:14:35,123 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 18:28:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9575, loss_cls: 1.6390, loss: 1.6390 2023-12-29 22:14:57,909 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 18:28:05, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9544, loss_cls: 1.7037, loss: 1.7037 2023-12-29 22:15:20,793 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 18:27:42, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9631, loss_cls: 1.6007, loss: 1.6007 2023-12-29 22:15:43,585 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 18:27:20, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 1.6646, loss: 1.6646 2023-12-29 22:16:06,338 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 18:26:57, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 1.7083, loss: 1.7083 2023-12-29 22:16:28,997 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 18:26:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 1.6759, loss: 1.6759 2023-12-29 22:16:38,512 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-29 22:20:17,023 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 22:20:17,551 - pyskl - INFO - top1_acc 0.7363 top5_acc 0.9407 2023-12-29 22:20:17,557 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_73.pth was removed 2023-12-29 22:20:17,796 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. 2023-12-29 22:20:17,798 - pyskl - INFO - Best top1_acc is 0.7363 at 76 epoch. 2023-12-29 22:20:17,820 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7363, top5_acc: 0.9407 2023-12-29 22:21:03,018 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 18:26:15, time: 0.452, data_time: 0.226, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 1.5709, loss: 1.5709 2023-12-29 22:21:25,623 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 18:25:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 1.5426, loss: 1.5426 2023-12-29 22:21:48,169 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 18:25:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 1.5573, loss: 1.5573 2023-12-29 22:22:10,761 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 18:25:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 1.5865, loss: 1.5865 2023-12-29 22:22:33,396 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 18:24:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 1.5461, loss: 1.5461 2023-12-29 22:22:56,024 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 18:24:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 1.6302, loss: 1.6302 2023-12-29 22:23:18,596 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 18:23:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 1.5864, loss: 1.5864 2023-12-29 22:23:41,211 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 18:23:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 1.6458, loss: 1.6458 2023-12-29 22:24:03,817 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 18:23:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9600, loss_cls: 1.6117, loss: 1.6117 2023-12-29 22:24:26,395 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 18:22:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 1.6261, loss: 1.6261 2023-12-29 22:24:49,029 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 18:22:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 1.6004, loss: 1.6004 2023-12-29 22:25:11,741 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 18:22:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 1.6404, loss: 1.6404 2023-12-29 22:25:34,347 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 18:21:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9656, loss_cls: 1.5588, loss: 1.5588 2023-12-29 22:25:56,918 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 18:21:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 1.5976, loss: 1.5976 2023-12-29 22:26:19,476 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 18:20:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 1.5922, loss: 1.5922 2023-12-29 22:26:42,048 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 18:20:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 1.6394, loss: 1.6394 2023-12-29 22:27:04,616 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 18:20:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 1.6114, loss: 1.6114 2023-12-29 22:27:27,187 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 18:19:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 1.6068, loss: 1.6068 2023-12-29 22:27:49,757 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 18:19:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 1.6573, loss: 1.6573 2023-12-29 22:28:12,316 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 18:18:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9575, loss_cls: 1.6486, loss: 1.6486 2023-12-29 22:28:34,892 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 18:18:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 1.6076, loss: 1.6076 2023-12-29 22:28:57,523 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 18:18:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 1.6546, loss: 1.6546 2023-12-29 22:29:20,158 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 18:17:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9606, loss_cls: 1.6140, loss: 1.6140 2023-12-29 22:29:42,741 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 18:17:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 1.6193, loss: 1.6193 2023-12-29 22:30:05,317 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 18:17:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 1.6664, loss: 1.6664 2023-12-29 22:30:27,920 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 18:16:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 1.5749, loss: 1.5749 2023-12-29 22:30:50,531 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 18:16:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 1.6461, loss: 1.6461 2023-12-29 22:31:13,198 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 18:15:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 1.5907, loss: 1.5907 2023-12-29 22:31:35,832 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 18:15:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 1.6429, loss: 1.6429 2023-12-29 22:31:58,450 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 18:15:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9544, loss_cls: 1.6910, loss: 1.6910 2023-12-29 22:32:21,082 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 18:14:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 1.6629, loss: 1.6629 2023-12-29 22:32:43,714 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 18:14:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 1.6497, loss: 1.6497 2023-12-29 22:33:06,273 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 18:14:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 1.5777, loss: 1.5777 2023-12-29 22:33:28,851 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 18:13:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 1.6986, loss: 1.6986 2023-12-29 22:33:51,448 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 18:13:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 1.6732, loss: 1.6732 2023-12-29 22:34:14,119 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 18:12:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9525, loss_cls: 1.6584, loss: 1.6584 2023-12-29 22:34:36,777 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 18:12:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 1.6094, loss: 1.6094 2023-12-29 22:34:59,416 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 18:12:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 1.5934, loss: 1.5934 2023-12-29 22:35:22,017 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 18:11:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9575, loss_cls: 1.6477, loss: 1.6477 2023-12-29 22:35:31,464 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-29 22:39:08,160 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 22:39:08,680 - pyskl - INFO - top1_acc 0.7249 top5_acc 0.9369 2023-12-29 22:39:08,702 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7249, top5_acc: 0.9369 2023-12-29 22:39:53,712 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 18:11:24, time: 0.450, data_time: 0.224, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 1.5825, loss: 1.5825 2023-12-29 22:40:16,301 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 18:11:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 1.6041, loss: 1.6041 2023-12-29 22:40:38,897 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 18:10:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 1.5886, loss: 1.5886 2023-12-29 22:41:01,485 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 18:10:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 1.5096, loss: 1.5096 2023-12-29 22:41:24,214 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 18:09:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 1.5364, loss: 1.5364 2023-12-29 22:41:46,842 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 18:09:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 1.5929, loss: 1.5929 2023-12-29 22:42:09,407 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 18:09:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 1.6315, loss: 1.6315 2023-12-29 22:42:31,965 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 18:08:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 1.4984, loss: 1.4984 2023-12-29 22:42:54,517 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 18:08:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 1.6190, loss: 1.6190 2023-12-29 22:43:17,171 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 18:07:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 1.6055, loss: 1.6055 2023-12-29 22:43:39,744 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 18:07:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 1.6091, loss: 1.6091 2023-12-29 22:44:02,359 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 18:07:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 1.5534, loss: 1.5534 2023-12-29 22:44:24,965 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 18:06:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 1.6582, loss: 1.6582 2023-12-29 22:44:47,532 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 18:06:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9587, loss_cls: 1.6321, loss: 1.6321 2023-12-29 22:45:10,123 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 18:06:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 1.5957, loss: 1.5957 2023-12-29 22:45:32,713 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 18:05:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 1.5431, loss: 1.5431 2023-12-29 22:45:55,389 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 18:05:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 1.6537, loss: 1.6537 2023-12-29 22:46:18,063 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 18:04:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 1.6698, loss: 1.6698 2023-12-29 22:46:40,733 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 18:04:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 1.6214, loss: 1.6214 2023-12-29 22:47:03,343 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 18:04:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 1.6013, loss: 1.6013 2023-12-29 22:47:25,940 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 18:03:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9550, loss_cls: 1.6621, loss: 1.6621 2023-12-29 22:47:48,552 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 18:03:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 1.5567, loss: 1.5567 2023-12-29 22:48:11,155 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 18:03:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 1.5531, loss: 1.5531 2023-12-29 22:48:33,750 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 18:02:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 1.6269, loss: 1.6269 2023-12-29 22:48:56,414 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 18:02:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9581, loss_cls: 1.6652, loss: 1.6652 2023-12-29 22:49:19,089 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 18:01:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 1.5985, loss: 1.5985 2023-12-29 22:49:41,799 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 18:01:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 1.5867, loss: 1.5867 2023-12-29 22:50:04,498 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 18:01:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9531, loss_cls: 1.6717, loss: 1.6717 2023-12-29 22:50:27,173 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 18:00:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 1.6607, loss: 1.6607 2023-12-29 22:50:49,833 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 18:00:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 1.6536, loss: 1.6536 2023-12-29 22:51:12,603 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 17:59:57, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 1.7889, loss: 1.7889 2023-12-29 22:51:35,324 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 17:59:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 1.6386, loss: 1.6386 2023-12-29 22:51:57,995 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 17:59:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9556, loss_cls: 1.6427, loss: 1.6427 2023-12-29 22:52:20,640 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 17:58:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 1.6322, loss: 1.6322 2023-12-29 22:52:43,309 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 17:58:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 1.6284, loss: 1.6284 2023-12-29 22:53:06,075 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 17:58:03, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 1.5781, loss: 1.5781 2023-12-29 22:53:28,932 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 17:57:40, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 1.6260, loss: 1.6260 2023-12-29 22:53:51,644 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 17:57:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 1.5618, loss: 1.5618 2023-12-29 22:54:14,253 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 17:56:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 1.5352, loss: 1.5352 2023-12-29 22:54:23,740 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-29 22:58:00,737 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 22:58:01,254 - pyskl - INFO - top1_acc 0.6831 top5_acc 0.9146 2023-12-29 22:58:01,278 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.6831, top5_acc: 0.9146 2023-12-29 22:58:46,494 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 17:56:34, time: 0.452, data_time: 0.226, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 1.5559, loss: 1.5559 2023-12-29 22:59:09,051 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 17:56:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.5529, loss: 1.5529 2023-12-29 22:59:31,662 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 17:55:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 1.6405, loss: 1.6405 2023-12-29 22:59:54,259 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 17:55:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 1.5832, loss: 1.5832 2023-12-29 23:00:16,858 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 17:55:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 1.5142, loss: 1.5142 2023-12-29 23:00:39,482 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 17:54:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 1.5078, loss: 1.5078 2023-12-29 23:01:02,127 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 17:54:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 1.6145, loss: 1.6145 2023-12-29 23:01:24,717 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 17:53:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 1.5699, loss: 1.5699 2023-12-29 23:01:47,273 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 17:53:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 1.6261, loss: 1.6261 2023-12-29 23:02:09,875 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 17:53:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 1.5582, loss: 1.5582 2023-12-29 23:02:32,467 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 17:52:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 1.5733, loss: 1.5733 2023-12-29 23:02:55,102 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 17:52:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9619, loss_cls: 1.5791, loss: 1.5791 2023-12-29 23:03:17,741 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 17:51:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9606, loss_cls: 1.6111, loss: 1.6111 2023-12-29 23:03:40,423 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 17:51:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 1.6092, loss: 1.6092 2023-12-29 23:04:03,042 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 17:51:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 1.6116, loss: 1.6116 2023-12-29 23:04:25,612 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 17:50:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 1.6090, loss: 1.6090 2023-12-29 23:04:48,167 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 17:50:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 1.5248, loss: 1.5248 2023-12-29 23:05:10,744 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 17:50:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 1.6585, loss: 1.6585 2023-12-29 23:05:33,355 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 17:49:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 1.5880, loss: 1.5880 2023-12-29 23:05:56,013 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 17:49:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 1.6013, loss: 1.6013 2023-12-29 23:06:18,652 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 17:48:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 1.5404, loss: 1.5404 2023-12-29 23:06:41,318 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 17:48:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 1.5595, loss: 1.5595 2023-12-29 23:07:03,951 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 17:48:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 1.6241, loss: 1.6241 2023-12-29 23:07:26,610 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 17:47:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 1.5864, loss: 1.5864 2023-12-29 23:07:49,206 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 17:47:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 1.5808, loss: 1.5808 2023-12-29 23:08:11,766 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 17:47:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 1.6463, loss: 1.6463 2023-12-29 23:08:34,366 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 17:46:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9581, loss_cls: 1.6434, loss: 1.6434 2023-12-29 23:08:57,049 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 17:46:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 1.6606, loss: 1.6606 2023-12-29 23:09:19,630 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 17:45:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 1.6055, loss: 1.6055 2023-12-29 23:09:42,185 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 17:45:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 1.5654, loss: 1.5654 2023-12-29 23:10:04,758 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 17:45:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9781, loss_cls: 1.5604, loss: 1.5604 2023-12-29 23:10:27,345 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 17:44:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 1.6102, loss: 1.6102 2023-12-29 23:10:49,950 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 17:44:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 1.6218, loss: 1.6218 2023-12-29 23:11:12,655 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 17:43:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 1.6141, loss: 1.6141 2023-12-29 23:11:35,297 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 17:43:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9575, loss_cls: 1.6283, loss: 1.6283 2023-12-29 23:11:57,932 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 17:43:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 1.6736, loss: 1.6736 2023-12-29 23:12:20,545 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 17:42:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9669, loss_cls: 1.7125, loss: 1.7125 2023-12-29 23:12:43,179 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 17:42:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 1.7137, loss: 1.7137 2023-12-29 23:13:05,826 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 17:42:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 1.6659, loss: 1.6659 2023-12-29 23:13:15,263 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-29 23:16:51,549 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 23:16:52,025 - pyskl - INFO - top1_acc 0.7127 top5_acc 0.9347 2023-12-29 23:16:52,048 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7127, top5_acc: 0.9347 2023-12-29 23:17:37,413 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 17:41:43, time: 0.454, data_time: 0.228, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 1.5266, loss: 1.5266 2023-12-29 23:17:59,951 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 17:41:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 1.6151, loss: 1.6151 2023-12-29 23:18:22,527 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 17:40:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 1.6292, loss: 1.6292 2023-12-29 23:18:45,111 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 17:40:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 1.5463, loss: 1.5463 2023-12-29 23:19:07,728 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 17:40:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 1.6151, loss: 1.6151 2023-12-29 23:19:30,337 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 17:39:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 1.5825, loss: 1.5825 2023-12-29 23:19:52,942 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 17:39:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 1.5296, loss: 1.5296 2023-12-29 23:20:15,532 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 17:39:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 1.4679, loss: 1.4679 2023-12-29 23:20:38,122 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 17:38:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 1.4670, loss: 1.4670 2023-12-29 23:21:00,760 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 17:38:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 1.5481, loss: 1.5481 2023-12-29 23:21:23,442 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 17:37:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 1.5079, loss: 1.5079 2023-12-29 23:21:46,077 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 17:37:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 1.5780, loss: 1.5780 2023-12-29 23:22:08,603 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 17:37:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9637, loss_cls: 1.5345, loss: 1.5345 2023-12-29 23:22:31,122 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 17:36:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 1.6547, loss: 1.6547 2023-12-29 23:22:53,628 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 17:36:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 1.4998, loss: 1.4998 2023-12-29 23:23:16,114 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 17:35:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 1.5698, loss: 1.5698 2023-12-29 23:23:38,621 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 17:35:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9575, loss_cls: 1.6033, loss: 1.6033 2023-12-29 23:24:01,100 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 17:35:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9606, loss_cls: 1.6290, loss: 1.6290 2023-12-29 23:24:23,656 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 17:34:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 1.5754, loss: 1.5754 2023-12-29 23:24:46,261 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 17:34:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 1.5645, loss: 1.5645 2023-12-29 23:25:08,838 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 17:34:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 1.6394, loss: 1.6394 2023-12-29 23:25:31,357 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 17:33:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 1.4879, loss: 1.4879 2023-12-29 23:25:53,905 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 17:33:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 1.5657, loss: 1.5657 2023-12-29 23:26:16,433 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 17:32:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 1.6231, loss: 1.6231 2023-12-29 23:26:38,952 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 17:32:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 1.5607, loss: 1.5607 2023-12-29 23:27:01,466 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 17:32:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 1.6078, loss: 1.6078 2023-12-29 23:27:23,988 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 17:31:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 1.5847, loss: 1.5847 2023-12-29 23:27:46,498 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 17:31:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 1.6121, loss: 1.6121 2023-12-29 23:28:09,012 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 17:31:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 1.7251, loss: 1.7251 2023-12-29 23:28:31,553 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 17:30:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9587, loss_cls: 1.6373, loss: 1.6373 2023-12-29 23:28:54,118 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 17:30:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 1.5734, loss: 1.5734 2023-12-29 23:29:16,796 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 17:29:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 1.5503, loss: 1.5503 2023-12-29 23:29:39,436 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 17:29:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 1.5671, loss: 1.5671 2023-12-29 23:30:02,074 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 17:29:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 1.6538, loss: 1.6538 2023-12-29 23:30:24,764 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 17:28:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 1.6577, loss: 1.6577 2023-12-29 23:30:47,471 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 17:28:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 1.6344, loss: 1.6344 2023-12-29 23:31:10,144 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 17:27:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 1.5883, loss: 1.5883 2023-12-29 23:31:32,711 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 17:27:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 1.6257, loss: 1.6257 2023-12-29 23:31:55,298 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 17:27:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 1.6228, loss: 1.6228 2023-12-29 23:32:04,758 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-29 23:35:43,136 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 23:35:43,639 - pyskl - INFO - top1_acc 0.7022 top5_acc 0.9309 2023-12-29 23:35:43,662 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7022, top5_acc: 0.9309 2023-12-29 23:36:28,550 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 17:26:50, time: 0.449, data_time: 0.223, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 1.6143, loss: 1.6143 2023-12-29 23:36:51,123 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 17:26:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 1.6292, loss: 1.6292 2023-12-29 23:37:13,664 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 17:26:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 1.4576, loss: 1.4576 2023-12-29 23:37:36,207 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 17:25:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9669, loss_cls: 1.4767, loss: 1.4767 2023-12-29 23:37:58,781 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 17:25:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 1.5086, loss: 1.5086 2023-12-29 23:38:21,389 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 17:24:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 1.4802, loss: 1.4802 2023-12-29 23:38:44,018 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 17:24:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 1.5593, loss: 1.5593 2023-12-29 23:39:06,672 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 17:24:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 1.5368, loss: 1.5368 2023-12-29 23:39:29,320 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 17:23:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 1.5381, loss: 1.5381 2023-12-29 23:39:52,015 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 17:23:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 1.6047, loss: 1.6047 2023-12-29 23:40:14,721 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 17:23:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 1.5293, loss: 1.5293 2023-12-29 23:40:37,510 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 17:22:38, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 1.5671, loss: 1.5671 2023-12-29 23:41:00,249 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 17:22:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 1.5457, loss: 1.5457 2023-12-29 23:41:22,850 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 17:21:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 1.5659, loss: 1.5659 2023-12-29 23:41:45,420 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 17:21:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 1.5692, loss: 1.5692 2023-12-29 23:42:07,952 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 17:21:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 1.5276, loss: 1.5276 2023-12-29 23:42:30,472 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 17:20:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9812, loss_cls: 1.5534, loss: 1.5534 2023-12-29 23:42:52,976 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 17:20:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 1.5527, loss: 1.5527 2023-12-29 23:43:15,491 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 17:19:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 1.4914, loss: 1.4914 2023-12-29 23:43:38,004 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 17:19:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 1.6642, loss: 1.6642 2023-12-29 23:44:00,617 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 17:19:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 1.5990, loss: 1.5990 2023-12-29 23:44:23,233 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 17:18:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 1.6083, loss: 1.6083 2023-12-29 23:44:45,861 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 17:18:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9631, loss_cls: 1.5722, loss: 1.5722 2023-12-29 23:45:08,477 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 17:18:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 1.5776, loss: 1.5776 2023-12-29 23:45:31,054 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 17:17:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 1.6930, loss: 1.6930 2023-12-29 23:45:53,615 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 17:17:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 1.5703, loss: 1.5703 2023-12-29 23:46:16,159 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 17:16:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 1.6138, loss: 1.6138 2023-12-29 23:46:38,688 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 17:16:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 1.6431, loss: 1.6431 2023-12-29 23:47:01,240 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 17:16:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 1.5116, loss: 1.5116 2023-12-29 23:47:23,803 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 17:15:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9606, loss_cls: 1.5588, loss: 1.5588 2023-12-29 23:47:46,369 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 17:15:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 1.6361, loss: 1.6361 2023-12-29 23:48:08,994 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 17:14:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 1.6436, loss: 1.6436 2023-12-29 23:48:31,612 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 17:14:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 1.5763, loss: 1.5763 2023-12-29 23:48:54,259 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 17:14:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 1.6095, loss: 1.6095 2023-12-29 23:49:16,865 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 17:13:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 1.5801, loss: 1.5801 2023-12-29 23:49:39,456 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 17:13:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9631, loss_cls: 1.5452, loss: 1.5452 2023-12-29 23:50:02,004 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 17:13:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 1.6153, loss: 1.6153 2023-12-29 23:50:24,542 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 17:12:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9681, loss_cls: 1.5310, loss: 1.5310 2023-12-29 23:50:47,234 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 17:12:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 1.6334, loss: 1.6334 2023-12-29 23:50:56,687 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-29 23:54:32,977 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 23:54:33,504 - pyskl - INFO - top1_acc 0.6965 top5_acc 0.9206 2023-12-29 23:54:33,526 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.6965, top5_acc: 0.9206 2023-12-29 23:55:18,399 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 17:11:58, time: 0.449, data_time: 0.223, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 1.5304, loss: 1.5304 2023-12-29 23:55:41,012 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 17:11:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 1.5071, loss: 1.5071 2023-12-29 23:56:03,684 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 17:11:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 1.5134, loss: 1.5134 2023-12-29 23:56:26,319 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 17:10:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 1.5764, loss: 1.5764 2023-12-29 23:56:48,890 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 17:10:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 1.5633, loss: 1.5633 2023-12-29 23:57:11,472 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 17:10:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 1.5583, loss: 1.5583 2023-12-29 23:57:34,038 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 17:09:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 1.5135, loss: 1.5135 2023-12-29 23:57:56,600 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 17:09:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 1.5019, loss: 1.5019 2023-12-29 23:58:19,190 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 17:08:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 1.5835, loss: 1.5835 2023-12-29 23:58:41,798 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 17:08:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 1.5730, loss: 1.5730 2023-12-29 23:59:04,444 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 17:08:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 1.5316, loss: 1.5316 2023-12-29 23:59:27,119 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 17:07:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 1.5261, loss: 1.5261 2023-12-29 23:59:49,681 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 17:07:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 1.5407, loss: 1.5407 2023-12-30 00:00:12,241 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 17:07:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 1.4838, loss: 1.4838 2023-12-30 00:00:34,809 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 17:06:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 1.5448, loss: 1.5448 2023-12-30 00:00:57,378 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 17:06:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 1.5488, loss: 1.5488 2023-12-30 00:01:20,097 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 17:05:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9606, loss_cls: 1.5418, loss: 1.5418 2023-12-30 00:01:42,853 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 17:05:28, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 1.5569, loss: 1.5569 2023-12-30 00:02:05,410 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 17:05:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 1.6371, loss: 1.6371 2023-12-30 00:02:27,976 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 17:04:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 1.5828, loss: 1.5828 2023-12-30 00:02:50,571 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 17:04:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 1.5827, loss: 1.5827 2023-12-30 00:03:13,129 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 17:03:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.5970, loss: 1.5970 2023-12-30 00:03:35,671 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 17:03:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 1.5466, loss: 1.5466 2023-12-30 00:03:58,203 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 17:03:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 1.5585, loss: 1.5585 2023-12-30 00:04:20,749 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 17:02:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 1.5708, loss: 1.5708 2023-12-30 00:04:43,291 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 17:02:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 1.5142, loss: 1.5142 2023-12-30 00:05:05,805 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 17:02:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9600, loss_cls: 1.5607, loss: 1.5607 2023-12-30 00:05:28,334 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 17:01:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 1.5152, loss: 1.5152 2023-12-30 00:05:50,859 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 17:01:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 1.6461, loss: 1.6461 2023-12-30 00:06:13,405 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 17:00:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 1.5737, loss: 1.5737 2023-12-30 00:06:36,017 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 17:00:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 1.6247, loss: 1.6247 2023-12-30 00:06:58,595 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 17:00:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9587, loss_cls: 1.6133, loss: 1.6133 2023-12-30 00:07:21,161 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 16:59:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 1.5247, loss: 1.5247 2023-12-30 00:07:43,711 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 16:59:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 1.4773, loss: 1.4773 2023-12-30 00:08:06,262 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 16:58:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 1.5621, loss: 1.5621 2023-12-30 00:08:28,863 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 16:58:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 1.5910, loss: 1.5910 2023-12-30 00:08:51,557 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 16:58:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 1.5737, loss: 1.5737 2023-12-30 00:09:14,212 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 16:57:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 1.6287, loss: 1.6287 2023-12-30 00:09:36,778 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 16:57:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 1.5878, loss: 1.5878 2023-12-30 00:09:46,188 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-30 00:13:22,853 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 00:13:23,367 - pyskl - INFO - top1_acc 0.7218 top5_acc 0.9417 2023-12-30 00:13:23,392 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7218, top5_acc: 0.9417 2023-12-30 00:14:08,144 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 16:57:05, time: 0.447, data_time: 0.222, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 1.5683, loss: 1.5683 2023-12-30 00:14:30,756 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 16:56:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 1.4666, loss: 1.4666 2023-12-30 00:14:53,390 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 16:56:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 1.4973, loss: 1.4973 2023-12-30 00:15:15,973 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 16:55:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9644, loss_cls: 1.5243, loss: 1.5243 2023-12-30 00:15:38,681 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 16:55:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 1.5882, loss: 1.5882 2023-12-30 00:16:01,337 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 16:55:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.5175, loss: 1.5175 2023-12-30 00:16:23,916 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 16:54:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 1.4874, loss: 1.4874 2023-12-30 00:16:46,478 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 16:54:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 1.5939, loss: 1.5939 2023-12-30 00:17:09,044 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 16:54:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.5328, loss: 1.5328 2023-12-30 00:17:31,633 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 16:53:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 1.4992, loss: 1.4992 2023-12-30 00:17:54,213 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 16:53:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 1.4983, loss: 1.4983 2023-12-30 00:18:16,800 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 16:52:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 1.5190, loss: 1.5190 2023-12-30 00:18:39,398 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 16:52:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 1.5317, loss: 1.5317 2023-12-30 00:19:02,136 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 16:52:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 1.5406, loss: 1.5406 2023-12-30 00:19:24,887 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 16:51:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 1.5970, loss: 1.5970 2023-12-30 00:19:47,577 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 16:51:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9619, loss_cls: 1.5589, loss: 1.5589 2023-12-30 00:20:10,230 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 16:50:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9625, loss_cls: 1.5597, loss: 1.5597 2023-12-30 00:20:32,845 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 16:50:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 1.5462, loss: 1.5462 2023-12-30 00:20:55,529 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 16:50:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 1.5035, loss: 1.5035 2023-12-30 00:21:18,176 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 16:49:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 1.6189, loss: 1.6189 2023-12-30 00:21:40,808 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 16:49:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 1.5475, loss: 1.5475 2023-12-30 00:22:03,320 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 16:49:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 1.5059, loss: 1.5059 2023-12-30 00:22:25,862 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 16:48:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9694, loss_cls: 1.5146, loss: 1.5146 2023-12-30 00:22:48,454 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 16:48:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 1.5646, loss: 1.5646 2023-12-30 00:23:11,047 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 16:47:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 1.6138, loss: 1.6138 2023-12-30 00:23:33,651 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 16:47:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 1.5822, loss: 1.5822 2023-12-30 00:23:56,236 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 16:47:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 1.5746, loss: 1.5746 2023-12-30 00:24:18,856 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 16:46:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 1.5469, loss: 1.5469 2023-12-30 00:24:41,412 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 16:46:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 1.5239, loss: 1.5239 2023-12-30 00:25:03,973 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 16:46:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 1.5512, loss: 1.5512 2023-12-30 00:25:26,557 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 16:45:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 1.5584, loss: 1.5584 2023-12-30 00:25:49,142 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 16:45:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 1.5463, loss: 1.5463 2023-12-30 00:26:11,739 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 16:44:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 1.5841, loss: 1.5841 2023-12-30 00:26:34,306 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 16:44:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9644, loss_cls: 1.5096, loss: 1.5096 2023-12-30 00:26:56,943 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 16:44:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9569, loss_cls: 1.6225, loss: 1.6225 2023-12-30 00:27:19,571 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 16:43:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 1.4936, loss: 1.4936 2023-12-30 00:27:42,232 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 16:43:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9569, loss_cls: 1.5863, loss: 1.5863 2023-12-30 00:28:04,831 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 16:42:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9625, loss_cls: 1.5341, loss: 1.5341 2023-12-30 00:28:27,503 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 16:42:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 1.6254, loss: 1.6254 2023-12-30 00:28:36,988 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-30 00:32:14,035 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 00:32:14,509 - pyskl - INFO - top1_acc 0.6991 top5_acc 0.9253 2023-12-30 00:32:14,529 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.6991, top5_acc: 0.9253 2023-12-30 00:32:58,906 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 16:42:12, time: 0.444, data_time: 0.219, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 1.4503, loss: 1.4503 2023-12-30 00:33:21,470 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 16:41:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 1.4856, loss: 1.4856 2023-12-30 00:33:44,027 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 16:41:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 1.5359, loss: 1.5359 2023-12-30 00:34:06,558 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 16:41:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 1.5280, loss: 1.5280 2023-12-30 00:34:29,149 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 16:40:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 1.4904, loss: 1.4904 2023-12-30 00:34:51,793 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 16:40:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 1.5537, loss: 1.5537 2023-12-30 00:35:14,542 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 16:39:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9650, loss_cls: 1.5614, loss: 1.5614 2023-12-30 00:35:37,197 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 16:39:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 1.5048, loss: 1.5048 2023-12-30 00:35:59,797 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 16:39:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 1.4919, loss: 1.4919 2023-12-30 00:36:22,395 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 16:38:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 1.4409, loss: 1.4409 2023-12-30 00:36:45,030 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 16:38:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9644, loss_cls: 1.5556, loss: 1.5556 2023-12-30 00:37:07,643 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 16:37:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 1.5379, loss: 1.5379 2023-12-30 00:37:30,227 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 16:37:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 1.4914, loss: 1.4914 2023-12-30 00:37:52,820 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 16:37:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 1.5800, loss: 1.5800 2023-12-30 00:38:15,414 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 16:36:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 1.5581, loss: 1.5581 2023-12-30 00:38:37,998 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 16:36:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 1.5188, loss: 1.5188 2023-12-30 00:39:00,634 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 16:36:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 1.5669, loss: 1.5669 2023-12-30 00:39:23,276 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 16:35:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 1.5041, loss: 1.5041 2023-12-30 00:39:45,933 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 16:35:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 1.6409, loss: 1.6409 2023-12-30 00:40:08,600 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 16:34:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 1.6010, loss: 1.6010 2023-12-30 00:40:31,263 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 16:34:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 1.4687, loss: 1.4687 2023-12-30 00:40:53,920 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 16:34:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 1.5519, loss: 1.5519 2023-12-30 00:41:16,488 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 16:33:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 1.5664, loss: 1.5664 2023-12-30 00:41:39,108 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 16:33:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 1.5386, loss: 1.5386 2023-12-30 00:42:01,729 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 16:33:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 1.4911, loss: 1.4911 2023-12-30 00:42:24,356 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 16:32:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 1.5453, loss: 1.5453 2023-12-30 00:42:46,962 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 16:32:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 1.5865, loss: 1.5865 2023-12-30 00:43:09,565 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 16:31:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 1.5533, loss: 1.5533 2023-12-30 00:43:32,167 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 16:31:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 1.5483, loss: 1.5483 2023-12-30 00:43:54,758 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 16:31:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 1.5109, loss: 1.5109 2023-12-30 00:44:17,353 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 16:30:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 1.5773, loss: 1.5773 2023-12-30 00:44:39,979 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 16:30:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 1.5819, loss: 1.5819 2023-12-30 00:45:02,611 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 16:29:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 1.5242, loss: 1.5242 2023-12-30 00:45:25,222 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 16:29:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 1.5907, loss: 1.5907 2023-12-30 00:45:47,884 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 16:29:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 1.5881, loss: 1.5881 2023-12-30 00:46:10,517 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 16:28:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 1.5768, loss: 1.5768 2023-12-30 00:46:33,143 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 16:28:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 1.5724, loss: 1.5724 2023-12-30 00:46:55,787 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 16:28:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9594, loss_cls: 1.5689, loss: 1.5689 2023-12-30 00:47:18,454 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 16:27:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 1.6214, loss: 1.6214 2023-12-30 00:47:27,888 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-30 00:51:04,607 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 00:51:05,091 - pyskl - INFO - top1_acc 0.7095 top5_acc 0.9346 2023-12-30 00:51:05,115 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.7095, top5_acc: 0.9346 2023-12-30 00:51:49,799 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 16:27:19, time: 0.447, data_time: 0.221, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9637, loss_cls: 1.4900, loss: 1.4900 2023-12-30 00:52:12,352 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 16:26:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 1.4196, loss: 1.4196 2023-12-30 00:52:34,919 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 16:26:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 1.4377, loss: 1.4377 2023-12-30 00:52:57,505 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 16:26:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 1.4662, loss: 1.4662 2023-12-30 00:53:20,075 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 16:25:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 1.4270, loss: 1.4270 2023-12-30 00:53:42,615 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 16:25:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 1.4657, loss: 1.4657 2023-12-30 00:54:05,199 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 16:25:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 1.4990, loss: 1.4990 2023-12-30 00:54:27,860 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 16:24:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 1.4795, loss: 1.4795 2023-12-30 00:54:50,466 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 16:24:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 1.4663, loss: 1.4663 2023-12-30 00:55:13,051 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 16:23:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 1.4647, loss: 1.4647 2023-12-30 00:55:35,621 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 16:23:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 1.5450, loss: 1.5450 2023-12-30 00:55:58,180 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 16:23:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 1.5577, loss: 1.5577 2023-12-30 00:56:20,730 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 16:22:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 1.5205, loss: 1.5205 2023-12-30 00:56:43,304 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 16:22:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 1.5054, loss: 1.5054 2023-12-30 00:57:05,843 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 16:21:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 1.4778, loss: 1.4778 2023-12-30 00:57:28,373 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 16:21:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 1.5203, loss: 1.5203 2023-12-30 00:57:50,882 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 16:21:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 1.5521, loss: 1.5521 2023-12-30 00:58:13,396 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 16:20:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 1.4945, loss: 1.4945 2023-12-30 00:58:35,899 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 16:20:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 1.4993, loss: 1.4993 2023-12-30 00:58:58,539 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 16:20:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 1.4832, loss: 1.4832 2023-12-30 00:59:21,211 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 16:19:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 1.5574, loss: 1.5574 2023-12-30 00:59:43,836 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 16:19:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 1.5033, loss: 1.5033 2023-12-30 01:00:06,454 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 16:18:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 1.6147, loss: 1.6147 2023-12-30 01:00:29,094 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 16:18:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 1.5646, loss: 1.5646 2023-12-30 01:00:51,708 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 16:18:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 1.5464, loss: 1.5464 2023-12-30 01:01:14,242 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 16:17:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 1.5237, loss: 1.5237 2023-12-30 01:01:36,778 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 16:17:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 1.5307, loss: 1.5307 2023-12-30 01:01:59,289 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 16:16:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 1.5586, loss: 1.5586 2023-12-30 01:02:21,796 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 16:16:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 1.5974, loss: 1.5974 2023-12-30 01:02:44,377 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 16:16:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 1.5476, loss: 1.5476 2023-12-30 01:03:06,925 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 16:15:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 1.5820, loss: 1.5820 2023-12-30 01:03:29,455 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 16:15:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 1.5650, loss: 1.5650 2023-12-30 01:03:51,995 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 16:15:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9637, loss_cls: 1.5563, loss: 1.5563 2023-12-30 01:04:14,535 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 16:14:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 1.5689, loss: 1.5689 2023-12-30 01:04:37,093 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 16:14:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 1.6125, loss: 1.6125 2023-12-30 01:04:59,643 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 16:13:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 1.4794, loss: 1.4794 2023-12-30 01:05:22,183 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 16:13:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 1.5054, loss: 1.5054 2023-12-30 01:05:44,729 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 16:13:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 1.5947, loss: 1.5947 2023-12-30 01:06:07,291 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 16:12:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 1.6152, loss: 1.6152 2023-12-30 01:06:16,723 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-30 01:09:53,336 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 01:09:53,822 - pyskl - INFO - top1_acc 0.7204 top5_acc 0.9322 2023-12-30 01:09:53,848 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7204, top5_acc: 0.9322 2023-12-30 01:10:38,313 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 16:12:24, time: 0.445, data_time: 0.219, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 1.5096, loss: 1.5096 2023-12-30 01:11:00,931 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 16:12:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 1.4549, loss: 1.4549 2023-12-30 01:11:23,568 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 16:11:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 1.5220, loss: 1.5220 2023-12-30 01:11:46,237 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 16:11:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 1.4783, loss: 1.4783 2023-12-30 01:12:08,865 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 16:10:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 1.4851, loss: 1.4851 2023-12-30 01:12:31,533 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 16:10:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 1.4777, loss: 1.4777 2023-12-30 01:12:54,176 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 16:10:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 1.4491, loss: 1.4491 2023-12-30 01:13:16,842 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 16:09:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 1.4565, loss: 1.4565 2023-12-30 01:13:39,485 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 16:09:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 1.4940, loss: 1.4940 2023-12-30 01:14:02,262 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 16:08:58, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 1.4431, loss: 1.4431 2023-12-30 01:14:24,890 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 16:08:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 1.5363, loss: 1.5363 2023-12-30 01:14:47,476 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 16:08:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 1.6109, loss: 1.6109 2023-12-30 01:15:10,014 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 16:07:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 1.5222, loss: 1.5222 2023-12-30 01:15:32,553 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 16:07:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 1.4718, loss: 1.4718 2023-12-30 01:15:55,164 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 16:07:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9712, loss_cls: 1.4790, loss: 1.4790 2023-12-30 01:16:17,703 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 16:06:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 1.5114, loss: 1.5114 2023-12-30 01:16:40,254 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 16:06:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 1.6135, loss: 1.6135 2023-12-30 01:17:02,801 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 16:05:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 1.5493, loss: 1.5493 2023-12-30 01:17:25,348 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 16:05:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 1.5293, loss: 1.5293 2023-12-30 01:17:47,884 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 16:05:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9681, loss_cls: 1.4614, loss: 1.4614 2023-12-30 01:18:10,404 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 16:04:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 1.5840, loss: 1.5840 2023-12-30 01:18:32,958 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 16:04:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 1.5233, loss: 1.5233 2023-12-30 01:18:55,654 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 16:04:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 1.4945, loss: 1.4945 2023-12-30 01:19:18,335 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 16:03:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 1.4894, loss: 1.4894 2023-12-30 01:19:40,941 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 16:03:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9675, loss_cls: 1.4937, loss: 1.4937 2023-12-30 01:20:03,554 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 16:02:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 1.5476, loss: 1.5476 2023-12-30 01:20:26,176 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 16:02:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 1.5125, loss: 1.5125 2023-12-30 01:20:48,838 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 16:02:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 1.4802, loss: 1.4802 2023-12-30 01:21:11,540 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 16:01:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 1.4789, loss: 1.4789 2023-12-30 01:21:34,185 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 16:01:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 1.5015, loss: 1.5015 2023-12-30 01:21:56,835 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 16:00:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 1.4921, loss: 1.4921 2023-12-30 01:22:19,475 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 16:00:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 1.5160, loss: 1.5160 2023-12-30 01:22:42,128 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 16:00:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 1.5665, loss: 1.5665 2023-12-30 01:23:04,772 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 15:59:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 1.5416, loss: 1.5416 2023-12-30 01:23:27,412 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 15:59:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 1.5909, loss: 1.5909 2023-12-30 01:23:50,052 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 15:59:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9550, loss_cls: 1.5618, loss: 1.5618 2023-12-30 01:24:12,682 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 15:58:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 1.5133, loss: 1.5133 2023-12-30 01:24:35,271 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 15:58:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9644, loss_cls: 1.5102, loss: 1.5102 2023-12-30 01:24:57,833 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 15:57:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 1.5052, loss: 1.5052 2023-12-30 01:25:07,213 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-30 01:28:45,059 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 01:28:45,562 - pyskl - INFO - top1_acc 0.7472 top5_acc 0.9429 2023-12-30 01:28:45,566 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_76.pth was removed 2023-12-30 01:28:45,709 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. 2023-12-30 01:28:45,711 - pyskl - INFO - Best top1_acc is 0.7472 at 86 epoch. 2023-12-30 01:28:45,731 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7472, top5_acc: 0.9429 2023-12-30 01:29:30,920 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 15:57:31, time: 0.452, data_time: 0.224, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 1.4299, loss: 1.4299 2023-12-30 01:29:53,835 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 15:57:08, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9675, loss_cls: 1.4623, loss: 1.4623 2023-12-30 01:30:16,628 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 15:56:46, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 1.4739, loss: 1.4739 2023-12-30 01:30:39,503 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 15:56:23, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 1.4549, loss: 1.4549 2023-12-30 01:31:02,361 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 15:56:00, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 1.4476, loss: 1.4476 2023-12-30 01:31:25,150 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 15:55:37, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 1.5016, loss: 1.5016 2023-12-30 01:31:47,860 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 15:55:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 1.4793, loss: 1.4793 2023-12-30 01:32:10,497 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 15:54:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9700, loss_cls: 1.4833, loss: 1.4833 2023-12-30 01:32:33,130 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 15:54:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 1.5003, loss: 1.5003 2023-12-30 01:32:55,888 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 15:54:06, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 1.4283, loss: 1.4283 2023-12-30 01:33:18,711 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 15:53:43, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 1.4167, loss: 1.4167 2023-12-30 01:33:41,426 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 15:53:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 1.4561, loss: 1.4561 2023-12-30 01:34:04,087 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 15:52:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 1.5003, loss: 1.5003 2023-12-30 01:34:26,767 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 15:52:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9675, loss_cls: 1.4977, loss: 1.4977 2023-12-30 01:34:49,480 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 15:52:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 1.5163, loss: 1.5163 2023-12-30 01:35:12,186 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 15:51:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 1.5227, loss: 1.5227 2023-12-30 01:35:34,882 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 15:51:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 1.5456, loss: 1.5456 2023-12-30 01:35:57,624 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 15:51:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 1.4867, loss: 1.4867 2023-12-30 01:36:20,378 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 15:50:40, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 1.5669, loss: 1.5669 2023-12-30 01:36:43,151 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 15:50:17, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 1.4596, loss: 1.4596 2023-12-30 01:37:05,826 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 15:49:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 1.4610, loss: 1.4610 2023-12-30 01:37:28,491 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 15:49:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.5255, loss: 1.5255 2023-12-30 01:37:51,305 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 15:49:09, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 1.4971, loss: 1.4971 2023-12-30 01:38:14,050 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 15:48:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 1.4875, loss: 1.4875 2023-12-30 01:38:36,804 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 15:48:23, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 1.5235, loss: 1.5235 2023-12-30 01:38:59,535 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 15:48:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 1.5045, loss: 1.5045 2023-12-30 01:39:22,197 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 15:47:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9637, loss_cls: 1.5137, loss: 1.5137 2023-12-30 01:39:44,891 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 15:47:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 1.5540, loss: 1.5540 2023-12-30 01:40:07,569 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 15:46:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 1.5653, loss: 1.5653 2023-12-30 01:40:30,185 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 15:46:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 1.5379, loss: 1.5379 2023-12-30 01:40:52,900 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 15:46:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 1.5022, loss: 1.5022 2023-12-30 01:41:15,622 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 15:45:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 1.6436, loss: 1.6436 2023-12-30 01:41:38,311 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 15:45:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 1.5676, loss: 1.5676 2023-12-30 01:42:01,024 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 15:44:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9631, loss_cls: 1.5123, loss: 1.5123 2023-12-30 01:42:23,666 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 15:44:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 1.5055, loss: 1.5055 2023-12-30 01:42:46,256 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 15:44:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 1.4270, loss: 1.4270 2023-12-30 01:43:08,841 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 15:43:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 1.5534, loss: 1.5534 2023-12-30 01:43:31,575 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 15:43:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 1.4717, loss: 1.4717 2023-12-30 01:43:54,268 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 15:43:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9613, loss_cls: 1.5128, loss: 1.5128 2023-12-30 01:44:03,744 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-30 01:47:40,506 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 01:47:41,007 - pyskl - INFO - top1_acc 0.7252 top5_acc 0.9399 2023-12-30 01:47:41,031 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7252, top5_acc: 0.9399 2023-12-30 01:48:25,205 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 15:42:40, time: 0.442, data_time: 0.216, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 1.4746, loss: 1.4746 2023-12-30 01:48:47,816 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 15:42:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 1.4798, loss: 1.4798 2023-12-30 01:49:10,388 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 15:41:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 1.4615, loss: 1.4615 2023-12-30 01:49:33,063 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 15:41:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 1.4413, loss: 1.4413 2023-12-30 01:49:55,792 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 15:41:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 1.4492, loss: 1.4492 2023-12-30 01:50:18,540 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 15:40:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 1.4803, loss: 1.4803 2023-12-30 01:50:41,210 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 15:40:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 1.5275, loss: 1.5275 2023-12-30 01:51:03,851 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 15:40:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 1.4556, loss: 1.4556 2023-12-30 01:51:26,418 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 15:39:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 1.4967, loss: 1.4967 2023-12-30 01:51:48,968 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 15:39:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 1.4285, loss: 1.4285 2023-12-30 01:52:11,528 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 15:38:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 1.5620, loss: 1.5620 2023-12-30 01:52:34,121 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 15:38:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 1.4674, loss: 1.4674 2023-12-30 01:52:56,750 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 15:38:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 1.4934, loss: 1.4934 2023-12-30 01:53:19,353 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 15:37:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9650, loss_cls: 1.5019, loss: 1.5019 2023-12-30 01:53:41,859 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 15:37:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 1.4603, loss: 1.4603 2023-12-30 01:54:04,443 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 15:36:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 1.4760, loss: 1.4760 2023-12-30 01:54:27,019 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 15:36:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9825, loss_cls: 1.4846, loss: 1.4846 2023-12-30 01:54:49,698 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 15:36:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 1.4448, loss: 1.4448 2023-12-30 01:55:12,271 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 15:35:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 1.4768, loss: 1.4768 2023-12-30 01:55:34,865 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 15:35:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 1.4346, loss: 1.4346 2023-12-30 01:55:57,493 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 15:35:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 1.4795, loss: 1.4795 2023-12-30 01:56:20,157 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 15:34:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9688, loss_cls: 1.5116, loss: 1.5116 2023-12-30 01:56:42,770 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 15:34:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 1.5330, loss: 1.5330 2023-12-30 01:57:05,381 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 15:33:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 1.4801, loss: 1.4801 2023-12-30 01:57:27,956 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 15:33:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 1.5324, loss: 1.5324 2023-12-30 01:57:50,561 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 15:33:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 1.4871, loss: 1.4871 2023-12-30 01:58:13,231 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 15:32:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 1.5092, loss: 1.5092 2023-12-30 01:58:35,860 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 15:32:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 1.5233, loss: 1.5233 2023-12-30 01:58:58,514 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 15:31:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 1.5013, loss: 1.5013 2023-12-30 01:59:21,175 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 15:31:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9637, loss_cls: 1.5076, loss: 1.5076 2023-12-30 01:59:43,786 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 15:31:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9688, loss_cls: 1.4872, loss: 1.4872 2023-12-30 02:00:06,406 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 15:30:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 1.5391, loss: 1.5391 2023-12-30 02:00:29,053 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 15:30:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 1.4601, loss: 1.4601 2023-12-30 02:00:51,728 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 15:30:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 1.5192, loss: 1.5192 2023-12-30 02:01:14,317 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 15:29:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 1.4587, loss: 1.4587 2023-12-30 02:01:36,891 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 15:29:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9625, loss_cls: 1.5847, loss: 1.5847 2023-12-30 02:01:59,516 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 15:28:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 1.4834, loss: 1.4834 2023-12-30 02:02:22,122 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 15:28:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 1.5503, loss: 1.5503 2023-12-30 02:02:44,733 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 15:28:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 1.4729, loss: 1.4729 2023-12-30 02:02:54,143 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-30 02:06:29,853 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 02:06:30,333 - pyskl - INFO - top1_acc 0.7237 top5_acc 0.9385 2023-12-30 02:06:30,353 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.7237, top5_acc: 0.9385 2023-12-30 02:07:13,797 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 15:27:45, time: 0.434, data_time: 0.209, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 1.4635, loss: 1.4635 2023-12-30 02:07:36,370 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 15:27:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 1.4472, loss: 1.4472 2023-12-30 02:07:58,970 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 15:26:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 1.4236, loss: 1.4236 2023-12-30 02:08:21,543 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 15:26:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 1.4748, loss: 1.4748 2023-12-30 02:08:44,185 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 15:26:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 1.4884, loss: 1.4884 2023-12-30 02:09:06,835 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 15:25:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 1.4110, loss: 1.4110 2023-12-30 02:09:29,556 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 15:25:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 1.3952, loss: 1.3952 2023-12-30 02:09:52,364 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 15:25:05, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9844, loss_cls: 1.4210, loss: 1.4210 2023-12-30 02:10:15,129 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 15:24:42, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 1.3939, loss: 1.3939 2023-12-30 02:10:37,821 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 15:24:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 1.4050, loss: 1.4050 2023-12-30 02:11:00,583 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 15:23:56, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 1.4311, loss: 1.4311 2023-12-30 02:11:23,309 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 15:23:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 1.4498, loss: 1.4498 2023-12-30 02:11:46,002 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 15:23:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 1.4385, loss: 1.4385 2023-12-30 02:12:08,723 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 15:22:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 1.4318, loss: 1.4318 2023-12-30 02:12:31,473 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 15:22:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 1.4849, loss: 1.4849 2023-12-30 02:12:54,098 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 15:22:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 1.4581, loss: 1.4581 2023-12-30 02:13:16,818 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 15:21:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9681, loss_cls: 1.4690, loss: 1.4690 2023-12-30 02:13:39,523 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 15:21:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9700, loss_cls: 1.4592, loss: 1.4592 2023-12-30 02:14:02,234 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 15:20:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 1.4644, loss: 1.4644 2023-12-30 02:14:24,912 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 15:20:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 1.4980, loss: 1.4980 2023-12-30 02:14:47,610 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 15:20:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 1.4947, loss: 1.4947 2023-12-30 02:15:10,281 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 15:19:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 1.4985, loss: 1.4985 2023-12-30 02:15:33,024 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 15:19:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 1.4782, loss: 1.4782 2023-12-30 02:15:55,787 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 15:18:59, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 1.4796, loss: 1.4796 2023-12-30 02:16:18,520 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 15:18:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 1.4781, loss: 1.4781 2023-12-30 02:16:41,311 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 15:18:13, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 1.5370, loss: 1.5370 2023-12-30 02:17:04,092 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 15:17:51, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 1.5334, loss: 1.5334 2023-12-30 02:17:26,807 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 15:17:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9706, loss_cls: 1.4796, loss: 1.4796 2023-12-30 02:17:49,672 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 15:17:05, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 1.5414, loss: 1.5414 2023-12-30 02:18:12,394 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 15:16:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 1.6297, loss: 1.6297 2023-12-30 02:18:35,062 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 15:16:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 1.4809, loss: 1.4809 2023-12-30 02:18:57,734 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 15:15:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 1.4329, loss: 1.4329 2023-12-30 02:19:20,485 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 15:15:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 1.4629, loss: 1.4629 2023-12-30 02:19:43,170 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 15:15:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 1.5001, loss: 1.5001 2023-12-30 02:20:05,925 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 15:14:48, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9663, loss_cls: 1.5043, loss: 1.5043 2023-12-30 02:20:28,623 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 15:14:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 1.5736, loss: 1.5736 2023-12-30 02:20:51,413 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 15:14:02, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 1.5354, loss: 1.5354 2023-12-30 02:21:14,095 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 15:13:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 1.5501, loss: 1.5501 2023-12-30 02:21:36,771 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 15:13:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 1.5337, loss: 1.5337 2023-12-30 02:21:46,211 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-30 02:25:21,932 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 02:25:22,430 - pyskl - INFO - top1_acc 0.7231 top5_acc 0.9360 2023-12-30 02:25:22,456 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7231, top5_acc: 0.9360 2023-12-30 02:26:06,200 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 15:12:53, time: 0.437, data_time: 0.210, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 1.3444, loss: 1.3444 2023-12-30 02:26:28,909 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 15:12:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 1.4593, loss: 1.4593 2023-12-30 02:26:51,684 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 15:12:07, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9712, loss_cls: 1.3997, loss: 1.3997 2023-12-30 02:27:14,382 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 15:11:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 1.4186, loss: 1.4186 2023-12-30 02:27:37,086 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 15:11:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 1.3685, loss: 1.3685 2023-12-30 02:27:59,787 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 15:10:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 1.4753, loss: 1.4753 2023-12-30 02:28:22,449 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 15:10:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 1.3733, loss: 1.3733 2023-12-30 02:28:45,208 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 15:10:13, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 1.4474, loss: 1.4474 2023-12-30 02:29:07,920 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 15:09:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 1.4647, loss: 1.4647 2023-12-30 02:29:30,628 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 15:09:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9700, loss_cls: 1.4170, loss: 1.4170 2023-12-30 02:29:53,280 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 15:09:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9681, loss_cls: 1.4575, loss: 1.4575 2023-12-30 02:30:15,962 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 15:08:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 1.4441, loss: 1.4441 2023-12-30 02:30:38,799 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 15:08:18, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 1.4168, loss: 1.4168 2023-12-30 02:31:01,564 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 15:07:56, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 1.4005, loss: 1.4005 2023-12-30 02:31:24,304 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 15:07:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 1.5029, loss: 1.5029 2023-12-30 02:31:47,024 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 15:07:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 1.4252, loss: 1.4252 2023-12-30 02:32:09,727 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 15:06:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 1.4778, loss: 1.4778 2023-12-30 02:32:32,407 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 15:06:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 1.4652, loss: 1.4652 2023-12-30 02:32:55,108 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 15:06:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 1.3935, loss: 1.3935 2023-12-30 02:33:17,699 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 15:05:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 1.4685, loss: 1.4685 2023-12-30 02:33:40,349 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 15:05:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9675, loss_cls: 1.4801, loss: 1.4801 2023-12-30 02:34:02,965 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 15:04:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 1.4988, loss: 1.4988 2023-12-30 02:34:25,571 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 15:04:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 1.5691, loss: 1.5691 2023-12-30 02:34:48,194 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 15:04:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 1.4332, loss: 1.4332 2023-12-30 02:35:10,821 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 15:03:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 1.5232, loss: 1.5232 2023-12-30 02:35:33,441 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 15:03:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 1.4650, loss: 1.4650 2023-12-30 02:35:56,132 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 15:02:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9700, loss_cls: 1.4409, loss: 1.4409 2023-12-30 02:36:18,790 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 15:02:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 1.5110, loss: 1.5110 2023-12-30 02:36:41,471 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 15:02:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8375, top5_acc: 0.9694, loss_cls: 1.5086, loss: 1.5086 2023-12-30 02:37:04,131 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 15:01:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 1.5239, loss: 1.5239 2023-12-30 02:37:26,855 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 15:01:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 1.4844, loss: 1.4844 2023-12-30 02:37:49,561 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 15:01:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 1.4888, loss: 1.4888 2023-12-30 02:38:12,255 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 15:00:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 1.4679, loss: 1.4679 2023-12-30 02:38:35,063 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 15:00:18, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 1.5266, loss: 1.5266 2023-12-30 02:38:57,946 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 14:59:55, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9706, loss_cls: 1.4497, loss: 1.4497 2023-12-30 02:39:20,606 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 14:59:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 1.4528, loss: 1.4528 2023-12-30 02:39:43,263 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 14:59:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 1.4571, loss: 1.4571 2023-12-30 02:40:05,926 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 14:58:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 1.4743, loss: 1.4743 2023-12-30 02:40:28,656 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 14:58:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9694, loss_cls: 1.4443, loss: 1.4443 2023-12-30 02:40:38,142 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-30 02:44:14,145 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 02:44:14,623 - pyskl - INFO - top1_acc 0.7006 top5_acc 0.9255 2023-12-30 02:44:14,644 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7006, top5_acc: 0.9255 2023-12-30 02:44:58,313 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 14:58:00, time: 0.437, data_time: 0.210, memory: 6526, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 1.3728, loss: 1.3728 2023-12-30 02:45:21,061 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 14:57:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 1.3858, loss: 1.3858 2023-12-30 02:45:43,855 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 14:57:14, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 1.4136, loss: 1.4136 2023-12-30 02:46:06,589 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 14:56:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 1.3802, loss: 1.3802 2023-12-30 02:46:29,229 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 14:56:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 1.4800, loss: 1.4800 2023-12-30 02:46:51,834 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 14:56:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 1.4536, loss: 1.4536 2023-12-30 02:47:14,459 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 14:55:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9881, loss_cls: 1.3456, loss: 1.3456 2023-12-30 02:47:37,094 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 14:55:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 1.3877, loss: 1.3877 2023-12-30 02:47:59,672 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 14:54:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9719, loss_cls: 1.4369, loss: 1.4369 2023-12-30 02:48:22,223 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 14:54:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 1.4718, loss: 1.4718 2023-12-30 02:48:44,872 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 14:54:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 1.4392, loss: 1.4392 2023-12-30 02:49:07,683 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 14:53:48, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 1.5175, loss: 1.5175 2023-12-30 02:49:30,352 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 14:53:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 1.4737, loss: 1.4737 2023-12-30 02:49:52,999 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 14:53:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 1.4089, loss: 1.4089 2023-12-30 02:50:15,617 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 14:52:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 1.5226, loss: 1.5226 2023-12-30 02:50:38,356 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 14:52:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 1.4926, loss: 1.4926 2023-12-30 02:51:01,105 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 14:51:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 1.4313, loss: 1.4313 2023-12-30 02:51:23,851 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 14:51:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 1.4041, loss: 1.4041 2023-12-30 02:51:46,611 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 14:51:08, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 1.5364, loss: 1.5364 2023-12-30 02:52:09,475 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 14:50:45, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 1.5275, loss: 1.5275 2023-12-30 02:52:32,264 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 14:50:22, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 1.4392, loss: 1.4392 2023-12-30 02:52:55,013 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 14:49:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 1.4551, loss: 1.4551 2023-12-30 02:53:17,725 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 14:49:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 1.4489, loss: 1.4489 2023-12-30 02:53:40,354 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 14:49:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 1.4341, loss: 1.4341 2023-12-30 02:54:02,987 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 14:48:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 1.4793, loss: 1.4793 2023-12-30 02:54:25,655 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 14:48:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 1.4367, loss: 1.4367 2023-12-30 02:54:48,305 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 14:48:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 1.4840, loss: 1.4840 2023-12-30 02:55:10,934 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 14:47:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 1.5307, loss: 1.5307 2023-12-30 02:55:33,541 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 14:47:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 1.4325, loss: 1.4325 2023-12-30 02:55:56,262 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 14:46:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9712, loss_cls: 1.4120, loss: 1.4120 2023-12-30 02:56:19,082 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 14:46:33, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 1.4659, loss: 1.4659 2023-12-30 02:56:41,781 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 14:46:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 1.5431, loss: 1.5431 2023-12-30 02:57:04,558 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 14:45:48, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 1.4686, loss: 1.4686 2023-12-30 02:57:27,305 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 14:45:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9700, loss_cls: 1.4540, loss: 1.4540 2023-12-30 02:57:49,983 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 14:45:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 1.4485, loss: 1.4485 2023-12-30 02:58:12,558 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 14:44:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 1.4729, loss: 1.4729 2023-12-30 02:58:35,161 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 14:44:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9719, loss_cls: 1.4267, loss: 1.4267 2023-12-30 02:58:57,800 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 14:43:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 1.4316, loss: 1.4316 2023-12-30 02:59:20,402 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 14:43:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 1.4955, loss: 1.4955 2023-12-30 02:59:29,801 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-30 03:03:05,366 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 03:03:05,845 - pyskl - INFO - top1_acc 0.7436 top5_acc 0.9434 2023-12-30 03:03:05,866 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.7436, top5_acc: 0.9434 2023-12-30 03:03:49,479 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 14:43:06, time: 0.436, data_time: 0.210, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 1.4058, loss: 1.4058 2023-12-30 03:04:12,120 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 14:42:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 1.3874, loss: 1.3874 2023-12-30 03:04:34,877 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 14:42:20, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 1.3443, loss: 1.3443 2023-12-30 03:04:57,569 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 14:41:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 1.4080, loss: 1.4080 2023-12-30 03:05:20,281 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 14:41:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 1.4069, loss: 1.4069 2023-12-30 03:05:42,964 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 14:41:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9725, loss_cls: 1.4041, loss: 1.4041 2023-12-30 03:06:05,643 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 14:40:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 1.3586, loss: 1.3586 2023-12-30 03:06:28,346 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 14:40:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 1.4012, loss: 1.4012 2023-12-30 03:06:51,063 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 14:40:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 1.3953, loss: 1.3953 2023-12-30 03:07:13,748 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 14:39:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 1.4442, loss: 1.4442 2023-12-30 03:07:36,521 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 14:39:17, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9681, loss_cls: 1.5134, loss: 1.5134 2023-12-30 03:07:59,250 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 14:38:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 1.3847, loss: 1.3847 2023-12-30 03:08:22,010 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 14:38:32, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 1.4226, loss: 1.4226 2023-12-30 03:08:44,771 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 14:38:09, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 1.4532, loss: 1.4532 2023-12-30 03:09:07,520 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 14:37:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9688, loss_cls: 1.4440, loss: 1.4440 2023-12-30 03:09:30,184 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 14:37:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 1.3755, loss: 1.3755 2023-12-30 03:09:52,912 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 14:37:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 1.3819, loss: 1.3819 2023-12-30 03:10:15,541 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 14:36:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 1.4646, loss: 1.4646 2023-12-30 03:10:38,215 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 14:36:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 1.4319, loss: 1.4319 2023-12-30 03:11:00,846 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 14:35:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 1.4674, loss: 1.4674 2023-12-30 03:11:23,487 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 14:35:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 1.4375, loss: 1.4375 2023-12-30 03:11:46,173 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 14:35:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9719, loss_cls: 1.3935, loss: 1.3935 2023-12-30 03:12:08,867 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 14:34:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 1.5266, loss: 1.5266 2023-12-30 03:12:31,554 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 14:34:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 1.3870, loss: 1.3870 2023-12-30 03:12:54,316 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 14:33:57, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 1.4654, loss: 1.4654 2023-12-30 03:13:16,993 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 14:33:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9688, loss_cls: 1.4874, loss: 1.4874 2023-12-30 03:13:39,589 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 14:33:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 1.4403, loss: 1.4403 2023-12-30 03:14:02,227 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 14:32:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 1.4644, loss: 1.4644 2023-12-30 03:14:24,851 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 14:32:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 1.4067, loss: 1.4067 2023-12-30 03:14:47,637 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 14:32:03, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 1.4960, loss: 1.4960 2023-12-30 03:15:10,275 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 14:31:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 1.4516, loss: 1.4516 2023-12-30 03:15:33,057 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 14:31:17, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 1.5137, loss: 1.5137 2023-12-30 03:15:55,816 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 14:30:54, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 1.4348, loss: 1.4348 2023-12-30 03:16:18,561 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 14:30:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 1.4335, loss: 1.4335 2023-12-30 03:16:41,305 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 14:30:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 1.4887, loss: 1.4887 2023-12-30 03:17:03,982 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 14:29:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.5043, loss: 1.5043 2023-12-30 03:17:26,576 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 14:29:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 1.4547, loss: 1.4547 2023-12-30 03:17:49,222 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 14:29:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 1.4784, loss: 1.4784 2023-12-30 03:18:11,855 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 14:28:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 1.4675, loss: 1.4675 2023-12-30 03:18:21,318 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-30 03:21:56,947 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 03:21:57,436 - pyskl - INFO - top1_acc 0.7533 top5_acc 0.9461 2023-12-30 03:21:57,440 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_86.pth was removed 2023-12-30 03:21:57,584 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. 2023-12-30 03:21:57,587 - pyskl - INFO - Best top1_acc is 0.7533 at 92 epoch. 2023-12-30 03:21:57,609 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.7533, top5_acc: 0.9461 2023-12-30 03:22:41,300 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 14:28:12, time: 0.437, data_time: 0.210, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9706, loss_cls: 1.4521, loss: 1.4521 2023-12-30 03:23:03,959 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 14:27:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 1.3605, loss: 1.3605 2023-12-30 03:23:26,621 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 14:27:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 1.3672, loss: 1.3672 2023-12-30 03:23:49,215 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 14:27:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 1.3810, loss: 1.3810 2023-12-30 03:24:12,026 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 14:26:41, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 1.3501, loss: 1.3501 2023-12-30 03:24:34,756 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 14:26:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 1.4117, loss: 1.4117 2023-12-30 03:24:57,651 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 14:25:55, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 1.3585, loss: 1.3585 2023-12-30 03:25:20,390 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 14:25:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 1.3464, loss: 1.3464 2023-12-30 03:25:43,018 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 14:25:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 1.4898, loss: 1.4898 2023-12-30 03:26:05,634 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 14:24:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 1.3710, loss: 1.3710 2023-12-30 03:26:28,227 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 14:24:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 1.3890, loss: 1.3890 2023-12-30 03:26:50,850 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 14:24:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 1.3861, loss: 1.3861 2023-12-30 03:27:13,423 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 14:23:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 1.4031, loss: 1.4031 2023-12-30 03:27:36,088 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 14:23:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 1.3728, loss: 1.3728 2023-12-30 03:27:58,814 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 14:22:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 1.4545, loss: 1.4545 2023-12-30 03:28:21,472 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 14:22:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 1.4198, loss: 1.4198 2023-12-30 03:28:44,159 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 14:22:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 1.4244, loss: 1.4244 2023-12-30 03:29:06,876 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 14:21:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 1.4157, loss: 1.4157 2023-12-30 03:29:29,586 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 14:21:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 1.4598, loss: 1.4598 2023-12-30 03:29:52,319 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 14:20:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 1.4418, loss: 1.4418 2023-12-30 03:30:15,094 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 14:20:35, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 1.3800, loss: 1.3800 2023-12-30 03:30:37,827 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 14:20:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 1.4059, loss: 1.4059 2023-12-30 03:31:00,506 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 14:19:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 1.4531, loss: 1.4531 2023-12-30 03:31:23,203 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 14:19:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 1.3637, loss: 1.3637 2023-12-30 03:31:45,949 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 14:19:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 1.4192, loss: 1.4192 2023-12-30 03:32:08,554 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 14:18:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 1.4150, loss: 1.4150 2023-12-30 03:32:31,201 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 14:18:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 1.4746, loss: 1.4746 2023-12-30 03:32:53,885 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 14:17:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 1.4107, loss: 1.4107 2023-12-30 03:33:16,574 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 14:17:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 1.4530, loss: 1.4530 2023-12-30 03:33:39,145 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 14:17:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 1.4411, loss: 1.4411 2023-12-30 03:34:01,700 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 14:16:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 1.4439, loss: 1.4439 2023-12-30 03:34:24,306 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 14:16:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 1.4358, loss: 1.4358 2023-12-30 03:34:47,060 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 14:16:00, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 1.5145, loss: 1.5145 2023-12-30 03:35:09,770 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 14:15:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 1.4316, loss: 1.4316 2023-12-30 03:35:32,627 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 14:15:14, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 1.4934, loss: 1.4934 2023-12-30 03:35:55,389 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 14:14:52, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 1.4600, loss: 1.4600 2023-12-30 03:36:18,014 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 14:14:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 1.4645, loss: 1.4645 2023-12-30 03:36:40,647 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 14:14:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 1.4470, loss: 1.4470 2023-12-30 03:37:03,300 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 14:13:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9731, loss_cls: 1.4439, loss: 1.4439 2023-12-30 03:37:12,710 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-30 03:40:48,468 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 03:40:49,199 - pyskl - INFO - top1_acc 0.7330 top5_acc 0.9408 2023-12-30 03:40:49,223 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.7330, top5_acc: 0.9408 2023-12-30 03:41:33,592 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 14:13:18, time: 0.444, data_time: 0.216, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9744, loss_cls: 1.3628, loss: 1.3628 2023-12-30 03:41:56,273 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 14:12:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 1.3863, loss: 1.3863 2023-12-30 03:42:18,919 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 14:12:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 1.3238, loss: 1.3238 2023-12-30 03:42:41,580 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 14:12:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 1.4152, loss: 1.4152 2023-12-30 03:43:04,324 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 14:11:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 1.3667, loss: 1.3667 2023-12-30 03:43:26,984 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 14:11:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 1.2993, loss: 1.2993 2023-12-30 03:43:49,724 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 14:11:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 1.3709, loss: 1.3709 2023-12-30 03:44:12,550 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 14:10:38, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 1.4011, loss: 1.4011 2023-12-30 03:44:35,329 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 14:10:16, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 1.3630, loss: 1.3630 2023-12-30 03:44:58,212 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 14:09:53, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 1.4057, loss: 1.4057 2023-12-30 03:45:20,986 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 14:09:30, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 1.3845, loss: 1.3845 2023-12-30 03:45:43,635 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 14:09:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 1.4208, loss: 1.4208 2023-12-30 03:46:06,408 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 14:08:44, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 1.4153, loss: 1.4153 2023-12-30 03:46:29,047 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 14:08:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 1.4078, loss: 1.4078 2023-12-30 03:46:51,675 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 14:07:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 1.3729, loss: 1.3729 2023-12-30 03:47:14,340 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 14:07:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9719, loss_cls: 1.4450, loss: 1.4450 2023-12-30 03:47:36,985 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 14:07:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 1.3971, loss: 1.3971 2023-12-30 03:47:59,637 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 14:06:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 1.4387, loss: 1.4387 2023-12-30 03:48:22,297 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 14:06:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 1.3767, loss: 1.3767 2023-12-30 03:48:45,029 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 14:06:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 1.4309, loss: 1.4309 2023-12-30 03:49:07,711 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 14:05:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 1.4288, loss: 1.4288 2023-12-30 03:49:30,443 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 14:05:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 1.3656, loss: 1.3656 2023-12-30 03:49:53,218 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 14:04:55, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 1.4681, loss: 1.4681 2023-12-30 03:50:15,999 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 14:04:33, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 1.4478, loss: 1.4478 2023-12-30 03:50:38,752 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 14:04:10, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 1.4483, loss: 1.4483 2023-12-30 03:51:01,456 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 14:03:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 1.4069, loss: 1.4069 2023-12-30 03:51:24,058 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 14:03:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 1.4171, loss: 1.4171 2023-12-30 03:51:46,796 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 14:03:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 1.4206, loss: 1.4206 2023-12-30 03:52:09,606 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 14:02:38, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 1.3738, loss: 1.3738 2023-12-30 03:52:32,320 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 14:02:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 1.4082, loss: 1.4082 2023-12-30 03:52:54,974 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 14:01:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 1.3662, loss: 1.3662 2023-12-30 03:53:17,615 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 14:01:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 1.4067, loss: 1.4067 2023-12-30 03:53:40,287 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 14:01:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9700, loss_cls: 1.4467, loss: 1.4467 2023-12-30 03:54:02,921 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 14:00:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9725, loss_cls: 1.3989, loss: 1.3989 2023-12-30 03:54:25,577 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 14:00:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8569, top5_acc: 0.9750, loss_cls: 1.4036, loss: 1.4036 2023-12-30 03:54:48,216 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 13:59:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9637, loss_cls: 1.5116, loss: 1.5116 2023-12-30 03:55:10,847 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 13:59:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 1.4198, loss: 1.4198 2023-12-30 03:55:33,509 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 13:59:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 1.4218, loss: 1.4218 2023-12-30 03:55:56,207 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 13:58:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 1.4087, loss: 1.4087 2023-12-30 03:56:05,707 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-30 03:59:42,035 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 03:59:42,533 - pyskl - INFO - top1_acc 0.7442 top5_acc 0.9406 2023-12-30 03:59:42,557 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7442, top5_acc: 0.9406 2023-12-30 04:00:27,024 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 13:58:25, time: 0.445, data_time: 0.216, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 1.3216, loss: 1.3216 2023-12-30 04:00:49,819 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 13:58:02, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 1.3994, loss: 1.3994 2023-12-30 04:01:12,507 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 13:57:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 1.3785, loss: 1.3785 2023-12-30 04:01:35,195 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 13:57:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 1.2999, loss: 1.2999 2023-12-30 04:01:57,982 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 13:56:53, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 1.4225, loss: 1.4225 2023-12-30 04:02:20,603 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 13:56:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 1.3677, loss: 1.3677 2023-12-30 04:02:43,219 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 13:56:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 1.3164, loss: 1.3164 2023-12-30 04:03:05,893 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 13:55:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 1.3207, loss: 1.3207 2023-12-30 04:03:28,678 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 13:55:22, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 1.3459, loss: 1.3459 2023-12-30 04:03:51,409 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 13:54:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 1.4033, loss: 1.4033 2023-12-30 04:04:14,147 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 13:54:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 1.3739, loss: 1.3739 2023-12-30 04:04:36,794 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 13:54:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 1.3312, loss: 1.3312 2023-12-30 04:04:59,548 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 13:53:50, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 1.4312, loss: 1.4312 2023-12-30 04:05:22,335 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 13:53:28, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 1.3571, loss: 1.3571 2023-12-30 04:05:44,921 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 13:53:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 1.3848, loss: 1.3848 2023-12-30 04:06:07,546 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 13:52:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 1.3289, loss: 1.3289 2023-12-30 04:06:30,184 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 13:52:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 1.3586, loss: 1.3586 2023-12-30 04:06:52,810 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 13:51:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 1.3291, loss: 1.3291 2023-12-30 04:07:15,438 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 13:51:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 1.4133, loss: 1.4133 2023-12-30 04:07:38,029 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 13:51:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 1.3144, loss: 1.3144 2023-12-30 04:08:00,626 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 13:50:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 1.3668, loss: 1.3668 2023-12-30 04:08:23,278 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 13:50:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 1.4376, loss: 1.4376 2023-12-30 04:08:45,938 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 13:50:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 1.4251, loss: 1.4251 2023-12-30 04:09:08,704 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 13:49:39, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 1.3773, loss: 1.3773 2023-12-30 04:09:31,465 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 13:49:16, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 1.3848, loss: 1.3848 2023-12-30 04:09:54,222 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 13:48:53, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 1.4140, loss: 1.4140 2023-12-30 04:10:17,007 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 13:48:30, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 1.4203, loss: 1.4203 2023-12-30 04:10:39,857 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 13:48:07, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 1.3907, loss: 1.3907 2023-12-30 04:11:02,642 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 13:47:44, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 1.4414, loss: 1.4414 2023-12-30 04:11:25,427 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 13:47:22, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 1.4302, loss: 1.4302 2023-12-30 04:11:48,259 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 13:46:59, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 1.4069, loss: 1.4069 2023-12-30 04:12:10,999 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 13:46:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 1.4001, loss: 1.4001 2023-12-30 04:12:33,693 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 13:46:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 1.3957, loss: 1.3957 2023-12-30 04:12:56,412 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 13:45:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 1.4593, loss: 1.4593 2023-12-30 04:13:19,075 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 13:45:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 1.4286, loss: 1.4286 2023-12-30 04:13:41,749 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 13:45:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 1.4379, loss: 1.4379 2023-12-30 04:14:04,411 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 13:44:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 1.4341, loss: 1.4341 2023-12-30 04:14:27,115 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 13:44:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9731, loss_cls: 1.3682, loss: 1.3682 2023-12-30 04:14:49,742 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 13:43:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 1.4378, loss: 1.4378 2023-12-30 04:14:59,168 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-30 04:18:34,807 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 04:18:35,287 - pyskl - INFO - top1_acc 0.7610 top5_acc 0.9461 2023-12-30 04:18:35,291 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_92.pth was removed 2023-12-30 04:18:35,436 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. 2023-12-30 04:18:35,438 - pyskl - INFO - Best top1_acc is 0.7610 at 95 epoch. 2023-12-30 04:18:35,460 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.7610, top5_acc: 0.9461 2023-12-30 04:19:19,376 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 13:43:31, time: 0.439, data_time: 0.213, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 1.3704, loss: 1.3704 2023-12-30 04:19:42,082 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 13:43:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 1.3387, loss: 1.3387 2023-12-30 04:20:04,764 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 13:42:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 1.3407, loss: 1.3407 2023-12-30 04:20:27,612 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 13:42:22, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 1.3436, loss: 1.3436 2023-12-30 04:20:50,256 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 13:41:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 1.3086, loss: 1.3086 2023-12-30 04:21:12,976 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 13:41:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 1.3707, loss: 1.3707 2023-12-30 04:21:35,643 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 13:41:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 1.3200, loss: 1.3200 2023-12-30 04:21:58,285 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 13:40:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 1.3265, loss: 1.3265 2023-12-30 04:22:21,188 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 13:40:28, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 1.3488, loss: 1.3488 2023-12-30 04:22:43,871 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 13:40:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 1.3710, loss: 1.3710 2023-12-30 04:23:06,456 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 13:39:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 1.3310, loss: 1.3310 2023-12-30 04:23:29,060 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 13:39:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 1.3113, loss: 1.3113 2023-12-30 04:23:51,686 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 13:38:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 1.3866, loss: 1.3866 2023-12-30 04:24:14,373 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 13:38:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 1.3579, loss: 1.3579 2023-12-30 04:24:37,075 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 13:38:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 1.3248, loss: 1.3248 2023-12-30 04:24:59,821 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 13:37:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 1.3436, loss: 1.3436 2023-12-30 04:25:22,525 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 13:37:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 1.3674, loss: 1.3674 2023-12-30 04:25:45,171 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 13:37:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 1.3988, loss: 1.3988 2023-12-30 04:26:07,933 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 13:36:39, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 1.3593, loss: 1.3593 2023-12-30 04:26:30,581 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 13:36:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 1.3741, loss: 1.3741 2023-12-30 04:26:53,243 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 13:35:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 1.4028, loss: 1.4028 2023-12-30 04:27:15,935 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 13:35:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 1.4398, loss: 1.4398 2023-12-30 04:27:38,580 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 13:35:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 1.4555, loss: 1.4555 2023-12-30 04:28:01,255 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 13:34:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 1.4044, loss: 1.4044 2023-12-30 04:28:23,978 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 13:34:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 1.3908, loss: 1.3908 2023-12-30 04:28:46,722 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 13:33:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 1.3715, loss: 1.3715 2023-12-30 04:29:09,479 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 13:33:36, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 1.4047, loss: 1.4047 2023-12-30 04:29:32,249 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 13:33:13, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 1.3866, loss: 1.3866 2023-12-30 04:29:54,950 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 13:32:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 1.4680, loss: 1.4680 2023-12-30 04:30:17,657 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 13:32:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 1.4096, loss: 1.4096 2023-12-30 04:30:40,255 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 13:32:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 1.4146, loss: 1.4146 2023-12-30 04:31:02,882 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 13:31:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 1.4029, loss: 1.4029 2023-12-30 04:31:25,431 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 13:31:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 1.3716, loss: 1.3716 2023-12-30 04:31:48,121 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 13:30:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 1.3699, loss: 1.3699 2023-12-30 04:32:10,773 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 13:30:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 1.3406, loss: 1.3406 2023-12-30 04:32:33,424 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 13:30:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 1.4605, loss: 1.4605 2023-12-30 04:32:56,025 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 13:29:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9756, loss_cls: 1.3873, loss: 1.3873 2023-12-30 04:33:18,643 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 13:29:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.3919, loss: 1.3919 2023-12-30 04:33:41,239 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 13:29:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 1.4300, loss: 1.4300 2023-12-30 04:33:50,627 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-30 04:37:26,072 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 04:37:26,551 - pyskl - INFO - top1_acc 0.7390 top5_acc 0.9378 2023-12-30 04:37:26,572 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.7390, top5_acc: 0.9378 2023-12-30 04:38:10,169 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 13:28:36, time: 0.436, data_time: 0.210, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.3799, loss: 1.3799 2023-12-30 04:38:32,728 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 13:28:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 1.3925, loss: 1.3925 2023-12-30 04:38:55,286 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 13:27:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 1.3544, loss: 1.3544 2023-12-30 04:39:17,821 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 13:27:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 1.3499, loss: 1.3499 2023-12-30 04:39:40,409 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 13:27:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 1.3131, loss: 1.3131 2023-12-30 04:40:02,985 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 13:26:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9800, loss_cls: 1.3095, loss: 1.3095 2023-12-30 04:40:25,602 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 13:26:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 1.3687, loss: 1.3687 2023-12-30 04:40:48,162 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 13:25:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 1.3531, loss: 1.3531 2023-12-30 04:41:10,753 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 13:25:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 1.3486, loss: 1.3486 2023-12-30 04:41:33,423 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 13:25:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 1.3283, loss: 1.3283 2023-12-30 04:41:56,047 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 13:24:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 1.3311, loss: 1.3311 2023-12-30 04:42:18,712 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 13:24:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 1.3433, loss: 1.3433 2023-12-30 04:42:41,355 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 13:24:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 1.3472, loss: 1.3472 2023-12-30 04:43:04,021 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 13:23:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 1.3394, loss: 1.3394 2023-12-30 04:43:26,708 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 13:23:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 1.3395, loss: 1.3395 2023-12-30 04:43:49,366 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 13:22:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 1.3365, loss: 1.3365 2023-12-30 04:44:11,982 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 13:22:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 1.3895, loss: 1.3895 2023-12-30 04:44:34,586 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 13:22:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 1.4050, loss: 1.4050 2023-12-30 04:44:57,283 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 13:21:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 1.3682, loss: 1.3682 2023-12-30 04:45:19,960 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 13:21:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 1.3561, loss: 1.3561 2023-12-30 04:45:42,607 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 13:20:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 1.3241, loss: 1.3241 2023-12-30 04:46:05,259 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 13:20:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 1.3081, loss: 1.3081 2023-12-30 04:46:27,908 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 13:20:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 1.3708, loss: 1.3708 2023-12-30 04:46:50,501 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 13:19:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 1.3825, loss: 1.3825 2023-12-30 04:47:13,112 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 13:19:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 1.3480, loss: 1.3480 2023-12-30 04:47:35,844 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 13:19:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 1.2918, loss: 1.2918 2023-12-30 04:47:58,584 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 13:18:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 1.4442, loss: 1.4442 2023-12-30 04:48:21,249 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 13:18:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 1.4435, loss: 1.4435 2023-12-30 04:48:43,872 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 13:17:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 1.4171, loss: 1.4171 2023-12-30 04:49:06,511 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 13:17:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 1.3165, loss: 1.3165 2023-12-30 04:49:29,161 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 13:17:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 1.3603, loss: 1.3603 2023-12-30 04:49:51,913 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 13:16:45, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 1.2978, loss: 1.2978 2023-12-30 04:50:14,589 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 13:16:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 1.4240, loss: 1.4240 2023-12-30 04:50:37,261 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 13:16:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9738, loss_cls: 1.3721, loss: 1.3721 2023-12-30 04:50:59,939 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 13:15:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 1.4878, loss: 1.4878 2023-12-30 04:51:22,583 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 13:15:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 1.4074, loss: 1.4074 2023-12-30 04:51:45,306 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 13:14:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 1.4354, loss: 1.4354 2023-12-30 04:52:07,915 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 13:14:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 1.4481, loss: 1.4481 2023-12-30 04:52:30,505 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 13:14:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 1.3702, loss: 1.3702 2023-12-30 04:52:39,964 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-30 04:56:15,233 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 04:56:15,732 - pyskl - INFO - top1_acc 0.7635 top5_acc 0.9562 2023-12-30 04:56:15,737 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_95.pth was removed 2023-12-30 04:56:15,884 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. 2023-12-30 04:56:15,887 - pyskl - INFO - Best top1_acc is 0.7635 at 97 epoch. 2023-12-30 04:56:15,910 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.7635, top5_acc: 0.9562 2023-12-30 04:56:59,565 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 13:13:40, time: 0.436, data_time: 0.210, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9769, loss_cls: 1.3086, loss: 1.3086 2023-12-30 04:57:22,108 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 13:13:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 1.3336, loss: 1.3336 2023-12-30 04:57:44,710 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 13:12:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 1.3048, loss: 1.3048 2023-12-30 04:58:07,299 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 13:12:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 1.2815, loss: 1.2815 2023-12-30 04:58:29,882 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 13:12:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 1.2763, loss: 1.2763 2023-12-30 04:58:52,434 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 13:11:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 1.3364, loss: 1.3364 2023-12-30 04:59:15,033 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 13:11:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 1.3069, loss: 1.3069 2023-12-30 04:59:37,713 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 13:10:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 1.2767, loss: 1.2767 2023-12-30 05:00:00,330 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 13:10:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 1.3109, loss: 1.3109 2023-12-30 05:00:22,956 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 13:10:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 1.3494, loss: 1.3494 2023-12-30 05:00:45,590 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 13:09:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 1.3431, loss: 1.3431 2023-12-30 05:01:08,234 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 13:09:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 1.3735, loss: 1.3735 2023-12-30 05:01:30,854 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 13:09:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 1.3406, loss: 1.3406 2023-12-30 05:01:53,576 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 13:08:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 1.3491, loss: 1.3491 2023-12-30 05:02:16,191 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 13:08:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 1.3988, loss: 1.3988 2023-12-30 05:02:38,809 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 13:07:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 1.3296, loss: 1.3296 2023-12-30 05:03:01,406 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 13:07:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 1.3496, loss: 1.3496 2023-12-30 05:03:24,020 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 13:07:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 1.3646, loss: 1.3646 2023-12-30 05:03:46,619 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 13:06:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 1.3599, loss: 1.3599 2023-12-30 05:04:09,284 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 13:06:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9769, loss_cls: 1.3165, loss: 1.3165 2023-12-30 05:04:31,975 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 13:06:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 1.3871, loss: 1.3871 2023-12-30 05:04:54,525 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 13:05:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 1.3160, loss: 1.3160 2023-12-30 05:05:17,114 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 13:05:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 1.3622, loss: 1.3622 2023-12-30 05:05:39,727 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 13:04:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 1.4218, loss: 1.4218 2023-12-30 05:06:02,498 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 13:04:30, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 1.4103, loss: 1.4103 2023-12-30 05:06:25,212 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 13:04:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 1.3938, loss: 1.3938 2023-12-30 05:06:47,795 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 13:03:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 1.4258, loss: 1.4258 2023-12-30 05:07:10,363 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 13:03:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 1.3005, loss: 1.3005 2023-12-30 05:07:32,982 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 13:02:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 1.3549, loss: 1.3549 2023-12-30 05:07:55,609 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 13:02:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 1.3385, loss: 1.3385 2023-12-30 05:08:18,168 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 13:02:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 1.3369, loss: 1.3369 2023-12-30 05:08:40,901 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 13:01:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 1.3637, loss: 1.3637 2023-12-30 05:09:03,765 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 13:01:26, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 1.3763, loss: 1.3763 2023-12-30 05:09:26,500 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 13:01:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9738, loss_cls: 1.4063, loss: 1.4063 2023-12-30 05:09:49,268 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 13:00:41, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 1.3384, loss: 1.3384 2023-12-30 05:10:11,964 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 13:00:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 1.4230, loss: 1.4230 2023-12-30 05:10:34,709 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 12:59:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 1.3579, loss: 1.3579 2023-12-30 05:10:57,372 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 12:59:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 1.3199, loss: 1.3199 2023-12-30 05:11:20,155 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 12:59:09, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 1.3996, loss: 1.3996 2023-12-30 05:11:29,691 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-30 05:15:05,436 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 05:15:05,924 - pyskl - INFO - top1_acc 0.7195 top5_acc 0.9230 2023-12-30 05:15:05,948 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.7195, top5_acc: 0.9230 2023-12-30 05:15:49,441 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 12:58:43, time: 0.435, data_time: 0.208, memory: 6526, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 1.2632, loss: 1.2632 2023-12-30 05:16:12,125 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 12:58:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 1.2095, loss: 1.2095 2023-12-30 05:16:34,983 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 12:57:58, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 1.2550, loss: 1.2550 2023-12-30 05:16:57,695 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 12:57:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8838, top5_acc: 0.9756, loss_cls: 1.2709, loss: 1.2709 2023-12-30 05:17:20,359 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 12:57:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 1.3481, loss: 1.3481 2023-12-30 05:17:43,067 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 12:56:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 1.2484, loss: 1.2484 2023-12-30 05:18:05,656 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 12:56:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 1.2936, loss: 1.2936 2023-12-30 05:18:28,256 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 12:56:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 1.3055, loss: 1.3055 2023-12-30 05:18:50,896 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 12:55:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 1.2826, loss: 1.2826 2023-12-30 05:19:13,544 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 12:55:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 1.2880, loss: 1.2880 2023-12-30 05:19:36,184 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 12:54:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 1.2965, loss: 1.2965 2023-12-30 05:19:58,835 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 12:54:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 1.3761, loss: 1.3761 2023-12-30 05:20:21,433 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 12:54:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 1.3786, loss: 1.3786 2023-12-30 05:20:44,023 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 12:53:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 1.3879, loss: 1.3879 2023-12-30 05:21:06,627 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 12:53:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 1.3447, loss: 1.3447 2023-12-30 05:21:29,302 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 12:53:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9731, loss_cls: 1.3674, loss: 1.3674 2023-12-30 05:21:52,033 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 12:52:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9781, loss_cls: 1.3009, loss: 1.3009 2023-12-30 05:22:14,715 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 12:52:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 1.3724, loss: 1.3724 2023-12-30 05:22:37,417 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 12:51:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 1.4080, loss: 1.4080 2023-12-30 05:23:00,086 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 12:51:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 1.3601, loss: 1.3601 2023-12-30 05:23:22,814 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 12:51:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 1.2549, loss: 1.2549 2023-12-30 05:23:45,424 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 12:50:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9906, loss_cls: 1.2825, loss: 1.2825 2023-12-30 05:24:08,145 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 12:50:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 1.4101, loss: 1.4101 2023-12-30 05:24:30,891 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 12:49:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 1.3895, loss: 1.3895 2023-12-30 05:24:53,612 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 12:49:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 1.3336, loss: 1.3336 2023-12-30 05:25:16,253 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 12:49:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 1.2894, loss: 1.2894 2023-12-30 05:25:38,899 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 12:48:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 1.3535, loss: 1.3535 2023-12-30 05:26:01,596 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 12:48:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 1.3971, loss: 1.3971 2023-12-30 05:26:24,342 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 12:48:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 1.4061, loss: 1.4061 2023-12-30 05:26:47,006 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 12:47:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 1.3761, loss: 1.3761 2023-12-30 05:27:09,702 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 12:47:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 1.3569, loss: 1.3569 2023-12-30 05:27:32,362 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 12:46:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 1.4136, loss: 1.4136 2023-12-30 05:27:55,027 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 12:46:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 1.3309, loss: 1.3309 2023-12-30 05:28:17,681 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 12:46:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 1.3357, loss: 1.3357 2023-12-30 05:28:40,338 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 12:45:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 1.3622, loss: 1.3622 2023-12-30 05:29:02,963 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 12:45:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 1.3155, loss: 1.3155 2023-12-30 05:29:25,725 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 12:44:59, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 1.3420, loss: 1.3420 2023-12-30 05:29:48,510 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 12:44:36, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9744, loss_cls: 1.3822, loss: 1.3822 2023-12-30 05:30:11,249 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 12:44:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 1.3580, loss: 1.3580 2023-12-30 05:30:20,682 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-30 05:33:57,582 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 05:33:58,062 - pyskl - INFO - top1_acc 0.7645 top5_acc 0.9532 2023-12-30 05:33:58,066 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_97.pth was removed 2023-12-30 05:33:58,225 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. 2023-12-30 05:33:58,227 - pyskl - INFO - Best top1_acc is 0.7645 at 99 epoch. 2023-12-30 05:33:58,248 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.7645, top5_acc: 0.9532 2023-12-30 05:34:42,211 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 12:43:48, time: 0.440, data_time: 0.214, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 1.2402, loss: 1.2402 2023-12-30 05:35:04,916 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 12:43:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 1.2344, loss: 1.2344 2023-12-30 05:35:27,640 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 12:43:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 1.1984, loss: 1.1984 2023-12-30 05:35:50,263 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 12:42:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 1.3445, loss: 1.3445 2023-12-30 05:36:12,985 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 12:42:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 1.2496, loss: 1.2496 2023-12-30 05:36:35,589 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 12:41:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9775, loss_cls: 1.3061, loss: 1.3061 2023-12-30 05:36:58,170 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 12:41:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 1.2658, loss: 1.2658 2023-12-30 05:37:20,787 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 12:41:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 1.3066, loss: 1.3066 2023-12-30 05:37:43,402 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 12:40:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 1.3152, loss: 1.3152 2023-12-30 05:38:06,003 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 12:40:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 1.2579, loss: 1.2579 2023-12-30 05:38:28,547 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 12:39:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 1.4059, loss: 1.4059 2023-12-30 05:38:51,074 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 12:39:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 1.2973, loss: 1.2973 2023-12-30 05:39:13,607 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 12:39:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 1.3037, loss: 1.3037 2023-12-30 05:39:36,269 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 12:38:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 1.4059, loss: 1.4059 2023-12-30 05:39:58,943 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 12:38:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 1.3011, loss: 1.3011 2023-12-30 05:40:21,572 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 12:38:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 1.2746, loss: 1.2746 2023-12-30 05:40:44,228 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 12:37:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 1.3427, loss: 1.3427 2023-12-30 05:41:06,828 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 12:37:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 1.3635, loss: 1.3635 2023-12-30 05:41:29,482 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 12:36:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9900, loss_cls: 1.3275, loss: 1.3275 2023-12-30 05:41:52,300 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 12:36:33, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 1.2628, loss: 1.2628 2023-12-30 05:42:14,949 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 12:36:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 1.3385, loss: 1.3385 2023-12-30 05:42:37,588 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 12:35:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 1.3178, loss: 1.3178 2023-12-30 05:43:00,308 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 12:35:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 1.3042, loss: 1.3042 2023-12-30 05:43:23,028 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 12:35:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 1.3239, loss: 1.3239 2023-12-30 05:43:45,706 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 12:34:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 1.3417, loss: 1.3417 2023-12-30 05:44:08,376 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 12:34:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 1.2699, loss: 1.2699 2023-12-30 05:44:31,172 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 12:33:52, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 1.3425, loss: 1.3425 2023-12-30 05:44:53,866 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 12:33:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 1.3096, loss: 1.3096 2023-12-30 05:45:16,476 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 12:33:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 1.3311, loss: 1.3311 2023-12-30 05:45:39,091 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 12:32:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 1.3234, loss: 1.3234 2023-12-30 05:46:01,780 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 12:32:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 1.3037, loss: 1.3037 2023-12-30 05:46:24,435 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 12:31:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 1.3276, loss: 1.3276 2023-12-30 05:46:47,127 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 12:31:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 1.4050, loss: 1.4050 2023-12-30 05:47:09,764 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 12:31:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 1.3487, loss: 1.3487 2023-12-30 05:47:32,593 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 12:30:49, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 1.3183, loss: 1.3183 2023-12-30 05:47:55,229 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 12:30:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 1.3185, loss: 1.3185 2023-12-30 05:48:17,913 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 12:30:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 1.3290, loss: 1.3290 2023-12-30 05:48:40,750 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 12:29:41, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 1.3463, loss: 1.3463 2023-12-30 05:49:03,531 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 12:29:18, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 1.3565, loss: 1.3565 2023-12-30 05:49:12,951 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-30 05:52:49,285 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 05:52:49,843 - pyskl - INFO - top1_acc 0.7420 top5_acc 0.9435 2023-12-30 05:52:49,867 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.7420, top5_acc: 0.9435 2023-12-30 05:53:33,898 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 12:28:52, time: 0.440, data_time: 0.215, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 1.3200, loss: 1.3200 2023-12-30 05:53:56,473 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 12:28:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 1.2279, loss: 1.2279 2023-12-30 05:54:19,069 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 12:28:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 1.2350, loss: 1.2350 2023-12-30 05:54:41,723 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 12:27:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 1.2616, loss: 1.2616 2023-12-30 05:55:04,336 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 12:27:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 1.2621, loss: 1.2621 2023-12-30 05:55:26,986 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 12:26:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 1.2617, loss: 1.2617 2023-12-30 05:55:49,701 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 12:26:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8850, top5_acc: 0.9800, loss_cls: 1.2514, loss: 1.2514 2023-12-30 05:56:12,466 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 12:26:12, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 1.3037, loss: 1.3037 2023-12-30 05:56:35,136 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 12:25:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 1.2909, loss: 1.2909 2023-12-30 05:56:57,694 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 12:25:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 1.3440, loss: 1.3440 2023-12-30 05:57:20,261 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 12:25:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 1.2609, loss: 1.2609 2023-12-30 05:57:43,141 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 12:24:40, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 1.3114, loss: 1.3114 2023-12-30 05:58:05,862 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 12:24:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 1.2602, loss: 1.2602 2023-12-30 05:58:28,535 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 12:23:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 1.3159, loss: 1.3159 2023-12-30 05:58:51,263 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 12:23:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 1.2979, loss: 1.2979 2023-12-30 05:59:13,846 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 12:23:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 1.3252, loss: 1.3252 2023-12-30 05:59:36,493 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 12:22:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 1.3050, loss: 1.3050 2023-12-30 05:59:59,164 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 12:22:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 1.2721, loss: 1.2721 2023-12-30 06:00:21,870 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 12:22:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 1.3252, loss: 1.3252 2023-12-30 06:00:44,558 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 12:21:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 1.3263, loss: 1.3263 2023-12-30 06:01:07,197 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 12:21:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 1.2890, loss: 1.2890 2023-12-30 06:01:29,861 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 12:20:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9738, loss_cls: 1.3613, loss: 1.3613 2023-12-30 06:01:52,561 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 12:20:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 1.2669, loss: 1.2669 2023-12-30 06:02:15,272 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 12:20:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9762, loss_cls: 1.3393, loss: 1.3393 2023-12-30 06:02:37,982 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 12:19:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 1.2820, loss: 1.2820 2023-12-30 06:03:00,594 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 12:19:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 1.3037, loss: 1.3037 2023-12-30 06:03:23,255 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 12:18:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 1.3390, loss: 1.3390 2023-12-30 06:03:45,904 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 12:18:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 1.3162, loss: 1.3162 2023-12-30 06:04:08,518 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 12:18:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 1.2595, loss: 1.2595 2023-12-30 06:04:31,076 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 12:17:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 1.3038, loss: 1.3038 2023-12-30 06:04:53,638 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 12:17:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 1.2965, loss: 1.2965 2023-12-30 06:05:16,221 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 12:17:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 1.3107, loss: 1.3107 2023-12-30 06:05:38,833 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 12:16:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 1.3242, loss: 1.3242 2023-12-30 06:06:01,426 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 12:16:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 1.4123, loss: 1.4123 2023-12-30 06:06:24,024 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 12:15:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 1.3599, loss: 1.3599 2023-12-30 06:06:46,594 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 12:15:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 1.3256, loss: 1.3256 2023-12-30 06:07:09,183 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 12:15:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 1.3277, loss: 1.3277 2023-12-30 06:07:31,774 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 12:14:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 1.3312, loss: 1.3312 2023-12-30 06:07:54,366 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 12:14:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 1.3421, loss: 1.3421 2023-12-30 06:08:03,778 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-30 06:11:39,607 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 06:11:40,105 - pyskl - INFO - top1_acc 0.7532 top5_acc 0.9463 2023-12-30 06:11:40,135 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.7532, top5_acc: 0.9463 2023-12-30 06:12:24,301 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 12:13:56, time: 0.442, data_time: 0.215, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 1.2900, loss: 1.2900 2023-12-30 06:12:46,896 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 12:13:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 1.2609, loss: 1.2609 2023-12-30 06:13:09,466 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 12:13:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 1.3010, loss: 1.3010 2023-12-30 06:13:32,056 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 12:12:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 1.2556, loss: 1.2556 2023-12-30 06:13:54,640 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 12:12:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 1.2377, loss: 1.2377 2023-12-30 06:14:17,224 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 12:12:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 1.2653, loss: 1.2653 2023-12-30 06:14:39,827 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 12:11:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 1.3168, loss: 1.3168 2023-12-30 06:15:02,428 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 12:11:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 1.2768, loss: 1.2768 2023-12-30 06:15:25,044 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 12:10:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 1.2872, loss: 1.2872 2023-12-30 06:15:47,597 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 12:10:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 1.2339, loss: 1.2339 2023-12-30 06:16:10,342 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 12:10:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 1.3158, loss: 1.3158 2023-12-30 06:16:33,028 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 12:09:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 1.2584, loss: 1.2584 2023-12-30 06:16:55,681 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 12:09:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 1.2515, loss: 1.2515 2023-12-30 06:17:18,354 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 12:08:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 1.3315, loss: 1.3315 2023-12-30 06:17:41,016 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 12:08:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9900, loss_cls: 1.3149, loss: 1.3149 2023-12-30 06:18:03,768 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 12:08:12, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 1.3258, loss: 1.3258 2023-12-30 06:18:26,420 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 12:07:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 1.2785, loss: 1.2785 2023-12-30 06:18:49,010 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 12:07:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 1.2533, loss: 1.2533 2023-12-30 06:19:11,545 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 12:07:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 1.2347, loss: 1.2347 2023-12-30 06:19:34,142 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 12:06:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 1.2596, loss: 1.2596 2023-12-30 06:19:56,733 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 12:06:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 1.2576, loss: 1.2576 2023-12-30 06:20:19,351 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 12:05:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9762, loss_cls: 1.3068, loss: 1.3068 2023-12-30 06:20:41,891 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 12:05:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 1.3259, loss: 1.3259 2023-12-30 06:21:04,432 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 12:05:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 1.3111, loss: 1.3111 2023-12-30 06:21:27,003 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 12:04:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 1.3156, loss: 1.3156 2023-12-30 06:21:49,781 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 12:04:23, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 1.3366, loss: 1.3366 2023-12-30 06:22:12,479 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 12:04:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 1.3287, loss: 1.3287 2023-12-30 06:22:35,135 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 12:03:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 1.2846, loss: 1.2846 2023-12-30 06:22:57,778 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 12:03:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 1.3390, loss: 1.3390 2023-12-30 06:23:20,422 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 12:02:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 1.3274, loss: 1.3274 2023-12-30 06:23:43,060 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 12:02:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 1.2626, loss: 1.2626 2023-12-30 06:24:05,779 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 12:02:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 1.3107, loss: 1.3107 2023-12-30 06:24:28,472 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 12:01:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 1.3604, loss: 1.3604 2023-12-30 06:24:51,146 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 12:01:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 1.2803, loss: 1.2803 2023-12-30 06:25:13,781 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 12:00:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 1.2998, loss: 1.2998 2023-12-30 06:25:36,370 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 12:00:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 1.2900, loss: 1.2900 2023-12-30 06:25:58,935 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 12:00:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 1.3394, loss: 1.3394 2023-12-30 06:26:21,453 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 11:59:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 1.3383, loss: 1.3383 2023-12-30 06:26:43,948 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 11:59:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 1.3011, loss: 1.3011 2023-12-30 06:26:53,411 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-30 06:30:30,681 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 06:30:31,164 - pyskl - INFO - top1_acc 0.7419 top5_acc 0.9471 2023-12-30 06:30:31,186 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.7419, top5_acc: 0.9471 2023-12-30 06:31:14,711 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 11:58:58, time: 0.435, data_time: 0.210, memory: 6526, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 1.2135, loss: 1.2135 2023-12-30 06:31:37,297 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 11:58:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 1.2239, loss: 1.2239 2023-12-30 06:31:59,903 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 11:58:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 1.2527, loss: 1.2527 2023-12-30 06:32:22,617 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 11:57:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 1.2472, loss: 1.2472 2023-12-30 06:32:45,230 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 11:57:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 1.2472, loss: 1.2472 2023-12-30 06:33:07,804 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 11:57:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 1.2411, loss: 1.2411 2023-12-30 06:33:30,382 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 11:56:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 1.2320, loss: 1.2320 2023-12-30 06:33:52,965 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 11:56:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 1.2092, loss: 1.2092 2023-12-30 06:34:15,582 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 11:55:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 1.2483, loss: 1.2483 2023-12-30 06:34:38,183 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 11:55:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 1.2431, loss: 1.2431 2023-12-30 06:35:00,772 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 11:55:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 1.2172, loss: 1.2172 2023-12-30 06:35:23,355 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 11:54:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 1.2561, loss: 1.2561 2023-12-30 06:35:46,031 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 11:54:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 1.2460, loss: 1.2460 2023-12-30 06:36:08,695 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 11:54:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 1.2309, loss: 1.2309 2023-12-30 06:36:31,310 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 11:53:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 1.2760, loss: 1.2760 2023-12-30 06:36:53,951 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 11:53:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 1.2281, loss: 1.2281 2023-12-30 06:37:16,629 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 11:52:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 1.2550, loss: 1.2550 2023-12-30 06:37:39,250 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 11:52:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 1.2971, loss: 1.2971 2023-12-30 06:38:01,898 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 11:52:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 1.3006, loss: 1.3006 2023-12-30 06:38:24,525 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 11:51:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 1.2788, loss: 1.2788 2023-12-30 06:38:47,173 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 11:51:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 1.1970, loss: 1.1970 2023-12-30 06:39:09,724 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 11:50:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 1.2573, loss: 1.2573 2023-12-30 06:39:32,282 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 11:50:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 1.2717, loss: 1.2717 2023-12-30 06:39:54,914 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 11:50:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 1.2455, loss: 1.2455 2023-12-30 06:40:17,597 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 11:49:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 1.3228, loss: 1.3228 2023-12-30 06:40:40,323 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 11:49:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 1.2842, loss: 1.2842 2023-12-30 06:41:02,990 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 11:49:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 1.2264, loss: 1.2264 2023-12-30 06:41:25,654 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 11:48:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 1.2278, loss: 1.2278 2023-12-30 06:41:48,280 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 11:48:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 1.2641, loss: 1.2641 2023-12-30 06:42:10,941 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 11:47:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 1.3891, loss: 1.3891 2023-12-30 06:42:33,699 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 11:47:31, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 1.3365, loss: 1.3365 2023-12-30 06:42:56,405 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 11:47:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 1.2869, loss: 1.2869 2023-12-30 06:43:18,983 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 11:46:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 1.2852, loss: 1.2852 2023-12-30 06:43:41,533 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 11:46:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 1.2385, loss: 1.2385 2023-12-30 06:44:04,212 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 11:45:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 1.2965, loss: 1.2965 2023-12-30 06:44:26,779 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 11:45:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 1.3265, loss: 1.3265 2023-12-30 06:44:49,390 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 11:45:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 1.3023, loss: 1.3023 2023-12-30 06:45:11,982 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 11:44:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 1.2874, loss: 1.2874 2023-12-30 06:45:34,534 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 11:44:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 1.2859, loss: 1.2859 2023-12-30 06:45:43,915 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-30 06:49:19,460 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 06:49:19,956 - pyskl - INFO - top1_acc 0.7657 top5_acc 0.9508 2023-12-30 06:49:19,962 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_99.pth was removed 2023-12-30 06:49:20,109 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. 2023-12-30 06:49:20,111 - pyskl - INFO - Best top1_acc is 0.7657 at 103 epoch. 2023-12-30 06:49:20,134 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.7657, top5_acc: 0.9508 2023-12-30 06:50:03,755 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 11:44:01, time: 0.436, data_time: 0.210, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 1.2187, loss: 1.2187 2023-12-30 06:50:26,404 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 11:43:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 1.1959, loss: 1.1959 2023-12-30 06:50:49,041 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 11:43:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 1.2053, loss: 1.2053 2023-12-30 06:51:11,678 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 11:42:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 1.1936, loss: 1.1936 2023-12-30 06:51:34,378 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 11:42:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 1.2469, loss: 1.2469 2023-12-30 06:51:56,987 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 11:42:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 1.2182, loss: 1.2182 2023-12-30 06:52:19,632 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 11:41:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 1.2173, loss: 1.2173 2023-12-30 06:52:42,304 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 11:41:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 1.2571, loss: 1.2571 2023-12-30 06:53:04,904 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 11:40:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 1.1825, loss: 1.1825 2023-12-30 06:53:27,487 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 11:40:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 1.2443, loss: 1.2443 2023-12-30 06:53:50,041 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 11:40:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 1.2391, loss: 1.2391 2023-12-30 06:54:12,602 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 11:39:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 1.3139, loss: 1.3139 2023-12-30 06:54:35,196 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 11:39:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 1.2254, loss: 1.2254 2023-12-30 06:54:57,757 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 11:39:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 1.2095, loss: 1.2095 2023-12-30 06:55:20,345 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 11:38:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 1.2910, loss: 1.2910 2023-12-30 06:55:43,040 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 11:38:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 1.2930, loss: 1.2930 2023-12-30 06:56:05,712 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 11:37:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 1.2772, loss: 1.2772 2023-12-30 06:56:28,350 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 11:37:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 1.2561, loss: 1.2561 2023-12-30 06:56:51,024 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 11:37:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 1.2947, loss: 1.2947 2023-12-30 06:57:13,872 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 11:36:46, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 1.2653, loss: 1.2653 2023-12-30 06:57:36,610 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 11:36:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 1.2151, loss: 1.2151 2023-12-30 06:57:59,244 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 11:36:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 1.2448, loss: 1.2448 2023-12-30 06:58:21,877 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 11:35:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 1.3103, loss: 1.3103 2023-12-30 06:58:44,499 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 11:35:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 1.2764, loss: 1.2764 2023-12-30 06:59:07,192 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 11:34:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 1.2321, loss: 1.2321 2023-12-30 06:59:29,840 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 11:34:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 1.2266, loss: 1.2266 2023-12-30 06:59:52,408 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 11:34:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 1.3330, loss: 1.3330 2023-12-30 07:00:14,983 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 11:33:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 1.2799, loss: 1.2799 2023-12-30 07:00:37,531 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 11:33:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 1.2646, loss: 1.2646 2023-12-30 07:01:00,024 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 11:32:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 1.2461, loss: 1.2461 2023-12-30 07:01:22,554 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 11:32:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 1.2566, loss: 1.2566 2023-12-30 07:01:45,224 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 11:32:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 1.2144, loss: 1.2144 2023-12-30 07:02:07,943 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 11:31:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 1.3496, loss: 1.3496 2023-12-30 07:02:30,625 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 11:31:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 1.2815, loss: 1.2815 2023-12-30 07:02:53,355 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 11:31:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 1.3029, loss: 1.3029 2023-12-30 07:03:16,054 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 11:30:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 1.2601, loss: 1.2601 2023-12-30 07:03:38,707 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 11:30:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 1.2470, loss: 1.2470 2023-12-30 07:04:01,455 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 11:29:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 1.2767, loss: 1.2767 2023-12-30 07:04:24,206 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 11:29:31, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 1.2750, loss: 1.2750 2023-12-30 07:04:33,686 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-30 07:08:09,913 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 07:08:10,402 - pyskl - INFO - top1_acc 0.7779 top5_acc 0.9545 2023-12-30 07:08:10,406 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_103.pth was removed 2023-12-30 07:08:10,554 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. 2023-12-30 07:08:10,556 - pyskl - INFO - Best top1_acc is 0.7779 at 104 epoch. 2023-12-30 07:08:10,580 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.7779, top5_acc: 0.9545 2023-12-30 07:08:54,345 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 11:29:04, time: 0.438, data_time: 0.211, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 1.2339, loss: 1.2339 2023-12-30 07:09:16,916 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 11:28:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 1.2107, loss: 1.2107 2023-12-30 07:09:39,604 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 11:28:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 1.1628, loss: 1.1628 2023-12-30 07:10:02,275 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 11:27:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 1.2224, loss: 1.2224 2023-12-30 07:10:25,140 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 11:27:32, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 1.2376, loss: 1.2376 2023-12-30 07:10:47,952 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 11:27:10, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 1.2032, loss: 1.2032 2023-12-30 07:11:10,769 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 11:26:47, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 1.2251, loss: 1.2251 2023-12-30 07:11:33,343 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 11:26:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 1.2718, loss: 1.2718 2023-12-30 07:11:56,057 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 11:26:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 1.1843, loss: 1.1843 2023-12-30 07:12:18,833 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 11:25:38, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 1.2591, loss: 1.2591 2023-12-30 07:12:41,543 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 11:25:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 1.2003, loss: 1.2003 2023-12-30 07:13:04,137 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 11:24:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 1.2027, loss: 1.2027 2023-12-30 07:13:26,724 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 11:24:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 1.1772, loss: 1.1772 2023-12-30 07:13:49,305 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 11:24:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 1.2124, loss: 1.2124 2023-12-30 07:14:11,904 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 11:23:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 1.2185, loss: 1.2185 2023-12-30 07:14:34,496 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 11:23:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 1.2735, loss: 1.2735 2023-12-30 07:14:57,085 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 11:22:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 1.2923, loss: 1.2923 2023-12-30 07:15:19,773 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 11:22:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 1.2743, loss: 1.2743 2023-12-30 07:15:42,428 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 11:22:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 1.2248, loss: 1.2248 2023-12-30 07:16:05,036 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 11:21:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 1.2651, loss: 1.2651 2023-12-30 07:16:27,672 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 11:21:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 1.2586, loss: 1.2586 2023-12-30 07:16:50,428 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 11:21:03, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 1.2435, loss: 1.2435 2023-12-30 07:17:13,190 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 11:20:40, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 1.2031, loss: 1.2031 2023-12-30 07:17:35,963 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 11:20:17, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 1.2738, loss: 1.2738 2023-12-30 07:17:58,670 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 11:19:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 1.2346, loss: 1.2346 2023-12-30 07:18:21,460 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 11:19:32, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 1.2389, loss: 1.2389 2023-12-30 07:18:44,171 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 11:19:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 1.2252, loss: 1.2252 2023-12-30 07:19:06,785 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 11:18:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 1.2794, loss: 1.2794 2023-12-30 07:19:29,413 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 11:18:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 1.2712, loss: 1.2712 2023-12-30 07:19:52,065 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 11:18:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 1.2358, loss: 1.2358 2023-12-30 07:20:14,731 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 11:17:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 1.2428, loss: 1.2428 2023-12-30 07:20:37,416 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 11:17:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 1.2325, loss: 1.2325 2023-12-30 07:21:00,112 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 11:16:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 1.2368, loss: 1.2368 2023-12-30 07:21:22,864 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 11:16:29, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 1.2167, loss: 1.2167 2023-12-30 07:21:45,699 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 11:16:06, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 1.2949, loss: 1.2949 2023-12-30 07:22:08,285 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 11:15:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 1.2452, loss: 1.2452 2023-12-30 07:22:30,930 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 11:15:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 1.2646, loss: 1.2646 2023-12-30 07:22:53,616 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 11:14:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 1.2451, loss: 1.2451 2023-12-30 07:23:16,251 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 11:14:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 1.3007, loss: 1.3007 2023-12-30 07:23:25,741 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-30 07:27:01,261 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 07:27:01,756 - pyskl - INFO - top1_acc 0.7630 top5_acc 0.9484 2023-12-30 07:27:01,781 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.7630, top5_acc: 0.9484 2023-12-30 07:27:45,337 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 11:14:07, time: 0.435, data_time: 0.210, memory: 6526, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 1.1247, loss: 1.1247 2023-12-30 07:28:07,883 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 11:13:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 1.1727, loss: 1.1727 2023-12-30 07:28:30,484 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 11:13:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 1.1633, loss: 1.1633 2023-12-30 07:28:53,132 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 11:12:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 1.1290, loss: 1.1290 2023-12-30 07:29:15,773 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 11:12:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 1.2095, loss: 1.2095 2023-12-30 07:29:38,388 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 11:12:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 1.1644, loss: 1.1644 2023-12-30 07:30:01,081 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 11:11:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 1.1809, loss: 1.1809 2023-12-30 07:30:23,715 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 11:11:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 1.1753, loss: 1.1753 2023-12-30 07:30:46,427 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 11:11:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 1.2372, loss: 1.2372 2023-12-30 07:31:09,192 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 11:10:41, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 1.1630, loss: 1.1630 2023-12-30 07:31:31,996 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 11:10:18, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 1.2474, loss: 1.2474 2023-12-30 07:31:54,755 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 11:09:55, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 1.1865, loss: 1.1865 2023-12-30 07:32:17,303 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 11:09:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 1.2206, loss: 1.2206 2023-12-30 07:32:39,903 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 11:09:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9812, loss_cls: 1.2500, loss: 1.2500 2023-12-30 07:33:02,625 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 11:08:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 1.2361, loss: 1.2361 2023-12-30 07:33:25,455 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 11:08:24, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9025, top5_acc: 0.9844, loss_cls: 1.2154, loss: 1.2154 2023-12-30 07:33:48,100 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 11:08:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 1.2543, loss: 1.2543 2023-12-30 07:34:10,680 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 11:07:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 1.2216, loss: 1.2216 2023-12-30 07:34:33,269 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 11:07:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 1.1994, loss: 1.1994 2023-12-30 07:34:55,875 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 11:06:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 1.2347, loss: 1.2347 2023-12-30 07:35:18,493 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 11:06:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9800, loss_cls: 1.2390, loss: 1.2390 2023-12-30 07:35:41,281 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 11:06:06, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 1.2890, loss: 1.2890 2023-12-30 07:36:03,928 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 11:05:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9806, loss_cls: 1.2400, loss: 1.2400 2023-12-30 07:36:26,687 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 11:05:21, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 1.2395, loss: 1.2395 2023-12-30 07:36:49,343 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 11:04:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 1.2498, loss: 1.2498 2023-12-30 07:37:11,994 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 11:04:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 1.2478, loss: 1.2478 2023-12-30 07:37:34,641 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 11:04:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 1.2466, loss: 1.2466 2023-12-30 07:37:57,348 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 11:03:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 1.2336, loss: 1.2336 2023-12-30 07:38:20,043 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 11:03:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 1.2051, loss: 1.2051 2023-12-30 07:38:42,654 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 11:03:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 1.2222, loss: 1.2222 2023-12-30 07:39:05,222 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 11:02:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 1.2647, loss: 1.2647 2023-12-30 07:39:27,793 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 11:02:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 1.2944, loss: 1.2944 2023-12-30 07:39:50,372 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 11:01:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9850, loss_cls: 1.1861, loss: 1.1861 2023-12-30 07:40:13,008 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 11:01:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 1.2319, loss: 1.2319 2023-12-30 07:40:35,684 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 11:01:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 1.3094, loss: 1.3094 2023-12-30 07:40:58,388 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 11:00:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 1.2463, loss: 1.2463 2023-12-30 07:41:21,041 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 11:00:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 1.2795, loss: 1.2795 2023-12-30 07:41:43,766 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 11:00:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 1.2379, loss: 1.2379 2023-12-30 07:42:06,473 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 10:59:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 1.2048, loss: 1.2048 2023-12-30 07:42:15,929 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-30 07:45:51,548 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 07:45:52,025 - pyskl - INFO - top1_acc 0.7603 top5_acc 0.9500 2023-12-30 07:45:52,048 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.7603, top5_acc: 0.9500 2023-12-30 07:46:36,420 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 10:59:10, time: 0.444, data_time: 0.217, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 1.2206, loss: 1.2206 2023-12-30 07:46:59,050 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 10:58:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 1.2060, loss: 1.2060 2023-12-30 07:47:21,688 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 10:58:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 1.1441, loss: 1.1441 2023-12-30 07:47:44,448 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 10:58:02, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 1.1197, loss: 1.1197 2023-12-30 07:48:07,095 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 10:57:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9062, top5_acc: 0.9850, loss_cls: 1.1850, loss: 1.1850 2023-12-30 07:48:29,701 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 10:57:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 1.2266, loss: 1.2266 2023-12-30 07:48:52,347 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 10:56:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 1.1673, loss: 1.1673 2023-12-30 07:49:14,962 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 10:56:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 1.1402, loss: 1.1402 2023-12-30 07:49:37,614 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 10:56:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 1.1901, loss: 1.1901 2023-12-30 07:50:00,469 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 10:55:44, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9881, loss_cls: 1.1548, loss: 1.1548 2023-12-30 07:50:23,189 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 10:55:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 1.1314, loss: 1.1314 2023-12-30 07:50:45,941 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 10:54:59, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 1.1682, loss: 1.1682 2023-12-30 07:51:08,572 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 10:54:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 1.1518, loss: 1.1518 2023-12-30 07:51:31,224 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 10:54:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 1.1809, loss: 1.1809 2023-12-30 07:51:53,935 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 10:53:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 1.2158, loss: 1.2158 2023-12-30 07:52:16,566 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 10:53:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 1.2429, loss: 1.2429 2023-12-30 07:52:39,241 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 10:53:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 1.1675, loss: 1.1675 2023-12-30 07:53:01,825 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 10:52:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 1.2346, loss: 1.2346 2023-12-30 07:53:24,528 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 10:52:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 1.1879, loss: 1.1879 2023-12-30 07:53:47,139 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 10:51:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8956, top5_acc: 0.9825, loss_cls: 1.2148, loss: 1.2148 2023-12-30 07:54:09,749 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 10:51:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 1.1725, loss: 1.1725 2023-12-30 07:54:32,342 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 10:51:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 1.1997, loss: 1.1997 2023-12-30 07:54:54,976 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 10:50:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 1.2115, loss: 1.2115 2023-12-30 07:55:17,732 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 10:50:24, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 1.1997, loss: 1.1997 2023-12-30 07:55:40,553 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 10:50:01, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 1.2539, loss: 1.2539 2023-12-30 07:56:03,165 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 10:49:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 1.2254, loss: 1.2254 2023-12-30 07:56:26,020 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 10:49:15, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 1.2555, loss: 1.2555 2023-12-30 07:56:48,793 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 10:48:53, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9812, loss_cls: 1.1839, loss: 1.1839 2023-12-30 07:57:11,563 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 10:48:30, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 1.1551, loss: 1.1551 2023-12-30 07:57:34,281 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 10:48:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 1.2694, loss: 1.2694 2023-12-30 07:57:56,982 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 10:47:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 1.2369, loss: 1.2369 2023-12-30 07:58:19,678 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 10:47:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 1.1830, loss: 1.1830 2023-12-30 07:58:42,480 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 10:46:58, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 1.1692, loss: 1.1692 2023-12-30 07:59:05,040 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 10:46:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 1.2231, loss: 1.2231 2023-12-30 07:59:27,717 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 10:46:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 1.2398, loss: 1.2398 2023-12-30 07:59:50,421 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 10:45:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 1.2343, loss: 1.2343 2023-12-30 08:00:13,365 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 10:45:27, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 1.2321, loss: 1.2321 2023-12-30 08:00:36,047 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 10:45:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 1.2669, loss: 1.2669 2023-12-30 08:00:58,683 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 10:44:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 1.2320, loss: 1.2320 2023-12-30 08:01:08,104 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-30 08:04:43,745 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 08:04:44,226 - pyskl - INFO - top1_acc 0.7780 top5_acc 0.9561 2023-12-30 08:04:44,230 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_104.pth was removed 2023-12-30 08:04:44,370 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. 2023-12-30 08:04:44,372 - pyskl - INFO - Best top1_acc is 0.7780 at 107 epoch. 2023-12-30 08:04:44,393 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.7780, top5_acc: 0.9561 2023-12-30 08:05:28,339 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 10:44:14, time: 0.439, data_time: 0.213, memory: 6526, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 1.1798, loss: 1.1798 2023-12-30 08:05:50,956 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 10:43:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 1.1295, loss: 1.1295 2023-12-30 08:06:13,566 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 10:43:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 1.1084, loss: 1.1084 2023-12-30 08:06:36,176 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 10:43:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 1.1316, loss: 1.1316 2023-12-30 08:06:58,907 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 10:42:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.1679, loss: 1.1679 2023-12-30 08:07:21,609 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 10:42:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 1.1704, loss: 1.1704 2023-12-30 08:07:44,272 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 10:41:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 1.1354, loss: 1.1354 2023-12-30 08:08:06,881 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 10:41:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 1.1658, loss: 1.1658 2023-12-30 08:08:29,543 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 10:41:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 1.1491, loss: 1.1491 2023-12-30 08:08:52,316 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 10:40:48, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 1.1389, loss: 1.1389 2023-12-30 08:09:15,088 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 10:40:25, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 1.1971, loss: 1.1971 2023-12-30 08:09:37,889 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 10:40:02, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 1.2076, loss: 1.2076 2023-12-30 08:10:00,656 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 10:39:39, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 1.1938, loss: 1.1938 2023-12-30 08:10:23,343 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 10:39:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 1.1998, loss: 1.1998 2023-12-30 08:10:45,996 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 10:38:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 1.1962, loss: 1.1962 2023-12-30 08:11:08,643 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 10:38:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 1.2065, loss: 1.2065 2023-12-30 08:11:31,330 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 10:38:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 1.2249, loss: 1.2249 2023-12-30 08:11:54,001 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 10:37:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 1.2028, loss: 1.2028 2023-12-30 08:12:16,693 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 10:37:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 1.1724, loss: 1.1724 2023-12-30 08:12:39,584 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 10:36:59, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 1.1904, loss: 1.1904 2023-12-30 08:13:02,273 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 10:36:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 1.1267, loss: 1.1267 2023-12-30 08:13:25,059 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 10:36:13, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 1.1733, loss: 1.1733 2023-12-30 08:13:47,786 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 10:35:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 1.1647, loss: 1.1647 2023-12-30 08:14:10,448 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 10:35:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 1.2284, loss: 1.2284 2023-12-30 08:14:33,108 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 10:35:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 1.1888, loss: 1.1888 2023-12-30 08:14:55,760 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 10:34:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.1638, loss: 1.1638 2023-12-30 08:15:18,467 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 10:34:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 1.1864, loss: 1.1864 2023-12-30 08:15:41,280 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 10:33:56, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 1.2432, loss: 1.2432 2023-12-30 08:16:03,968 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 10:33:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 1.2877, loss: 1.2877 2023-12-30 08:16:26,676 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 10:33:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 1.1979, loss: 1.1979 2023-12-30 08:16:49,327 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 10:32:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 1.2298, loss: 1.2298 2023-12-30 08:17:11,954 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 10:32:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 1.1866, loss: 1.1866 2023-12-30 08:17:34,625 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 10:32:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 1.2384, loss: 1.2384 2023-12-30 08:17:57,214 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 10:31:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 1.1873, loss: 1.1873 2023-12-30 08:18:19,796 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 10:31:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 1.2354, loss: 1.2354 2023-12-30 08:18:42,383 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 10:30:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 1.2507, loss: 1.2507 2023-12-30 08:19:05,023 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 10:30:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 1.2239, loss: 1.2239 2023-12-30 08:19:27,690 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 10:30:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 1.2452, loss: 1.2452 2023-12-30 08:19:50,476 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 10:29:44, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 1.2479, loss: 1.2479 2023-12-30 08:19:59,940 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-30 08:23:35,826 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 08:23:36,314 - pyskl - INFO - top1_acc 0.7801 top5_acc 0.9556 2023-12-30 08:23:36,318 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_107.pth was removed 2023-12-30 08:23:36,464 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. 2023-12-30 08:23:36,466 - pyskl - INFO - Best top1_acc is 0.7801 at 108 epoch. 2023-12-30 08:23:36,488 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.7801, top5_acc: 0.9556 2023-12-30 08:24:20,283 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 10:29:17, time: 0.438, data_time: 0.212, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 1.1209, loss: 1.1209 2023-12-30 08:24:42,917 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 10:28:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 1.2084, loss: 1.2084 2023-12-30 08:25:05,525 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 10:28:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 1.1417, loss: 1.1417 2023-12-30 08:25:28,131 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 10:28:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 1.1252, loss: 1.1252 2023-12-30 08:25:50,741 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 10:27:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 1.1281, loss: 1.1281 2023-12-30 08:26:13,352 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 10:27:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 1.1221, loss: 1.1221 2023-12-30 08:26:35,995 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 10:26:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 1.2182, loss: 1.2182 2023-12-30 08:26:58,742 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 10:26:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.1197, loss: 1.1197 2023-12-30 08:27:21,476 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 10:26:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 1.1627, loss: 1.1627 2023-12-30 08:27:44,120 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 10:25:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 1.2022, loss: 1.2022 2023-12-30 08:28:06,784 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 10:25:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 1.1144, loss: 1.1144 2023-12-30 08:28:29,488 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 10:25:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 1.1494, loss: 1.1494 2023-12-30 08:28:52,158 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 10:24:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 1.2055, loss: 1.2055 2023-12-30 08:29:14,811 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 10:24:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.1277, loss: 1.1277 2023-12-30 08:29:37,389 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 10:23:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 1.2070, loss: 1.2070 2023-12-30 08:29:59,937 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 10:23:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 1.1481, loss: 1.1481 2023-12-30 08:30:22,568 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 10:23:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 1.1601, loss: 1.1601 2023-12-30 08:30:45,240 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 10:22:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 1.1875, loss: 1.1875 2023-12-30 08:31:07,914 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 10:22:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9000, top5_acc: 0.9838, loss_cls: 1.1918, loss: 1.1918 2023-12-30 08:31:30,793 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 10:22:02, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 1.1897, loss: 1.1897 2023-12-30 08:31:53,456 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 10:21:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 1.2162, loss: 1.2162 2023-12-30 08:32:16,107 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 10:21:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9862, loss_cls: 1.1521, loss: 1.1521 2023-12-30 08:32:38,781 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 10:20:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 1.1903, loss: 1.1903 2023-12-30 08:33:01,375 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 10:20:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 1.1761, loss: 1.1761 2023-12-30 08:33:23,949 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 10:20:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 1.1796, loss: 1.1796 2023-12-30 08:33:46,533 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 10:19:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 1.1630, loss: 1.1630 2023-12-30 08:34:09,140 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 10:19:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 1.1740, loss: 1.1740 2023-12-30 08:34:31,750 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 10:18:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 1.1535, loss: 1.1535 2023-12-30 08:34:54,292 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 10:18:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 1.1734, loss: 1.1734 2023-12-30 08:35:16,882 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 10:18:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 1.1670, loss: 1.1670 2023-12-30 08:35:39,463 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 10:17:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 1.2079, loss: 1.2079 2023-12-30 08:36:02,057 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 10:17:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 1.2092, loss: 1.2092 2023-12-30 08:36:24,710 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 10:17:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 1.1987, loss: 1.1987 2023-12-30 08:36:47,382 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 10:16:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 1.1692, loss: 1.1692 2023-12-30 08:37:10,053 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 10:16:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 1.1860, loss: 1.1860 2023-12-30 08:37:32,682 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 10:15:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 1.1865, loss: 1.1865 2023-12-30 08:37:55,261 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 10:15:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9962, loss_cls: 1.1517, loss: 1.1517 2023-12-30 08:38:17,980 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 10:15:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 1.1435, loss: 1.1435 2023-12-30 08:38:40,624 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 10:14:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 1.1353, loss: 1.1353 2023-12-30 08:38:50,057 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-30 08:42:26,165 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 08:42:26,657 - pyskl - INFO - top1_acc 0.7864 top5_acc 0.9568 2023-12-30 08:42:26,662 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_108.pth was removed 2023-12-30 08:42:26,816 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. 2023-12-30 08:42:26,818 - pyskl - INFO - Best top1_acc is 0.7864 at 109 epoch. 2023-12-30 08:42:26,840 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.7864, top5_acc: 0.9568 2023-12-30 08:43:11,251 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 10:14:19, time: 0.444, data_time: 0.217, memory: 6526, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 1.1341, loss: 1.1341 2023-12-30 08:43:33,964 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 10:13:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 1.0785, loss: 1.0785 2023-12-30 08:43:56,659 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 10:13:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 1.1294, loss: 1.1294 2023-12-30 08:44:19,457 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 10:13:11, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.0958, loss: 1.0958 2023-12-30 08:44:42,203 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 10:12:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 1.0838, loss: 1.0838 2023-12-30 08:45:04,986 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 10:12:25, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 1.1331, loss: 1.1331 2023-12-30 08:45:27,766 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 10:12:02, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 1.1326, loss: 1.1326 2023-12-30 08:45:50,451 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 10:11:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 1.1304, loss: 1.1304 2023-12-30 08:46:13,093 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 10:11:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 1.1427, loss: 1.1427 2023-12-30 08:46:35,683 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 10:10:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 1.1452, loss: 1.1452 2023-12-30 08:46:58,279 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 10:10:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 1.1885, loss: 1.1885 2023-12-30 08:47:20,877 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 10:10:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 1.1207, loss: 1.1207 2023-12-30 08:47:43,500 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 10:09:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 1.1464, loss: 1.1464 2023-12-30 08:48:06,116 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 10:09:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 1.2076, loss: 1.2076 2023-12-30 08:48:28,715 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 10:08:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 1.1557, loss: 1.1557 2023-12-30 08:48:51,422 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 10:08:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 1.1600, loss: 1.1600 2023-12-30 08:49:14,123 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 10:08:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 1.1808, loss: 1.1808 2023-12-30 08:49:36,835 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 10:07:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 1.0943, loss: 1.0943 2023-12-30 08:49:59,432 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 10:07:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 1.1447, loss: 1.1447 2023-12-30 08:50:22,197 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 10:07:04, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 1.1350, loss: 1.1350 2023-12-30 08:50:44,992 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 10:06:42, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 1.1775, loss: 1.1775 2023-12-30 08:51:07,727 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 10:06:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 1.1593, loss: 1.1593 2023-12-30 08:51:30,476 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 10:05:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 1.2221, loss: 1.2221 2023-12-30 08:51:53,302 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 10:05:33, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 1.1522, loss: 1.1522 2023-12-30 08:52:16,031 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 10:05:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9888, loss_cls: 1.1184, loss: 1.1184 2023-12-30 08:52:38,747 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 10:04:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 1.1522, loss: 1.1522 2023-12-30 08:53:01,556 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 10:04:24, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 1.1742, loss: 1.1742 2023-12-30 08:53:24,198 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 10:04:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 1.1376, loss: 1.1376 2023-12-30 08:53:46,814 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 10:03:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 1.1430, loss: 1.1430 2023-12-30 08:54:09,424 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 10:03:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 1.1878, loss: 1.1878 2023-12-30 08:54:32,021 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 10:02:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 1.1161, loss: 1.1161 2023-12-30 08:54:54,644 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 10:02:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9875, loss_cls: 1.1110, loss: 1.1110 2023-12-30 08:55:17,197 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 10:02:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 1.1921, loss: 1.1921 2023-12-30 08:55:39,793 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 10:01:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 1.1448, loss: 1.1448 2023-12-30 08:56:02,367 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 10:01:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 1.1868, loss: 1.1868 2023-12-30 08:56:24,956 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 10:00:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 1.2373, loss: 1.2373 2023-12-30 08:56:47,525 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 10:00:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 1.1841, loss: 1.1841 2023-12-30 08:57:10,113 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 10:00:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 1.1430, loss: 1.1430 2023-12-30 08:57:32,726 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 9:59:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 1.1722, loss: 1.1722 2023-12-30 08:57:42,160 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-30 09:01:19,761 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 09:01:20,240 - pyskl - INFO - top1_acc 0.7749 top5_acc 0.9541 2023-12-30 09:01:20,262 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.7749, top5_acc: 0.9541 2023-12-30 09:02:04,619 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 9:59:22, time: 0.443, data_time: 0.215, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 1.1113, loss: 1.1113 2023-12-30 09:02:27,419 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 9:58:59, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.0615, loss: 1.0615 2023-12-30 09:02:50,126 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 9:58:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 1.0771, loss: 1.0771 2023-12-30 09:03:12,773 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 9:58:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 1.1196, loss: 1.1196 2023-12-30 09:03:35,459 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 9:57:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 1.1162, loss: 1.1162 2023-12-30 09:03:58,114 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 9:57:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 1.0494, loss: 1.0494 2023-12-30 09:04:20,784 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 9:57:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 1.0992, loss: 1.0992 2023-12-30 09:04:43,516 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 9:56:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 1.0866, loss: 1.0866 2023-12-30 09:05:06,325 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 9:56:19, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 1.1128, loss: 1.1128 2023-12-30 09:05:29,055 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 9:55:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 1.1316, loss: 1.1316 2023-12-30 09:05:51,901 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 9:55:33, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 1.1250, loss: 1.1250 2023-12-30 09:06:14,525 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 9:55:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 1.1346, loss: 1.1346 2023-12-30 09:06:37,131 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 9:54:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 1.1471, loss: 1.1471 2023-12-30 09:06:59,730 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 9:54:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 1.0992, loss: 1.0992 2023-12-30 09:07:22,448 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 9:54:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 1.1317, loss: 1.1317 2023-12-30 09:07:45,097 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 9:53:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.0857, loss: 1.0857 2023-12-30 09:08:07,718 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 9:53:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.0987, loss: 1.0987 2023-12-30 09:08:30,308 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 9:52:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 1.1636, loss: 1.1636 2023-12-30 09:08:52,964 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 9:52:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9888, loss_cls: 1.1271, loss: 1.1271 2023-12-30 09:09:15,869 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 9:52:07, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 1.1331, loss: 1.1331 2023-12-30 09:09:38,503 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 9:51:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 1.1473, loss: 1.1473 2023-12-30 09:10:01,227 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 9:51:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 1.1402, loss: 1.1402 2023-12-30 09:10:23,984 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 9:50:59, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 1.1739, loss: 1.1739 2023-12-30 09:10:46,704 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 9:50:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 1.1603, loss: 1.1603 2023-12-30 09:11:09,375 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 9:50:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 1.0991, loss: 1.0991 2023-12-30 09:11:32,141 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 9:49:50, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 1.1558, loss: 1.1558 2023-12-30 09:11:54,891 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 9:49:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 1.2075, loss: 1.2075 2023-12-30 09:12:17,576 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 9:49:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 1.1651, loss: 1.1651 2023-12-30 09:12:40,216 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 9:48:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 1.2052, loss: 1.2052 2023-12-30 09:13:02,807 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 9:48:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 1.1788, loss: 1.1788 2023-12-30 09:13:25,412 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 9:47:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 1.2069, loss: 1.2069 2023-12-30 09:13:48,024 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 9:47:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 1.1598, loss: 1.1598 2023-12-30 09:14:10,646 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 9:47:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 1.1215, loss: 1.1215 2023-12-30 09:14:33,237 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 9:46:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 1.1214, loss: 1.1214 2023-12-30 09:14:55,830 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 9:46:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 1.1653, loss: 1.1653 2023-12-30 09:15:18,408 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 9:46:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 1.2032, loss: 1.2032 2023-12-30 09:15:41,008 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 9:45:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 1.1699, loss: 1.1699 2023-12-30 09:16:03,629 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 9:45:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 1.1891, loss: 1.1891 2023-12-30 09:16:26,337 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 9:44:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 1.1719, loss: 1.1719 2023-12-30 09:16:35,768 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-30 09:20:11,254 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 09:20:11,739 - pyskl - INFO - top1_acc 0.7795 top5_acc 0.9524 2023-12-30 09:20:11,762 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.7795, top5_acc: 0.9524 2023-12-30 09:20:55,968 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 9:44:24, time: 0.442, data_time: 0.216, memory: 6526, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 1.1178, loss: 1.1178 2023-12-30 09:21:18,542 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 9:44:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 1.0600, loss: 1.0600 2023-12-30 09:21:41,096 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 9:43:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.0822, loss: 1.0822 2023-12-30 09:22:03,696 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 9:43:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.0782, loss: 1.0782 2023-12-30 09:22:26,380 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 9:42:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 1.0797, loss: 1.0797 2023-12-30 09:22:49,222 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 9:42:30, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.0502, loss: 1.0502 2023-12-30 09:23:11,920 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 9:42:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 1.0833, loss: 1.0833 2023-12-30 09:23:34,536 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 9:41:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.1202, loss: 1.1202 2023-12-30 09:23:57,147 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 9:41:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 1.0780, loss: 1.0780 2023-12-30 09:24:19,749 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 9:40:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 1.1349, loss: 1.1349 2023-12-30 09:24:42,342 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 9:40:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 1.1103, loss: 1.1103 2023-12-30 09:25:04,903 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 9:40:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 1.0721, loss: 1.0721 2023-12-30 09:25:27,534 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 9:39:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 1.0880, loss: 1.0880 2023-12-30 09:25:50,159 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 9:39:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 1.1507, loss: 1.1507 2023-12-30 09:26:12,781 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 9:39:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 1.1438, loss: 1.1438 2023-12-30 09:26:35,467 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 9:38:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 1.1407, loss: 1.1407 2023-12-30 09:26:58,121 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 9:38:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 1.1096, loss: 1.1096 2023-12-30 09:27:20,733 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 9:37:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 1.0960, loss: 1.0960 2023-12-30 09:27:43,380 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 9:37:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 1.0997, loss: 1.0997 2023-12-30 09:28:05,964 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 9:37:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9231, top5_acc: 0.9888, loss_cls: 1.1075, loss: 1.1075 2023-12-30 09:28:28,556 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 9:36:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 1.1424, loss: 1.1424 2023-12-30 09:28:51,225 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 9:36:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 1.1436, loss: 1.1436 2023-12-30 09:29:13,975 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 9:36:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 1.1083, loss: 1.1083 2023-12-30 09:29:36,757 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 9:35:38, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 1.0922, loss: 1.0922 2023-12-30 09:29:59,349 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 9:35:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 1.1311, loss: 1.1311 2023-12-30 09:30:22,018 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 9:34:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 1.1392, loss: 1.1392 2023-12-30 09:30:44,668 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 9:34:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 1.0887, loss: 1.0887 2023-12-30 09:31:07,373 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 9:34:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 1.1024, loss: 1.1024 2023-12-30 09:31:30,047 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 9:33:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 1.1254, loss: 1.1254 2023-12-30 09:31:52,788 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 9:33:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 1.1634, loss: 1.1634 2023-12-30 09:32:15,545 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 9:32:58, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 1.1192, loss: 1.1192 2023-12-30 09:32:38,207 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 9:32:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 1.1274, loss: 1.1274 2023-12-30 09:33:00,931 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 9:32:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 1.1513, loss: 1.1513 2023-12-30 09:33:23,553 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 9:31:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 1.2198, loss: 1.2198 2023-12-30 09:33:46,089 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 9:31:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 1.2055, loss: 1.2055 2023-12-30 09:34:08,595 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 9:31:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 1.1613, loss: 1.1613 2023-12-30 09:34:31,113 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 9:30:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 1.1170, loss: 1.1170 2023-12-30 09:34:53,627 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 9:30:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 1.1638, loss: 1.1638 2023-12-30 09:35:16,154 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 9:29:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 1.1057, loss: 1.1057 2023-12-30 09:35:25,575 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-30 09:39:01,629 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 09:39:02,218 - pyskl - INFO - top1_acc 0.7722 top5_acc 0.9512 2023-12-30 09:39:02,239 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.7722, top5_acc: 0.9512 2023-12-30 09:39:46,117 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 9:29:26, time: 0.439, data_time: 0.213, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9981, loss_cls: 1.0680, loss: 1.0680 2023-12-30 09:40:08,663 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 9:29:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 1.0336, loss: 1.0336 2023-12-30 09:40:31,223 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 9:28:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.0435, loss: 1.0435 2023-12-30 09:40:53,889 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 9:28:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 1.0818, loss: 1.0818 2023-12-30 09:41:16,528 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 9:27:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.0416, loss: 1.0416 2023-12-30 09:41:39,208 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 9:27:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 1.0648, loss: 1.0648 2023-12-30 09:42:01,873 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 9:27:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 1.0763, loss: 1.0763 2023-12-30 09:42:24,569 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 9:26:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 1.0779, loss: 1.0779 2023-12-30 09:42:47,206 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 9:26:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 1.1024, loss: 1.1024 2023-12-30 09:43:09,838 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 9:26:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.0917, loss: 1.0917 2023-12-30 09:43:32,501 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 9:25:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.0771, loss: 1.0771 2023-12-30 09:43:55,108 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 9:25:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 1.0897, loss: 1.0897 2023-12-30 09:44:17,770 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 9:24:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 1.1221, loss: 1.1221 2023-12-30 09:44:40,361 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 9:24:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 1.1276, loss: 1.1276 2023-12-30 09:45:03,008 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 9:24:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 1.0993, loss: 1.0993 2023-12-30 09:45:25,652 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 9:23:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 1.1003, loss: 1.1003 2023-12-30 09:45:48,195 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 9:23:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 1.0911, loss: 1.0911 2023-12-30 09:46:10,776 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 9:22:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 1.1317, loss: 1.1317 2023-12-30 09:46:33,363 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 9:22:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 1.1137, loss: 1.1137 2023-12-30 09:46:56,110 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 9:22:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 1.1380, loss: 1.1380 2023-12-30 09:47:18,779 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 9:21:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 1.0920, loss: 1.0920 2023-12-30 09:47:41,428 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 9:21:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 1.1102, loss: 1.1102 2023-12-30 09:48:04,125 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 9:21:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 1.1363, loss: 1.1363 2023-12-30 09:48:26,924 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 9:20:40, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 1.1683, loss: 1.1683 2023-12-30 09:48:49,673 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 9:20:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 1.0584, loss: 1.0584 2023-12-30 09:49:12,427 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 9:19:54, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 1.0838, loss: 1.0838 2023-12-30 09:49:35,152 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 9:19:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.0800, loss: 1.0800 2023-12-30 09:49:57,891 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 9:19:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 1.1696, loss: 1.1696 2023-12-30 09:50:20,607 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 9:18:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 1.1559, loss: 1.1559 2023-12-30 09:50:43,410 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 9:18:22, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 1.1292, loss: 1.1292 2023-12-30 09:51:06,069 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 9:18:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 1.1568, loss: 1.1568 2023-12-30 09:51:28,660 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 9:17:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 1.0956, loss: 1.0956 2023-12-30 09:51:51,333 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 9:17:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 1.1439, loss: 1.1439 2023-12-30 09:52:14,064 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 9:16:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 1.1315, loss: 1.1315 2023-12-30 09:52:36,684 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 9:16:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 1.1334, loss: 1.1334 2023-12-30 09:52:59,405 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 9:16:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 1.1618, loss: 1.1618 2023-12-30 09:53:22,053 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 9:15:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 1.0843, loss: 1.0843 2023-12-30 09:53:44,803 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 9:15:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.0772, loss: 1.0772 2023-12-30 09:54:07,526 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 9:14:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 1.1287, loss: 1.1287 2023-12-30 09:54:16,875 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-30 09:57:52,905 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 09:57:53,735 - pyskl - INFO - top1_acc 0.7689 top5_acc 0.9512 2023-12-30 09:57:53,761 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.7689, top5_acc: 0.9512 2023-12-30 09:58:37,196 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 9:14:28, time: 0.434, data_time: 0.208, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.0972, loss: 1.0972 2023-12-30 09:58:59,817 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 9:14:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 1.0283, loss: 1.0283 2023-12-30 09:59:22,391 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 9:13:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.0279, loss: 1.0279 2023-12-30 09:59:44,966 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 9:13:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.0411, loss: 1.0411 2023-12-30 10:00:07,548 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 9:12:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.0604, loss: 1.0604 2023-12-30 10:00:30,165 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 9:12:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.0314, loss: 1.0314 2023-12-30 10:00:52,770 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 9:12:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 1.0717, loss: 1.0717 2023-12-30 10:01:15,394 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 9:11:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 1.0478, loss: 1.0478 2023-12-30 10:01:37,969 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 9:11:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.0469, loss: 1.0469 2023-12-30 10:02:00,565 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 9:11:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 1.0721, loss: 1.0721 2023-12-30 10:02:23,211 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 9:10:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.0461, loss: 1.0461 2023-12-30 10:02:45,883 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 9:10:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.0597, loss: 1.0597 2023-12-30 10:03:08,604 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 9:09:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 1.0627, loss: 1.0627 2023-12-30 10:03:31,297 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 9:09:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 1.0664, loss: 1.0664 2023-12-30 10:03:53,936 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 9:09:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 1.0906, loss: 1.0906 2023-12-30 10:04:16,562 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 9:08:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 1.0893, loss: 1.0893 2023-12-30 10:04:39,110 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 9:08:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 1.1160, loss: 1.1160 2023-12-30 10:05:01,671 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 9:07:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.0468, loss: 1.0468 2023-12-30 10:05:24,244 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 9:07:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 1.0504, loss: 1.0504 2023-12-30 10:05:46,791 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 9:07:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 1.0933, loss: 1.0933 2023-12-30 10:06:09,375 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 9:06:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 1.1509, loss: 1.1509 2023-12-30 10:06:31,968 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 9:06:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 1.1004, loss: 1.1004 2023-12-30 10:06:54,587 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 9:06:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 1.0864, loss: 1.0864 2023-12-30 10:07:17,196 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 9:05:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 1.0943, loss: 1.0943 2023-12-30 10:07:39,803 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 9:05:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9206, top5_acc: 0.9869, loss_cls: 1.0967, loss: 1.0967 2023-12-30 10:08:02,502 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 9:04:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 1.0649, loss: 1.0649 2023-12-30 10:08:25,201 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 9:04:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 1.0846, loss: 1.0846 2023-12-30 10:08:47,921 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 9:04:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.0454, loss: 1.0454 2023-12-30 10:09:10,655 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 9:03:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 1.1379, loss: 1.1379 2023-12-30 10:09:33,404 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 9:03:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 1.0931, loss: 1.0931 2023-12-30 10:09:56,107 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 9:03:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 1.1640, loss: 1.1640 2023-12-30 10:10:18,821 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 9:02:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9962, loss_cls: 1.1025, loss: 1.1025 2023-12-30 10:10:41,584 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 9:02:15, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 1.0851, loss: 1.0851 2023-12-30 10:11:04,307 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 9:01:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 1.1473, loss: 1.1473 2023-12-30 10:11:27,083 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 9:01:30, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 1.1119, loss: 1.1119 2023-12-30 10:11:49,860 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 9:01:07, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 1.0763, loss: 1.0763 2023-12-30 10:12:12,453 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 9:00:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 1.0928, loss: 1.0928 2023-12-30 10:12:35,039 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 9:00:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 1.1304, loss: 1.1304 2023-12-30 10:12:57,642 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 8:59:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 1.1002, loss: 1.1002 2023-12-30 10:13:07,016 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-30 10:16:43,768 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 10:16:44,467 - pyskl - INFO - top1_acc 0.7549 top5_acc 0.9445 2023-12-30 10:16:44,492 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.7549, top5_acc: 0.9445 2023-12-30 10:17:27,888 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 8:59:30, time: 0.434, data_time: 0.207, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 1.0347, loss: 1.0347 2023-12-30 10:17:50,529 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 8:59:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.0336, loss: 1.0336 2023-12-30 10:18:13,287 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 8:58:44, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.9976, loss: 0.9976 2023-12-30 10:18:35,973 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 8:58:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.0446, loss: 1.0446 2023-12-30 10:18:58,652 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 8:57:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.0368, loss: 1.0368 2023-12-30 10:19:21,290 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 8:57:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.0711, loss: 1.0711 2023-12-30 10:19:43,894 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 8:57:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.9986, loss: 0.9986 2023-12-30 10:20:06,503 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 8:56:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.0263, loss: 1.0263 2023-12-30 10:20:29,130 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 8:56:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 1.0496, loss: 1.0496 2023-12-30 10:20:51,965 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 8:56:04, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9900, loss_cls: 1.0382, loss: 1.0382 2023-12-30 10:21:14,682 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 8:55:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 1.0586, loss: 1.0586 2023-12-30 10:21:37,343 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 8:55:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9881, loss_cls: 1.1032, loss: 1.1032 2023-12-30 10:22:00,076 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 8:54:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.0576, loss: 1.0576 2023-12-30 10:22:22,827 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 8:54:32, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 1.0912, loss: 1.0912 2023-12-30 10:22:45,599 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 8:54:09, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.0323, loss: 1.0323 2023-12-30 10:23:08,376 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 8:53:47, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.0767, loss: 1.0767 2023-12-30 10:23:30,979 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 8:53:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.0665, loss: 1.0665 2023-12-30 10:23:53,584 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 8:53:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.0330, loss: 1.0330 2023-12-30 10:24:16,168 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 8:52:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 1.1116, loss: 1.1116 2023-12-30 10:24:38,776 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 8:52:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.0368, loss: 1.0368 2023-12-30 10:25:01,342 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 8:51:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.0578, loss: 1.0578 2023-12-30 10:25:23,908 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 8:51:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.1258, loss: 1.1258 2023-12-30 10:25:46,498 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 8:51:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 1.0510, loss: 1.0510 2023-12-30 10:26:09,086 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 8:50:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 1.0872, loss: 1.0872 2023-12-30 10:26:31,708 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 8:50:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 1.0766, loss: 1.0766 2023-12-30 10:26:54,492 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 8:49:57, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 1.0786, loss: 1.0786 2023-12-30 10:27:17,138 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 8:49:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 1.0816, loss: 1.0816 2023-12-30 10:27:39,747 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 8:49:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 1.0591, loss: 1.0591 2023-12-30 10:28:02,315 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 8:48:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 1.0786, loss: 1.0786 2023-12-30 10:28:24,934 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 8:48:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 1.0448, loss: 1.0448 2023-12-30 10:28:47,540 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 8:48:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.0498, loss: 1.0498 2023-12-30 10:29:10,169 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 8:47:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 1.0833, loss: 1.0833 2023-12-30 10:29:32,827 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 8:47:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 1.1031, loss: 1.1031 2023-12-30 10:29:55,478 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 8:46:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 1.1081, loss: 1.1081 2023-12-30 10:30:18,027 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 8:46:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 1.0861, loss: 1.0861 2023-12-30 10:30:40,593 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 8:46:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 1.1060, loss: 1.1060 2023-12-30 10:31:03,211 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 8:45:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 1.0840, loss: 1.0840 2023-12-30 10:31:25,845 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 8:45:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 1.0850, loss: 1.0850 2023-12-30 10:31:48,536 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 8:45:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 1.1049, loss: 1.1049 2023-12-30 10:31:58,000 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-30 10:35:34,016 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 10:35:34,555 - pyskl - INFO - top1_acc 0.7718 top5_acc 0.9493 2023-12-30 10:35:34,577 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.7718, top5_acc: 0.9493 2023-12-30 10:36:18,714 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 8:44:31, time: 0.441, data_time: 0.216, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 1.0369, loss: 1.0369 2023-12-30 10:36:41,324 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 8:44:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 1.0427, loss: 1.0427 2023-12-30 10:37:03,920 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 8:43:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.0089, loss: 1.0089 2023-12-30 10:37:26,519 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 8:43:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.0268, loss: 1.0268 2023-12-30 10:37:49,139 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 8:43:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.9941, loss: 0.9941 2023-12-30 10:38:11,766 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 8:42:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9406, top5_acc: 1.0000, loss_cls: 0.9896, loss: 0.9896 2023-12-30 10:38:34,398 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 8:42:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.0207, loss: 1.0207 2023-12-30 10:38:56,996 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 8:41:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.9955, loss: 0.9955 2023-12-30 10:39:19,629 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 8:41:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.0149, loss: 1.0149 2023-12-30 10:39:42,285 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 8:41:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.0849, loss: 1.0849 2023-12-30 10:40:04,945 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 8:40:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9381, top5_acc: 0.9988, loss_cls: 1.0132, loss: 1.0132 2023-12-30 10:40:27,601 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 8:40:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.0356, loss: 1.0356 2023-12-30 10:40:50,275 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 8:39:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.0353, loss: 1.0353 2023-12-30 10:41:12,913 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 8:39:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.0288, loss: 1.0288 2023-12-30 10:41:35,456 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 8:39:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 1.0462, loss: 1.0462 2023-12-30 10:41:58,010 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 8:38:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.0311, loss: 1.0311 2023-12-30 10:42:20,599 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 8:38:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 1.0678, loss: 1.0678 2023-12-30 10:42:43,221 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 8:38:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 1.0343, loss: 1.0343 2023-12-30 10:43:05,864 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 8:37:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.9928, loss: 0.9928 2023-12-30 10:43:28,511 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 8:37:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 1.0905, loss: 1.0905 2023-12-30 10:43:51,161 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 8:36:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 1.0162, loss: 1.0162 2023-12-30 10:44:13,791 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 8:36:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.0220, loss: 1.0220 2023-12-30 10:44:36,427 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 8:36:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 1.0596, loss: 1.0596 2023-12-30 10:44:58,982 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 8:35:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9487, top5_acc: 0.9931, loss_cls: 0.9825, loss: 0.9825 2023-12-30 10:45:21,670 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 8:35:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9375, top5_acc: 0.9912, loss_cls: 1.0414, loss: 1.0414 2023-12-30 10:45:44,419 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 8:34:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9350, top5_acc: 0.9900, loss_cls: 1.0327, loss: 1.0327 2023-12-30 10:46:07,066 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 8:34:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 1.0983, loss: 1.0983 2023-12-30 10:46:29,645 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 8:34:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 1.0665, loss: 1.0665 2023-12-30 10:46:52,310 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 8:33:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 1.0884, loss: 1.0884 2023-12-30 10:47:15,057 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 8:33:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 1.0810, loss: 1.0810 2023-12-30 10:47:37,697 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 8:33:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.0337, loss: 1.0337 2023-12-30 10:48:00,328 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 8:32:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.0709, loss: 1.0709 2023-12-30 10:48:23,044 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 8:32:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9988, loss_cls: 1.0432, loss: 1.0432 2023-12-30 10:48:45,714 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 8:31:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 1.0925, loss: 1.0925 2023-12-30 10:49:08,402 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 8:31:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 1.0691, loss: 1.0691 2023-12-30 10:49:31,055 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 8:31:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 1.0401, loss: 1.0401 2023-12-30 10:49:53,689 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 8:30:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 1.0949, loss: 1.0949 2023-12-30 10:50:16,276 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 8:30:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9975, loss_cls: 1.0542, loss: 1.0542 2023-12-30 10:50:39,034 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 8:30:01, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.0940, loss: 1.0940 2023-12-30 10:50:48,500 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-30 10:54:23,976 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 10:54:24,540 - pyskl - INFO - top1_acc 0.7968 top5_acc 0.9582 2023-12-30 10:54:24,544 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_109.pth was removed 2023-12-30 10:54:24,690 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. 2023-12-30 10:54:24,693 - pyskl - INFO - Best top1_acc is 0.7968 at 116 epoch. 2023-12-30 10:54:24,717 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.7968, top5_acc: 0.9582 2023-12-30 10:55:08,844 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 8:29:33, time: 0.441, data_time: 0.216, memory: 6526, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.0504, loss: 1.0504 2023-12-30 10:55:31,425 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 8:29:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.9581, loss: 0.9581 2023-12-30 10:55:54,148 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 8:28:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.9589, loss: 0.9589 2023-12-30 10:56:16,939 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 8:28:24, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.9872, loss: 0.9872 2023-12-30 10:56:39,800 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 8:28:01, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 1.0257, loss: 1.0257 2023-12-30 10:57:02,435 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 8:27:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.0096, loss: 1.0096 2023-12-30 10:57:25,056 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 8:27:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.0308, loss: 1.0308 2023-12-30 10:57:47,633 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 8:26:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.0007, loss: 1.0007 2023-12-30 10:58:10,282 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 8:26:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.9965, loss: 0.9965 2023-12-30 10:58:32,921 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 8:26:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 0.9852, loss: 0.9852 2023-12-30 10:58:55,559 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 8:25:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 1.0049, loss: 1.0049 2023-12-30 10:59:18,253 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 8:25:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 0.9872, loss: 0.9872 2023-12-30 10:59:40,902 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 8:24:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 1.0131, loss: 1.0131 2023-12-30 11:00:03,513 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 8:24:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.0170, loss: 1.0170 2023-12-30 11:00:26,136 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 8:24:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.9779, loss: 0.9779 2023-12-30 11:00:48,797 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 8:23:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.9908, loss: 0.9908 2023-12-30 11:01:11,434 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 8:23:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.0567, loss: 1.0567 2023-12-30 11:01:34,161 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 8:23:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 1.0777, loss: 1.0777 2023-12-30 11:01:56,856 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 8:22:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 1.0095, loss: 1.0095 2023-12-30 11:02:19,540 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 8:22:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.9813, loss: 0.9813 2023-12-30 11:02:42,277 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 8:21:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.0476, loss: 1.0476 2023-12-30 11:03:04,930 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 8:21:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 1.0744, loss: 1.0744 2023-12-30 11:03:27,533 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 8:21:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 1.0227, loss: 1.0227 2023-12-30 11:03:50,196 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 8:20:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.0084, loss: 1.0084 2023-12-30 11:04:12,812 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 8:20:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.0239, loss: 1.0239 2023-12-30 11:04:35,439 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 8:20:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.0144, loss: 1.0144 2023-12-30 11:04:58,050 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 8:19:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 1.0389, loss: 1.0389 2023-12-30 11:05:20,701 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 8:19:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.0956, loss: 1.0956 2023-12-30 11:05:43,425 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 8:18:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.0459, loss: 1.0459 2023-12-30 11:06:06,172 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 8:18:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 1.0220, loss: 1.0220 2023-12-30 11:06:28,850 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 8:18:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.0743, loss: 1.0743 2023-12-30 11:06:51,516 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 8:17:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 1.0670, loss: 1.0670 2023-12-30 11:07:14,163 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 8:17:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 1.0725, loss: 1.0725 2023-12-30 11:07:36,824 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 8:16:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.0520, loss: 1.0520 2023-12-30 11:07:59,474 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 8:16:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 1.0350, loss: 1.0350 2023-12-30 11:08:22,153 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 8:16:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.0529, loss: 1.0529 2023-12-30 11:08:44,759 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 8:15:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 1.0680, loss: 1.0680 2023-12-30 11:09:07,465 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 8:15:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 1.0343, loss: 1.0343 2023-12-30 11:09:30,218 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 8:15:03, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.0320, loss: 1.0320 2023-12-30 11:09:39,748 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-30 11:13:17,293 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 11:13:17,780 - pyskl - INFO - top1_acc 0.7967 top5_acc 0.9573 2023-12-30 11:13:17,802 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.7967, top5_acc: 0.9573 2023-12-30 11:14:02,148 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 8:14:35, time: 0.443, data_time: 0.217, memory: 6526, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.9892, loss: 0.9892 2023-12-30 11:14:24,760 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 8:14:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.9991, loss: 0.9991 2023-12-30 11:14:47,304 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 8:13:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 0.9739, loss: 0.9739 2023-12-30 11:15:09,945 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 8:13:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.9776, loss: 0.9776 2023-12-30 11:15:32,633 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 8:13:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.0172, loss: 1.0172 2023-12-30 11:15:55,257 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 8:12:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.0108, loss: 1.0108 2023-12-30 11:16:17,942 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 8:12:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.9694, loss: 0.9694 2023-12-30 11:16:40,715 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 8:11:54, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.0031, loss: 1.0031 2023-12-30 11:17:03,481 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 8:11:32, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9925, loss_cls: 0.9755, loss: 0.9755 2023-12-30 11:17:26,170 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 8:11:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.9845, loss: 0.9845 2023-12-30 11:17:48,847 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 8:10:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.0016, loss: 1.0016 2023-12-30 11:18:11,495 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 8:10:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.9874, loss: 0.9874 2023-12-30 11:18:34,133 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 8:10:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 0.9926, loss: 0.9926 2023-12-30 11:18:56,801 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 8:09:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.0377, loss: 1.0377 2023-12-30 11:19:19,435 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 8:09:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 0.9901, loss: 0.9901 2023-12-30 11:19:42,078 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 8:08:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.9996, loss: 0.9996 2023-12-30 11:20:04,679 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 8:08:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.0039, loss: 1.0039 2023-12-30 11:20:27,256 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 8:08:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.0065, loss: 1.0065 2023-12-30 11:20:49,953 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 8:07:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 0.9961, loss: 0.9961 2023-12-30 11:21:12,542 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 8:07:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.0097, loss: 1.0097 2023-12-30 11:21:35,148 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 8:06:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.0062, loss: 1.0062 2023-12-30 11:21:57,749 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 8:06:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 1.0487, loss: 1.0487 2023-12-30 11:22:20,429 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 8:06:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.0207, loss: 1.0207 2023-12-30 11:22:43,165 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 8:05:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 1.0256, loss: 1.0256 2023-12-30 11:23:05,818 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 8:05:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.0083, loss: 1.0083 2023-12-30 11:23:28,446 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 8:05:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.0011, loss: 1.0011 2023-12-30 11:23:51,122 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 8:04:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.9857, loss: 0.9857 2023-12-30 11:24:13,720 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 8:04:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9981, loss_cls: 1.0594, loss: 1.0594 2023-12-30 11:24:36,327 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 8:03:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.0241, loss: 1.0241 2023-12-30 11:24:58,970 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 8:03:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 1.0123, loss: 1.0123 2023-12-30 11:25:21,613 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 8:03:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 0.9976, loss: 0.9976 2023-12-30 11:25:44,198 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 8:02:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 1.0224, loss: 1.0224 2023-12-30 11:26:06,837 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 8:02:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 1.0499, loss: 1.0499 2023-12-30 11:26:29,466 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 8:01:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.9512, loss: 0.9512 2023-12-30 11:26:52,033 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 8:01:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.0033, loss: 1.0033 2023-12-30 11:27:14,669 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 8:01:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.0498, loss: 1.0498 2023-12-30 11:27:37,251 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 8:00:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 0.9913, loss: 0.9913 2023-12-30 11:27:59,851 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 8:00:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 1.0427, loss: 1.0427 2023-12-30 11:28:22,489 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 8:00:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.0325, loss: 1.0325 2023-12-30 11:28:32,007 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-30 11:32:09,721 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 11:32:10,205 - pyskl - INFO - top1_acc 0.7967 top5_acc 0.9559 2023-12-30 11:32:10,226 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.7967, top5_acc: 0.9559 2023-12-30 11:32:54,414 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 7:59:36, time: 0.442, data_time: 0.215, memory: 6526, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.9490, loss: 0.9490 2023-12-30 11:33:17,021 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 7:59:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.9267, loss: 0.9267 2023-12-30 11:33:39,602 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 7:58:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.9238, loss: 0.9238 2023-12-30 11:34:02,191 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 7:58:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.9430, loss: 0.9430 2023-12-30 11:34:24,809 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 7:58:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.9678, loss: 0.9678 2023-12-30 11:34:47,456 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 7:57:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.9366, loss: 0.9366 2023-12-30 11:35:10,123 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 7:57:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.9124, loss: 0.9124 2023-12-30 11:35:32,867 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 7:56:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.9389, loss: 0.9389 2023-12-30 11:35:55,650 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 7:56:33, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.9607, loss: 0.9607 2023-12-30 11:36:18,380 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 7:56:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.9565, loss: 0.9565 2023-12-30 11:36:41,055 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 7:55:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 0.9657, loss: 0.9657 2023-12-30 11:37:03,775 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 7:55:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.9490, loss: 0.9490 2023-12-30 11:37:26,478 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 7:55:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.9723, loss: 0.9723 2023-12-30 11:37:49,185 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 7:54:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.9679, loss: 0.9679 2023-12-30 11:38:11,893 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 7:54:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.9699, loss: 0.9699 2023-12-30 11:38:34,635 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 7:53:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.9683, loss: 0.9683 2023-12-30 11:38:57,316 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 7:53:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.9801, loss: 0.9801 2023-12-30 11:39:20,135 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 7:53:07, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 0.9663, loss: 0.9663 2023-12-30 11:39:42,989 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 7:52:44, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.9738, loss: 0.9738 2023-12-30 11:40:05,711 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 7:52:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.9864, loss: 0.9864 2023-12-30 11:40:28,432 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 7:51:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.9809, loss: 0.9809 2023-12-30 11:40:51,148 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 7:51:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 0.9844, loss: 0.9844 2023-12-30 11:41:13,819 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 7:51:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.9421, loss: 0.9421 2023-12-30 11:41:36,517 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 7:50:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.9994, loss: 0.9994 2023-12-30 11:41:59,235 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 7:50:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.9846, loss: 0.9846 2023-12-30 11:42:21,929 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 7:50:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 1.0164, loss: 1.0164 2023-12-30 11:42:44,741 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 7:49:41, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.9824, loss: 0.9824 2023-12-30 11:43:07,469 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 7:49:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 1.0101, loss: 1.0101 2023-12-30 11:43:30,127 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 7:48:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.9791, loss: 0.9791 2023-12-30 11:43:52,874 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 7:48:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.9810, loss: 0.9810 2023-12-30 11:44:15,599 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 7:48:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.0388, loss: 1.0388 2023-12-30 11:44:38,310 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 7:47:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.0357, loss: 1.0357 2023-12-30 11:45:01,259 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 7:47:24, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.0275, loss: 1.0275 2023-12-30 11:45:24,226 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 7:47:01, time: 0.230, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.0285, loss: 1.0285 2023-12-30 11:45:47,113 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 7:46:38, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 1.0197, loss: 1.0197 2023-12-30 11:46:09,848 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 7:46:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.0124, loss: 1.0124 2023-12-30 11:46:32,577 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 7:45:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.0218, loss: 1.0218 2023-12-30 11:46:55,277 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 7:45:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.0013, loss: 1.0013 2023-12-30 11:47:17,980 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 7:45:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.9994, loss: 0.9994 2023-12-30 11:47:27,516 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-30 11:51:03,613 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 11:51:04,103 - pyskl - INFO - top1_acc 0.8002 top5_acc 0.9585 2023-12-30 11:51:04,107 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_116.pth was removed 2023-12-30 11:51:04,256 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2023-12-30 11:51:04,258 - pyskl - INFO - Best top1_acc is 0.8002 at 119 epoch. 2023-12-30 11:51:04,280 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8002, top5_acc: 0.9585 2023-12-30 11:51:48,394 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 7:44:38, time: 0.441, data_time: 0.215, memory: 6526, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.9320, loss: 0.9320 2023-12-30 11:52:11,043 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 7:44:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.9415, loss: 0.9415 2023-12-30 11:52:33,755 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 7:43:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.9693, loss: 0.9693 2023-12-30 11:52:56,371 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 7:43:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.9594, loss: 0.9594 2023-12-30 11:53:19,004 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 7:43:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.9654, loss: 0.9654 2023-12-30 11:53:41,613 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 7:42:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.9395, loss: 0.9395 2023-12-30 11:54:04,385 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 7:42:21, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9994, loss_cls: 0.9677, loss: 0.9677 2023-12-30 11:54:27,137 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 7:41:58, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.9426, loss: 0.9426 2023-12-30 11:54:49,778 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 7:41:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.9554, loss: 0.9554 2023-12-30 11:55:12,417 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 7:41:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.9802, loss: 0.9802 2023-12-30 11:55:35,027 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 7:40:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.9826, loss: 0.9826 2023-12-30 11:55:57,641 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 7:40:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.9570, loss: 0.9570 2023-12-30 11:56:20,319 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 7:40:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.9651, loss: 0.9651 2023-12-30 11:56:43,046 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 7:39:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.9880, loss: 0.9880 2023-12-30 11:57:05,840 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 7:39:18, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 0.9332, loss: 0.9332 2023-12-30 11:57:28,647 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 7:38:55, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.9527, loss: 0.9527 2023-12-30 11:57:51,472 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 7:38:32, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.9928, loss: 0.9928 2023-12-30 11:58:14,244 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 7:38:09, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.9580, loss: 0.9580 2023-12-30 11:58:36,971 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 7:37:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.9289, loss: 0.9289 2023-12-30 11:58:59,759 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 7:37:23, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.9453, loss: 0.9453 2023-12-30 11:59:22,507 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 7:37:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.9595, loss: 0.9595 2023-12-30 11:59:45,370 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 7:36:38, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.9589, loss: 0.9589 2023-12-30 12:00:08,017 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 7:36:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.0200, loss: 1.0200 2023-12-30 12:00:30,686 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 7:35:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.0036, loss: 1.0036 2023-12-30 12:00:53,365 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 7:35:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.9710, loss: 0.9710 2023-12-30 12:01:16,051 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 7:35:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.9922, loss: 0.9922 2023-12-30 12:01:38,708 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 7:34:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.0098, loss: 1.0098 2023-12-30 12:02:01,467 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 7:34:20, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.9666, loss: 0.9666 2023-12-30 12:02:24,138 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 7:33:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 0.9918, loss: 0.9918 2023-12-30 12:02:46,857 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 7:33:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.9184, loss: 0.9184 2023-12-30 12:03:09,415 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 7:33:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.9821, loss: 0.9821 2023-12-30 12:03:32,078 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 7:32:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.9730, loss: 0.9730 2023-12-30 12:03:54,792 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 7:32:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.9837, loss: 0.9837 2023-12-30 12:04:17,573 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 7:32:03, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.9754, loss: 0.9754 2023-12-30 12:04:40,392 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 7:31:40, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.9874, loss: 0.9874 2023-12-30 12:05:03,174 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 7:31:17, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.0141, loss: 1.0141 2023-12-30 12:05:25,996 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 7:30:54, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.9834, loss: 0.9834 2023-12-30 12:05:48,673 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 7:30:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.9990, loss: 0.9990 2023-12-30 12:06:11,485 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 7:30:09, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.0059, loss: 1.0059 2023-12-30 12:06:20,924 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-30 12:09:56,629 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 12:09:57,124 - pyskl - INFO - top1_acc 0.7752 top5_acc 0.9531 2023-12-30 12:09:57,148 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.7752, top5_acc: 0.9531 2023-12-30 12:10:41,168 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 7:29:40, time: 0.440, data_time: 0.213, memory: 6526, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.9629, loss: 0.9629 2023-12-30 12:11:03,826 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 7:29:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.9432, loss: 0.9432 2023-12-30 12:11:26,572 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 7:28:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.9503, loss: 0.9503 2023-12-30 12:11:49,388 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 7:28:31, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.9451, loss: 0.9451 2023-12-30 12:12:12,014 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 7:28:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9556, top5_acc: 1.0000, loss_cls: 0.9513, loss: 0.9513 2023-12-30 12:12:34,649 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 7:27:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.9312, loss: 0.9312 2023-12-30 12:12:57,309 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 7:27:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.9331, loss: 0.9331 2023-12-30 12:13:19,862 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 7:26:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.9025, loss: 0.9025 2023-12-30 12:13:42,664 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 7:26:37, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.9397, loss: 0.9397 2023-12-30 12:14:05,319 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 7:26:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.9387, loss: 0.9387 2023-12-30 12:14:27,946 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 7:25:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.9301, loss: 0.9301 2023-12-30 12:14:50,553 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 7:25:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.9187, loss: 0.9187 2023-12-30 12:15:13,133 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 7:25:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.9538, loss: 0.9538 2023-12-30 12:15:35,739 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 7:24:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.9563, loss: 0.9563 2023-12-30 12:15:58,438 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 7:24:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.9868, loss: 0.9868 2023-12-30 12:16:21,170 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 7:23:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.9476, loss: 0.9476 2023-12-30 12:16:43,953 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 7:23:33, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.0055, loss: 1.0055 2023-12-30 12:17:06,640 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 7:23:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.9669, loss: 0.9669 2023-12-30 12:17:29,370 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 7:22:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.9366, loss: 0.9366 2023-12-30 12:17:52,237 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 7:22:25, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.9696, loss: 0.9696 2023-12-30 12:18:14,980 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 7:22:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.9480, loss: 0.9480 2023-12-30 12:18:37,673 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 7:21:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.9713, loss: 0.9713 2023-12-30 12:19:00,353 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 7:21:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.9646, loss: 0.9646 2023-12-30 12:19:23,011 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 7:20:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.9592, loss: 0.9592 2023-12-30 12:19:45,597 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 7:20:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.9890, loss: 0.9890 2023-12-30 12:20:08,379 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 7:20:08, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.9643, loss: 0.9643 2023-12-30 12:20:31,237 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 7:19:45, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.9554, loss: 0.9554 2023-12-30 12:20:54,032 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 7:19:22, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 0.9537, loss: 0.9537 2023-12-30 12:21:16,663 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 7:18:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.9818, loss: 0.9818 2023-12-30 12:21:39,243 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 7:18:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.9685, loss: 0.9685 2023-12-30 12:22:01,808 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 7:18:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.9497, loss: 0.9497 2023-12-30 12:22:24,340 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 7:17:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.9996, loss: 0.9996 2023-12-30 12:22:46,946 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 7:17:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.9719, loss: 0.9719 2023-12-30 12:23:09,590 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 7:17:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 0.9680, loss: 0.9680 2023-12-30 12:23:32,264 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 7:16:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.9667, loss: 0.9667 2023-12-30 12:23:54,871 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 7:16:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.9335, loss: 0.9335 2023-12-30 12:24:17,452 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 7:15:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.9389, loss: 0.9389 2023-12-30 12:24:40,068 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 7:15:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.9492, loss: 0.9492 2023-12-30 12:25:02,632 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 7:15:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 0.9818, loss: 0.9818 2023-12-30 12:25:12,029 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-30 12:28:47,464 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 12:28:47,958 - pyskl - INFO - top1_acc 0.7776 top5_acc 0.9526 2023-12-30 12:28:47,979 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.7776, top5_acc: 0.9526 2023-12-30 12:29:32,047 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 7:14:41, time: 0.441, data_time: 0.215, memory: 6526, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.8869, loss: 0.8869 2023-12-30 12:29:54,575 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 7:14:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.8990, loss: 0.8990 2023-12-30 12:30:17,174 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 7:13:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 0.9030, loss: 0.9030 2023-12-30 12:30:39,923 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 7:13:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.8860, loss: 0.8860 2023-12-30 12:31:02,509 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 7:13:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.9159, loss: 0.9159 2023-12-30 12:31:25,214 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 7:12:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.9366, loss: 0.9366 2023-12-30 12:31:47,947 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 7:12:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.9224, loss: 0.9224 2023-12-30 12:32:10,545 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 7:12:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.9352, loss: 0.9352 2023-12-30 12:32:33,228 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 7:11:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.9122, loss: 0.9122 2023-12-30 12:32:56,094 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 7:11:15, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.9030, loss: 0.9030 2023-12-30 12:33:18,790 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 7:10:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.9091, loss: 0.9091 2023-12-30 12:33:41,461 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 7:10:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.9449, loss: 0.9449 2023-12-30 12:34:04,156 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 7:10:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.9377, loss: 0.9377 2023-12-30 12:34:26,768 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 7:09:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.9046, loss: 0.9046 2023-12-30 12:34:49,372 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 7:09:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.9067, loss: 0.9067 2023-12-30 12:35:11,968 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 7:08:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.9594, loss: 0.9594 2023-12-30 12:35:34,577 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 7:08:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.9351, loss: 0.9351 2023-12-30 12:35:57,203 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 7:08:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.9268, loss: 0.9268 2023-12-30 12:36:19,824 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 7:07:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.9088, loss: 0.9088 2023-12-30 12:36:42,461 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 7:07:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.9513, loss: 0.9513 2023-12-30 12:37:05,110 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 7:07:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.9139, loss: 0.9139 2023-12-30 12:37:27,762 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 7:06:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.9269, loss: 0.9269 2023-12-30 12:37:50,411 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 7:06:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.9524, loss: 0.9524 2023-12-30 12:38:13,059 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 7:05:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.9526, loss: 0.9526 2023-12-30 12:38:35,706 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 7:05:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.9452, loss: 0.9452 2023-12-30 12:38:58,320 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 7:05:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.9083, loss: 0.9083 2023-12-30 12:39:20,986 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 7:04:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.9616, loss: 0.9616 2023-12-30 12:39:43,633 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 7:04:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 0.9681, loss: 0.9681 2023-12-30 12:40:06,285 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 7:04:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.9557, loss: 0.9557 2023-12-30 12:40:29,009 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 7:03:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.9188, loss: 0.9188 2023-12-30 12:40:51,649 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 7:03:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 0.8879, loss: 0.8879 2023-12-30 12:41:14,276 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 7:02:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.9461, loss: 0.9461 2023-12-30 12:41:36,861 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 7:02:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.9729, loss: 0.9729 2023-12-30 12:41:59,473 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 7:02:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.9500, loss: 0.9500 2023-12-30 12:42:22,159 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 7:01:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.9295, loss: 0.9295 2023-12-30 12:42:45,060 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 7:01:20, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.9557, loss: 0.9557 2023-12-30 12:43:07,852 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 7:00:57, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.9425, loss: 0.9425 2023-12-30 12:43:30,589 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 7:00:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.9294, loss: 0.9294 2023-12-30 12:43:53,296 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 7:00:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.9628, loss: 0.9628 2023-12-30 12:44:02,751 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-30 12:47:39,311 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 12:47:39,789 - pyskl - INFO - top1_acc 0.7873 top5_acc 0.9565 2023-12-30 12:47:39,811 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.7873, top5_acc: 0.9565 2023-12-30 12:48:23,407 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 6:59:42, time: 0.436, data_time: 0.209, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.9107, loss: 0.9107 2023-12-30 12:48:46,021 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 6:59:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.8802, loss: 0.8802 2023-12-30 12:49:08,617 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 6:58:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.8808, loss: 0.8808 2023-12-30 12:49:31,253 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 6:58:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.8548, loss: 0.8548 2023-12-30 12:49:53,919 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 6:58:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.8934, loss: 0.8934 2023-12-30 12:50:16,555 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 6:57:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.8872, loss: 0.8872 2023-12-30 12:50:39,384 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 6:57:24, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.9277, loss: 0.9277 2023-12-30 12:51:02,103 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 6:57:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.8888, loss: 0.8888 2023-12-30 12:51:24,704 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 6:56:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.8822, loss: 0.8822 2023-12-30 12:51:47,322 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 6:56:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.9185, loss: 0.9185 2023-12-30 12:52:09,921 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 6:55:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.9082, loss: 0.9082 2023-12-30 12:52:32,560 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 6:55:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.9055, loss: 0.9055 2023-12-30 12:52:55,258 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 6:55:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.9493, loss: 0.9493 2023-12-30 12:53:17,943 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 6:54:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.8860, loss: 0.8860 2023-12-30 12:53:40,535 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 6:54:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.9176, loss: 0.9176 2023-12-30 12:54:03,192 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 6:53:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.8891, loss: 0.8891 2023-12-30 12:54:25,817 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 6:53:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.9029, loss: 0.9029 2023-12-30 12:54:48,527 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 6:53:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.9332, loss: 0.9332 2023-12-30 12:55:11,145 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 6:52:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.9144, loss: 0.9144 2023-12-30 12:55:33,762 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 6:52:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.9103, loss: 0.9103 2023-12-30 12:55:56,409 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 6:52:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.9294, loss: 0.9294 2023-12-30 12:56:19,122 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 6:51:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.9493, loss: 0.9493 2023-12-30 12:56:41,817 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 6:51:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.9000, loss: 0.9000 2023-12-30 12:57:04,537 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 6:50:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.9132, loss: 0.9132 2023-12-30 12:57:27,192 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 6:50:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.9261, loss: 0.9261 2023-12-30 12:57:49,842 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 6:50:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.9402, loss: 0.9402 2023-12-30 12:58:12,558 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 6:49:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.9561, loss: 0.9561 2023-12-30 12:58:35,159 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 6:49:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.9378, loss: 0.9378 2023-12-30 12:58:57,781 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 6:49:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.9195, loss: 0.9195 2023-12-30 12:59:20,546 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 6:48:38, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.9139, loss: 0.9139 2023-12-30 12:59:43,250 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 6:48:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.9244, loss: 0.9244 2023-12-30 13:00:05,959 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 6:47:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.9360, loss: 0.9360 2023-12-30 13:00:28,628 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 6:47:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.8921, loss: 0.8921 2023-12-30 13:00:51,255 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 6:47:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.9319, loss: 0.9319 2023-12-30 13:01:13,897 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 6:46:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.9235, loss: 0.9235 2023-12-30 13:01:36,517 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 6:46:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.9048, loss: 0.9048 2023-12-30 13:01:59,159 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 6:45:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.9376, loss: 0.9376 2023-12-30 13:02:21,774 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 6:45:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.9023, loss: 0.9023 2023-12-30 13:02:44,604 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 6:45:12, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 0.9133, loss: 0.9133 2023-12-30 13:02:54,129 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-30 13:06:30,286 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 13:06:30,769 - pyskl - INFO - top1_acc 0.7976 top5_acc 0.9579 2023-12-30 13:06:30,790 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.7976, top5_acc: 0.9579 2023-12-30 13:07:14,639 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 6:44:43, time: 0.438, data_time: 0.212, memory: 6526, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.8987, loss: 0.8987 2023-12-30 13:07:37,201 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 6:44:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.8548, loss: 0.8548 2023-12-30 13:07:59,788 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 6:43:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.8658, loss: 0.8658 2023-12-30 13:08:22,513 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 6:43:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.8883, loss: 0.8883 2023-12-30 13:08:45,166 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 6:43:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.8766, loss: 0.8766 2023-12-30 13:09:07,873 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 6:42:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.8754, loss: 0.8754 2023-12-30 13:09:30,670 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 6:42:25, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.8814, loss: 0.8814 2023-12-30 13:09:53,456 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 6:42:03, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.8733, loss: 0.8733 2023-12-30 13:10:16,225 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 6:41:40, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.8902, loss: 0.8902 2023-12-30 13:10:38,947 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 6:41:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.8873, loss: 0.8873 2023-12-30 13:11:01,820 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 6:40:54, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.8916, loss: 0.8916 2023-12-30 13:11:24,613 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 6:40:31, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.8960, loss: 0.8960 2023-12-30 13:11:47,366 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 6:40:08, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.8982, loss: 0.8982 2023-12-30 13:12:10,132 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 6:39:45, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.8865, loss: 0.8865 2023-12-30 13:12:32,908 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 6:39:22, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.9112, loss: 0.9112 2023-12-30 13:12:55,797 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 6:39:00, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.8853, loss: 0.8853 2023-12-30 13:13:18,558 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 6:38:37, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.8929, loss: 0.8929 2023-12-30 13:13:41,231 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 6:38:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.8857, loss: 0.8857 2023-12-30 13:14:03,893 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 6:37:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.8637, loss: 0.8637 2023-12-30 13:14:26,494 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 6:37:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.9224, loss: 0.9224 2023-12-30 13:14:49,122 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 6:37:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.9338, loss: 0.9338 2023-12-30 13:15:11,743 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 6:36:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.8918, loss: 0.8918 2023-12-30 13:15:34,332 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 6:36:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.8950, loss: 0.8950 2023-12-30 13:15:56,938 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 6:35:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.9047, loss: 0.9047 2023-12-30 13:16:19,613 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 6:35:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.8970, loss: 0.8970 2023-12-30 13:16:42,367 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 6:35:11, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.9053, loss: 0.9053 2023-12-30 13:17:05,077 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 6:34:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.9025, loss: 0.9025 2023-12-30 13:17:27,875 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 6:34:25, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.9143, loss: 0.9143 2023-12-30 13:17:50,661 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 6:34:02, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.9047, loss: 0.9047 2023-12-30 13:18:13,454 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 6:33:39, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.9088, loss: 0.9088 2023-12-30 13:18:36,183 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 6:33:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.9082, loss: 0.9082 2023-12-30 13:18:58,986 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 6:32:54, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.9236, loss: 0.9236 2023-12-30 13:19:21,772 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 6:32:31, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.9210, loss: 0.9210 2023-12-30 13:19:44,602 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 6:32:08, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 0.9450, loss: 0.9450 2023-12-30 13:20:07,354 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 6:31:45, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.9120, loss: 0.9120 2023-12-30 13:20:30,110 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 6:31:22, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 0.9120, loss: 0.9120 2023-12-30 13:20:52,865 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 6:30:59, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.9011, loss: 0.9011 2023-12-30 13:21:15,707 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 6:30:36, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.9222, loss: 0.9222 2023-12-30 13:21:38,375 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 6:30:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 1.0000, loss_cls: 0.9428, loss: 0.9428 2023-12-30 13:21:47,797 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-30 13:25:24,556 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 13:25:25,233 - pyskl - INFO - top1_acc 0.7978 top5_acc 0.9587 2023-12-30 13:25:25,258 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.7978, top5_acc: 0.9587 2023-12-30 13:26:09,061 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 6:29:44, time: 0.438, data_time: 0.210, memory: 6526, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.8494, loss: 0.8494 2023-12-30 13:26:31,761 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 6:29:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.8466, loss: 0.8466 2023-12-30 13:26:54,443 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 6:28:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.8626, loss: 0.8626 2023-12-30 13:27:17,094 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 6:28:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.8527, loss: 0.8527 2023-12-30 13:27:39,765 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 6:28:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.9010, loss: 0.9010 2023-12-30 13:28:02,419 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 6:27:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.8619, loss: 0.8619 2023-12-30 13:28:25,126 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 6:27:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.8547, loss: 0.8547 2023-12-30 13:28:47,957 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 6:27:04, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.8794, loss: 0.8794 2023-12-30 13:29:10,762 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 6:26:41, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.8690, loss: 0.8690 2023-12-30 13:29:33,439 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 6:26:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.8885, loss: 0.8885 2023-12-30 13:29:56,182 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 6:25:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.8886, loss: 0.8886 2023-12-30 13:30:18,870 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 6:25:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.8675, loss: 0.8675 2023-12-30 13:30:41,658 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 6:25:09, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.8745, loss: 0.8745 2023-12-30 13:31:04,414 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 6:24:47, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.8749, loss: 0.8749 2023-12-30 13:31:27,237 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 6:24:24, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.8714, loss: 0.8714 2023-12-30 13:31:50,015 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 6:24:01, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.8563, loss: 0.8563 2023-12-30 13:32:12,759 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 6:23:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.8683, loss: 0.8683 2023-12-30 13:32:35,560 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 6:23:15, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 0.8570, loss: 0.8570 2023-12-30 13:32:58,324 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 6:22:52, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.8835, loss: 0.8835 2023-12-30 13:33:21,016 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 6:22:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.8995, loss: 0.8995 2023-12-30 13:33:43,638 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 6:22:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.8597, loss: 0.8597 2023-12-30 13:34:06,268 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 6:21:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.8355, loss: 0.8355 2023-12-30 13:34:28,906 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 6:21:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.8479, loss: 0.8479 2023-12-30 13:34:51,576 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 6:20:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.8773, loss: 0.8773 2023-12-30 13:35:14,227 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 6:20:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.8781, loss: 0.8781 2023-12-30 13:35:36,866 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 6:20:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.8964, loss: 0.8964 2023-12-30 13:35:59,554 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 6:19:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.8904, loss: 0.8904 2023-12-30 13:36:22,252 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 6:19:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.9007, loss: 0.9007 2023-12-30 13:36:44,906 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 6:19:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.8838, loss: 0.8838 2023-12-30 13:37:07,597 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 6:18:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.9053, loss: 0.9053 2023-12-30 13:37:30,321 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 6:18:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.8921, loss: 0.8921 2023-12-30 13:37:53,023 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 6:17:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.9016, loss: 0.9016 2023-12-30 13:38:15,759 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 6:17:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 0.8759, loss: 0.8759 2023-12-30 13:38:38,507 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 6:17:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.8440, loss: 0.8440 2023-12-30 13:39:01,128 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 6:16:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.8590, loss: 0.8590 2023-12-30 13:39:23,779 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 6:16:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.8830, loss: 0.8830 2023-12-30 13:39:46,426 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 6:16:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.8896, loss: 0.8896 2023-12-30 13:40:09,041 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 6:15:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.8716, loss: 0.8716 2023-12-30 13:40:31,767 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 6:15:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.8874, loss: 0.8874 2023-12-30 13:40:41,216 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-30 13:44:18,516 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 13:44:19,138 - pyskl - INFO - top1_acc 0.7947 top5_acc 0.9559 2023-12-30 13:44:19,160 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.7947, top5_acc: 0.9559 2023-12-30 13:45:03,043 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 6:14:45, time: 0.439, data_time: 0.212, memory: 6526, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.8648, loss: 0.8648 2023-12-30 13:45:25,736 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 6:14:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.8498, loss: 0.8498 2023-12-30 13:45:48,385 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 6:13:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.8386, loss: 0.8386 2023-12-30 13:46:11,029 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 6:13:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.8451, loss: 0.8451 2023-12-30 13:46:33,635 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 6:13:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.8573, loss: 0.8573 2023-12-30 13:46:56,224 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 6:12:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.8606, loss: 0.8606 2023-12-30 13:47:18,829 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 6:12:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.8709, loss: 0.8709 2023-12-30 13:47:41,425 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 6:12:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.8533, loss: 0.8533 2023-12-30 13:48:03,990 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 6:11:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.8433, loss: 0.8433 2023-12-30 13:48:26,570 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 6:11:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.8572, loss: 0.8572 2023-12-30 13:48:49,192 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 6:10:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.8451, loss: 0.8451 2023-12-30 13:49:11,934 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 6:10:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.8788, loss: 0.8788 2023-12-30 13:49:34,718 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 6:10:10, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.8335, loss: 0.8335 2023-12-30 13:49:57,456 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 6:09:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.8601, loss: 0.8601 2023-12-30 13:50:20,228 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 6:09:25, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.8740, loss: 0.8740 2023-12-30 13:50:42,918 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 6:09:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.8632, loss: 0.8632 2023-12-30 13:51:05,579 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 6:08:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.8439, loss: 0.8439 2023-12-30 13:51:28,219 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 6:08:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.8399, loss: 0.8399 2023-12-30 13:51:50,921 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 6:07:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.8537, loss: 0.8537 2023-12-30 13:52:13,673 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 6:07:30, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.8533, loss: 0.8533 2023-12-30 13:52:36,487 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 6:07:07, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.8891, loss: 0.8891 2023-12-30 13:52:59,158 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 6:06:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.8783, loss: 0.8783 2023-12-30 13:53:21,892 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 6:06:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.8537, loss: 0.8537 2023-12-30 13:53:44,576 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 6:05:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.8518, loss: 0.8518 2023-12-30 13:54:07,292 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 6:05:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.8373, loss: 0.8373 2023-12-30 13:54:29,891 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 6:05:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.8538, loss: 0.8538 2023-12-30 13:54:52,542 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 6:04:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.8446, loss: 0.8446 2023-12-30 13:55:15,121 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 6:04:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.8540, loss: 0.8540 2023-12-30 13:55:37,721 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 6:04:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.8672, loss: 0.8672 2023-12-30 13:56:00,349 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 6:03:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.8402, loss: 0.8402 2023-12-30 13:56:22,971 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 6:03:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.8334, loss: 0.8334 2023-12-30 13:56:45,646 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 6:02:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.8386, loss: 0.8386 2023-12-30 13:57:08,386 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 6:02:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.8704, loss: 0.8704 2023-12-30 13:57:31,028 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 6:02:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.9119, loss: 0.9119 2023-12-30 13:57:53,677 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 6:01:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.8750, loss: 0.8750 2023-12-30 13:58:16,288 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 6:01:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.8805, loss: 0.8805 2023-12-30 13:58:38,904 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 6:01:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.8820, loss: 0.8820 2023-12-30 13:59:01,500 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 6:00:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.8769, loss: 0.8769 2023-12-30 13:59:24,091 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 6:00:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 0.8889, loss: 0.8889 2023-12-30 13:59:33,527 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-30 14:03:09,457 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 14:03:09,948 - pyskl - INFO - top1_acc 0.8142 top5_acc 0.9612 2023-12-30 14:03:09,952 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_119.pth was removed 2023-12-30 14:03:10,096 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. 2023-12-30 14:03:10,098 - pyskl - INFO - Best top1_acc is 0.8142 at 126 epoch. 2023-12-30 14:03:10,122 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8142, top5_acc: 0.9612 2023-12-30 14:03:54,537 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 5:59:46, time: 0.444, data_time: 0.217, memory: 6526, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.8353, loss: 0.8353 2023-12-30 14:04:17,280 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 5:59:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.8211, loss: 0.8211 2023-12-30 14:04:40,055 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 5:59:00, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.8480, loss: 0.8480 2023-12-30 14:05:02,826 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 5:58:37, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.8486, loss: 0.8486 2023-12-30 14:05:25,587 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 5:58:14, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.8570, loss: 0.8570 2023-12-30 14:05:48,410 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 5:57:51, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.8368, loss: 0.8368 2023-12-30 14:06:11,223 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 5:57:28, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-30 14:06:33,935 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 5:57:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.8251, loss: 0.8251 2023-12-30 14:06:56,617 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 5:56:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.8537, loss: 0.8537 2023-12-30 14:07:19,284 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 5:56:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.8603, loss: 0.8603 2023-12-30 14:07:42,008 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 5:55:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.8454, loss: 0.8454 2023-12-30 14:08:04,842 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 5:55:34, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.8898, loss: 0.8898 2023-12-30 14:08:27,502 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 5:55:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.8511, loss: 0.8511 2023-12-30 14:08:50,140 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 5:54:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.8507, loss: 0.8507 2023-12-30 14:09:12,876 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 5:54:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.8254, loss: 0.8254 2023-12-30 14:09:35,600 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 5:54:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.8367, loss: 0.8367 2023-12-30 14:09:58,332 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 5:53:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.8498, loss: 0.8498 2023-12-30 14:10:21,042 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 5:53:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.8743, loss: 0.8743 2023-12-30 14:10:43,849 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 5:52:54, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.8432, loss: 0.8432 2023-12-30 14:11:06,708 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 5:52:31, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.8135, loss: 0.8135 2023-12-30 14:11:29,576 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 5:52:08, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.8386, loss: 0.8386 2023-12-30 14:11:52,344 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 5:51:45, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.8442, loss: 0.8442 2023-12-30 14:12:15,105 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 5:51:22, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.8491, loss: 0.8491 2023-12-30 14:12:37,821 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 5:51:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.8422, loss: 0.8422 2023-12-30 14:13:00,432 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 5:50:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.8465, loss: 0.8465 2023-12-30 14:13:23,021 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 5:50:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.8566, loss: 0.8566 2023-12-30 14:13:45,653 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 5:49:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.8597, loss: 0.8597 2023-12-30 14:14:08,270 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 5:49:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.8442, loss: 0.8442 2023-12-30 14:14:30,880 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 5:49:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.8383, loss: 0.8383 2023-12-30 14:14:53,474 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 5:48:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.8838, loss: 0.8838 2023-12-30 14:15:16,105 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 5:48:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.8480, loss: 0.8480 2023-12-30 14:15:38,724 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 5:47:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.8715, loss: 0.8715 2023-12-30 14:16:01,342 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 5:47:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.8377, loss: 0.8377 2023-12-30 14:16:23,973 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 5:47:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.8464, loss: 0.8464 2023-12-30 14:16:46,676 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 5:46:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.8559, loss: 0.8559 2023-12-30 14:17:09,411 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 5:46:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.8438, loss: 0.8438 2023-12-30 14:17:32,046 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 5:46:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.8457, loss: 0.8457 2023-12-30 14:17:54,678 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 5:45:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.8564, loss: 0.8564 2023-12-30 14:18:17,318 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 5:45:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.8516, loss: 0.8516 2023-12-30 14:18:26,750 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-30 14:22:02,759 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 14:22:03,243 - pyskl - INFO - top1_acc 0.7964 top5_acc 0.9563 2023-12-30 14:22:03,264 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.7964, top5_acc: 0.9563 2023-12-30 14:22:47,433 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 5:44:46, time: 0.442, data_time: 0.213, memory: 6526, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.8187, loss: 0.8187 2023-12-30 14:23:10,216 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 5:44:24, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.8266, loss: 0.8266 2023-12-30 14:23:32,843 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 5:44:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.8081, loss: 0.8081 2023-12-30 14:23:55,577 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 5:43:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.8311, loss: 0.8311 2023-12-30 14:24:18,365 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 5:43:15, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.7985, loss: 0.7985 2023-12-30 14:24:41,131 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 5:42:52, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.8437, loss: 0.8437 2023-12-30 14:25:03,815 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 5:42:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.8398, loss: 0.8398 2023-12-30 14:25:26,418 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 5:42:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8133, loss: 0.8133 2023-12-30 14:25:49,038 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 5:41:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.8175, loss: 0.8175 2023-12-30 14:26:11,685 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 5:41:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.8295, loss: 0.8295 2023-12-30 14:26:34,293 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 5:40:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.8608, loss: 0.8608 2023-12-30 14:26:56,922 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 5:40:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.8282, loss: 0.8282 2023-12-30 14:27:19,583 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 5:40:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.8447, loss: 0.8447 2023-12-30 14:27:42,230 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 5:39:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.8171, loss: 0.8171 2023-12-30 14:28:05,002 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 5:39:26, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.8200, loss: 0.8200 2023-12-30 14:28:27,622 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 5:39:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8038, loss: 0.8038 2023-12-30 14:28:50,220 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 5:38:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.8231, loss: 0.8231 2023-12-30 14:29:12,924 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 5:38:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.8179, loss: 0.8179 2023-12-30 14:29:35,649 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 5:37:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.8262, loss: 0.8262 2023-12-30 14:29:58,372 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 5:37:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.8247, loss: 0.8247 2023-12-30 14:30:21,092 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 5:37:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8138, loss: 0.8138 2023-12-30 14:30:43,817 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 5:36:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8156, loss: 0.8156 2023-12-30 14:31:06,476 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 5:36:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.8222, loss: 0.8222 2023-12-30 14:31:29,136 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 5:36:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.7972, loss: 0.7972 2023-12-30 14:31:51,976 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 5:35:37, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.8181, loss: 0.8181 2023-12-30 14:32:14,611 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 5:35:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.8275, loss: 0.8275 2023-12-30 14:32:37,263 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 5:34:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.8250, loss: 0.8250 2023-12-30 14:32:59,915 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 5:34:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.8325, loss: 0.8325 2023-12-30 14:33:22,583 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 5:34:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.8306, loss: 0.8306 2023-12-30 14:33:45,279 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 5:33:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8112, loss: 0.8112 2023-12-30 14:34:08,042 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 5:33:20, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.8144, loss: 0.8144 2023-12-30 14:34:30,909 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 5:32:57, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.8329, loss: 0.8329 2023-12-30 14:34:53,691 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 5:32:34, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-30 14:35:16,409 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 5:32:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.8406, loss: 0.8406 2023-12-30 14:35:39,209 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 5:31:48, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.8455, loss: 0.8455 2023-12-30 14:36:02,100 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 5:31:26, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.8304, loss: 0.8304 2023-12-30 14:36:24,927 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 5:31:03, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.8152, loss: 0.8152 2023-12-30 14:36:47,687 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 5:30:40, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.8527, loss: 0.8527 2023-12-30 14:37:10,506 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 5:30:17, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.8444, loss: 0.8444 2023-12-30 14:37:19,982 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-30 14:40:58,749 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 14:40:59,283 - pyskl - INFO - top1_acc 0.8004 top5_acc 0.9578 2023-12-30 14:40:59,306 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8004, top5_acc: 0.9578 2023-12-30 14:41:43,817 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 5:29:47, time: 0.445, data_time: 0.219, memory: 6526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-30 14:42:06,424 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 5:29:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8149, loss: 0.8149 2023-12-30 14:42:29,135 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 5:29:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.8416, loss: 0.8416 2023-12-30 14:42:51,836 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 5:28:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.7882, loss: 0.7882 2023-12-30 14:43:14,521 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 5:28:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.8126, loss: 0.8126 2023-12-30 14:43:37,213 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 5:27:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8035, loss: 0.8035 2023-12-30 14:43:59,921 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 5:27:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7967, loss: 0.7967 2023-12-30 14:44:22,606 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 5:27:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.8063, loss: 0.8063 2023-12-30 14:44:45,370 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 5:26:44, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.8344, loss: 0.8344 2023-12-30 14:45:08,069 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 5:26:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.8233, loss: 0.8233 2023-12-30 14:45:30,744 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 5:25:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.8092, loss: 0.8092 2023-12-30 14:45:53,428 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 5:25:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.8164, loss: 0.8164 2023-12-30 14:46:16,176 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 5:25:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.8080, loss: 0.8080 2023-12-30 14:46:38,854 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 5:24:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.8333, loss: 0.8333 2023-12-30 14:47:01,500 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 5:24:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8227, loss: 0.8227 2023-12-30 14:47:24,223 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 5:24:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.8150, loss: 0.8150 2023-12-30 14:47:46,983 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 5:23:41, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.8130, loss: 0.8130 2023-12-30 14:48:09,672 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 5:23:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.7990, loss: 0.7990 2023-12-30 14:48:32,441 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 5:22:55, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.8172, loss: 0.8172 2023-12-30 14:48:55,188 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 5:22:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8084, loss: 0.8084 2023-12-30 14:49:17,778 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 5:22:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.8165, loss: 0.8165 2023-12-30 14:49:40,477 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 5:21:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.8018, loss: 0.8018 2023-12-30 14:50:03,236 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 5:21:24, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8029, loss: 0.8029 2023-12-30 14:50:25,922 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 5:21:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7882, loss: 0.7882 2023-12-30 14:50:48,652 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 5:20:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.8342, loss: 0.8342 2023-12-30 14:51:11,409 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 5:20:15, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8360, loss: 0.8360 2023-12-30 14:51:34,250 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 5:19:52, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.7960, loss: 0.7960 2023-12-30 14:51:56,968 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 5:19:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.8138, loss: 0.8138 2023-12-30 14:52:19,694 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 5:19:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.8319, loss: 0.8319 2023-12-30 14:52:42,338 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 5:18:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.8387, loss: 0.8387 2023-12-30 14:53:04,943 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 5:18:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8142, loss: 0.8142 2023-12-30 14:53:27,670 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 5:17:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.7950, loss: 0.7950 2023-12-30 14:53:50,447 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 5:17:35, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.8236, loss: 0.8236 2023-12-30 14:54:13,124 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 5:17:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.8325, loss: 0.8325 2023-12-30 14:54:35,781 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 5:16:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.8298, loss: 0.8298 2023-12-30 14:54:58,369 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 5:16:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8099, loss: 0.8099 2023-12-30 14:55:20,938 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 5:16:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8048, loss: 0.8048 2023-12-30 14:55:43,509 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 5:15:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8231, loss: 0.8231 2023-12-30 14:56:06,096 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 5:15:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.8384, loss: 0.8384 2023-12-30 14:56:15,523 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-30 14:59:51,921 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 14:59:52,400 - pyskl - INFO - top1_acc 0.8159 top5_acc 0.9622 2023-12-30 14:59:52,405 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_126.pth was removed 2023-12-30 14:59:52,550 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. 2023-12-30 14:59:52,552 - pyskl - INFO - Best top1_acc is 0.8159 at 129 epoch. 2023-12-30 14:59:52,572 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8159, top5_acc: 0.9622 2023-12-30 15:00:36,879 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 5:14:48, time: 0.443, data_time: 0.217, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7818, loss: 0.7818 2023-12-30 15:00:59,531 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 5:14:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.7885, loss: 0.7885 2023-12-30 15:01:22,166 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 5:14:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7969, loss: 0.7969 2023-12-30 15:01:44,800 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 5:13:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.8050, loss: 0.8050 2023-12-30 15:02:07,424 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 5:13:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8014, loss: 0.8014 2023-12-30 15:02:30,071 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 5:12:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.8092, loss: 0.8092 2023-12-30 15:02:52,696 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 5:12:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7893, loss: 0.7893 2023-12-30 15:03:15,391 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 5:12:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7851, loss: 0.7851 2023-12-30 15:03:38,093 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 5:11:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7911, loss: 0.7911 2023-12-30 15:04:00,806 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 5:11:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.7962, loss: 0.7962 2023-12-30 15:04:23,519 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 5:10:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.8116, loss: 0.8116 2023-12-30 15:04:46,294 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 5:10:36, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8124, loss: 0.8124 2023-12-30 15:05:09,045 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 5:10:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.8007, loss: 0.8007 2023-12-30 15:05:31,797 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 5:09:50, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.8000, loss: 0.8000 2023-12-30 15:05:54,546 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 5:09:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.8219, loss: 0.8219 2023-12-30 15:06:17,182 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 5:09:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8023, loss: 0.8023 2023-12-30 15:06:39,957 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 5:08:42, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8028, loss: 0.8028 2023-12-30 15:07:02,732 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 5:08:19, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.7990, loss: 0.7990 2023-12-30 15:07:25,362 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 5:07:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.8158, loss: 0.8158 2023-12-30 15:07:48,021 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 5:07:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.8083, loss: 0.8083 2023-12-30 15:08:10,651 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 5:07:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.7943, loss: 0.7943 2023-12-30 15:08:33,283 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 5:06:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8045, loss: 0.8045 2023-12-30 15:08:55,899 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 5:06:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.7819, loss: 0.7819 2023-12-30 15:09:18,629 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 5:06:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.8121, loss: 0.8121 2023-12-30 15:09:41,358 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 5:05:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8068, loss: 0.8068 2023-12-30 15:10:04,070 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 5:05:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.8132, loss: 0.8132 2023-12-30 15:10:26,804 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 5:04:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8079, loss: 0.8079 2023-12-30 15:10:49,544 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 5:04:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8023, loss: 0.8023 2023-12-30 15:11:12,286 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 5:04:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.8239, loss: 0.8239 2023-12-30 15:11:34,963 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 5:03:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.8249, loss: 0.8249 2023-12-30 15:11:57,800 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 5:03:21, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7779, loss: 0.7779 2023-12-30 15:12:20,541 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 5:02:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8022, loss: 0.8022 2023-12-30 15:12:43,223 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 5:02:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8076, loss: 0.8076 2023-12-30 15:13:05,782 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 5:02:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.8026, loss: 0.8026 2023-12-30 15:13:28,383 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 5:01:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.8185, loss: 0.8185 2023-12-30 15:13:51,019 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 5:01:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8091, loss: 0.8091 2023-12-30 15:14:13,622 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 5:01:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.7978, loss: 0.7978 2023-12-30 15:14:36,265 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 5:00:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.8155, loss: 0.8155 2023-12-30 15:14:58,881 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 5:00:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.8035, loss: 0.8035 2023-12-30 15:15:08,316 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-30 15:18:45,502 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 15:18:45,986 - pyskl - INFO - top1_acc 0.7824 top5_acc 0.9517 2023-12-30 15:18:46,008 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.7824, top5_acc: 0.9517 2023-12-30 15:19:29,885 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 4:59:48, time: 0.439, data_time: 0.213, memory: 6526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.7960, loss: 0.7960 2023-12-30 15:19:52,484 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 4:59:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7881, loss: 0.7881 2023-12-30 15:20:15,103 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 4:59:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8048, loss: 0.8048 2023-12-30 15:20:37,782 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 4:58:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7963, loss: 0.7963 2023-12-30 15:21:00,471 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 4:58:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7862, loss: 0.7862 2023-12-30 15:21:23,237 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 4:57:54, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7952, loss: 0.7952 2023-12-30 15:21:45,913 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 4:57:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.7907, loss: 0.7907 2023-12-30 15:22:08,595 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 4:57:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7884, loss: 0.7884 2023-12-30 15:22:31,343 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 4:56:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7811, loss: 0.7811 2023-12-30 15:22:54,236 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 4:56:22, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7740, loss: 0.7740 2023-12-30 15:23:17,095 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 4:55:59, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7914, loss: 0.7914 2023-12-30 15:23:39,853 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 4:55:36, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8058, loss: 0.8058 2023-12-30 15:24:02,588 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 4:55:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7710, loss: 0.7710 2023-12-30 15:24:25,273 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 4:54:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7878, loss: 0.7878 2023-12-30 15:24:48,026 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 4:54:28, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7711, loss: 0.7711 2023-12-30 15:25:10,735 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 4:54:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7952, loss: 0.7952 2023-12-30 15:25:33,417 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 4:53:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7818, loss: 0.7818 2023-12-30 15:25:56,126 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 4:53:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7649, loss: 0.7649 2023-12-30 15:26:18,744 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 4:52:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7951, loss: 0.7951 2023-12-30 15:26:41,385 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 4:52:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.7794, loss: 0.7794 2023-12-30 15:27:04,105 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 4:52:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7863, loss: 0.7863 2023-12-30 15:27:26,763 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 4:51:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7924, loss: 0.7924 2023-12-30 15:27:49,435 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 4:51:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7852, loss: 0.7852 2023-12-30 15:28:12,051 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 4:51:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7866, loss: 0.7866 2023-12-30 15:28:34,694 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 4:50:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.8039, loss: 0.8039 2023-12-30 15:28:57,336 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 4:50:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8122, loss: 0.8122 2023-12-30 15:29:19,965 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 4:49:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7902, loss: 0.7902 2023-12-30 15:29:42,597 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 4:49:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8009, loss: 0.8009 2023-12-30 15:30:05,194 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 4:49:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7740, loss: 0.7740 2023-12-30 15:30:27,799 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 4:48:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7997, loss: 0.7997 2023-12-30 15:30:50,446 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 4:48:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.7874, loss: 0.7874 2023-12-30 15:31:13,053 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 4:47:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7937, loss: 0.7937 2023-12-30 15:31:35,715 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 4:47:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7905, loss: 0.7905 2023-12-30 15:31:58,406 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 4:47:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.7914, loss: 0.7914 2023-12-30 15:32:20,979 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 4:46:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7857, loss: 0.7857 2023-12-30 15:32:43,675 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 4:46:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.7961, loss: 0.7961 2023-12-30 15:33:06,261 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 4:46:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7855, loss: 0.7855 2023-12-30 15:33:28,899 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 4:45:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.8153, loss: 0.8153 2023-12-30 15:33:51,540 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 4:45:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7811, loss: 0.7811 2023-12-30 15:34:00,970 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-30 15:37:38,740 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 15:37:39,224 - pyskl - INFO - top1_acc 0.8137 top5_acc 0.9616 2023-12-30 15:37:39,246 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8137, top5_acc: 0.9616 2023-12-30 15:38:23,050 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 4:44:48, time: 0.438, data_time: 0.211, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7901, loss: 0.7901 2023-12-30 15:38:45,604 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 4:44:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7692, loss: 0.7692 2023-12-30 15:39:08,228 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 4:44:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7758, loss: 0.7758 2023-12-30 15:39:30,834 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 4:43:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7762, loss: 0.7762 2023-12-30 15:39:53,463 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 4:43:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7690, loss: 0.7690 2023-12-30 15:40:16,233 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 4:42:54, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7720, loss: 0.7720 2023-12-30 15:40:38,952 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 4:42:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7613, loss: 0.7613 2023-12-30 15:41:01,731 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 4:42:08, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.8034, loss: 0.8034 2023-12-30 15:41:24,523 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 4:41:45, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7626, loss: 0.7626 2023-12-30 15:41:47,136 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 4:41:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.7988, loss: 0.7988 2023-12-30 15:42:09,729 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 4:40:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7581, loss: 0.7581 2023-12-30 15:42:32,352 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 4:40:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.7808, loss: 0.7808 2023-12-30 15:42:54,937 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 4:40:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7804, loss: 0.7804 2023-12-30 15:43:17,564 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 4:39:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7843, loss: 0.7843 2023-12-30 15:43:40,173 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 4:39:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7773, loss: 0.7773 2023-12-30 15:44:02,790 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 4:39:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.7781, loss: 0.7781 2023-12-30 15:44:25,407 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 4:38:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7787, loss: 0.7787 2023-12-30 15:44:48,081 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 4:38:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7753, loss: 0.7753 2023-12-30 15:45:10,786 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 4:37:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7755, loss: 0.7755 2023-12-30 15:45:33,441 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 4:37:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7801, loss: 0.7801 2023-12-30 15:45:56,078 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 4:37:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7676, loss: 0.7676 2023-12-30 15:46:18,784 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 4:36:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7821, loss: 0.7821 2023-12-30 15:46:41,434 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 4:36:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7718, loss: 0.7718 2023-12-30 15:47:03,957 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 4:36:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7649, loss: 0.7649 2023-12-30 15:47:26,522 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 4:35:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7871, loss: 0.7871 2023-12-30 15:47:49,073 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 4:35:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7775, loss: 0.7775 2023-12-30 15:48:11,690 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 4:34:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7685, loss: 0.7685 2023-12-30 15:48:34,276 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 4:34:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.7810, loss: 0.7810 2023-12-30 15:48:56,854 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 4:34:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.7935, loss: 0.7935 2023-12-30 15:49:19,622 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 4:33:44, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.7640, loss: 0.7640 2023-12-30 15:49:42,477 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 4:33:22, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.7935, loss: 0.7935 2023-12-30 15:50:05,340 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 4:32:59, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.7908, loss: 0.7908 2023-12-30 15:50:28,122 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 4:32:36, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7776, loss: 0.7776 2023-12-30 15:50:50,783 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 4:32:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.7880, loss: 0.7880 2023-12-30 15:51:13,482 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 4:31:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7892, loss: 0.7892 2023-12-30 15:51:36,185 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 4:31:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7823, loss: 0.7823 2023-12-30 15:51:58,887 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 4:31:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7895, loss: 0.7895 2023-12-30 15:52:21,534 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 4:30:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.7920, loss: 0.7920 2023-12-30 15:52:44,115 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 4:30:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7733, loss: 0.7733 2023-12-30 15:52:53,475 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-30 15:56:30,110 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 15:56:30,602 - pyskl - INFO - top1_acc 0.8204 top5_acc 0.9622 2023-12-30 15:56:30,607 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_129.pth was removed 2023-12-30 15:56:30,753 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. 2023-12-30 15:56:30,755 - pyskl - INFO - Best top1_acc is 0.8204 at 132 epoch. 2023-12-30 15:56:30,777 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8204, top5_acc: 0.9622 2023-12-30 15:57:14,350 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 4:29:48, time: 0.436, data_time: 0.211, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7795, loss: 0.7795 2023-12-30 15:57:36,928 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 4:29:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7603, loss: 0.7603 2023-12-30 15:57:59,534 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 4:29:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7722, loss: 0.7722 2023-12-30 15:58:22,172 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 4:28:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7707, loss: 0.7707 2023-12-30 15:58:44,943 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 4:28:17, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7709, loss: 0.7709 2023-12-30 15:59:07,656 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 4:27:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7602, loss: 0.7602 2023-12-30 15:59:30,373 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 4:27:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7572, loss: 0.7572 2023-12-30 15:59:53,059 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 4:27:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7662, loss: 0.7662 2023-12-30 16:00:15,696 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 4:26:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7727, loss: 0.7727 2023-12-30 16:00:38,260 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 4:26:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7573, loss: 0.7573 2023-12-30 16:01:00,890 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 4:25:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7751, loss: 0.7751 2023-12-30 16:01:23,549 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 4:25:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7697, loss: 0.7697 2023-12-30 16:01:46,109 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 4:25:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7573, loss: 0.7573 2023-12-30 16:02:08,663 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 4:24:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7713, loss: 0.7713 2023-12-30 16:02:31,316 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 4:24:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7726, loss: 0.7726 2023-12-30 16:02:54,024 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 4:24:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7736, loss: 0.7736 2023-12-30 16:03:16,641 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 4:23:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.7927, loss: 0.7927 2023-12-30 16:03:39,238 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 4:23:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.7745, loss: 0.7745 2023-12-30 16:04:01,787 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 4:22:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.7854, loss: 0.7854 2023-12-30 16:04:24,360 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 4:22:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7528, loss: 0.7528 2023-12-30 16:04:47,022 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 4:22:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7801, loss: 0.7801 2023-12-30 16:05:09,643 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 4:21:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7655, loss: 0.7655 2023-12-30 16:05:32,260 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 4:21:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.7863, loss: 0.7863 2023-12-30 16:05:54,846 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 4:21:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7758, loss: 0.7758 2023-12-30 16:06:17,417 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 4:20:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.7767, loss: 0.7767 2023-12-30 16:06:39,996 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 4:20:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.7931, loss: 0.7931 2023-12-30 16:07:02,580 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 4:19:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7738, loss: 0.7738 2023-12-30 16:07:25,174 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 4:19:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7751, loss: 0.7751 2023-12-30 16:07:47,781 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 4:19:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7501, loss: 0.7501 2023-12-30 16:08:10,375 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 4:18:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7673, loss: 0.7673 2023-12-30 16:08:32,977 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 4:18:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7549, loss: 0.7549 2023-12-30 16:08:55,573 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 4:17:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.7777, loss: 0.7777 2023-12-30 16:09:18,210 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 4:17:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7746, loss: 0.7746 2023-12-30 16:09:40,938 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 4:17:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.7744, loss: 0.7744 2023-12-30 16:10:03,657 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 4:16:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.7856, loss: 0.7856 2023-12-30 16:10:26,358 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 4:16:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7810, loss: 0.7810 2023-12-30 16:10:49,034 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 4:16:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7533, loss: 0.7533 2023-12-30 16:11:11,757 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 4:15:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7611, loss: 0.7611 2023-12-30 16:11:34,470 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 4:15:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7748, loss: 0.7748 2023-12-30 16:11:43,883 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-30 16:15:20,023 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 16:15:20,514 - pyskl - INFO - top1_acc 0.8174 top5_acc 0.9600 2023-12-30 16:15:20,538 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8174, top5_acc: 0.9600 2023-12-30 16:16:04,617 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 4:14:48, time: 0.441, data_time: 0.216, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7914, loss: 0.7914 2023-12-30 16:16:27,287 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 4:14:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7655, loss: 0.7655 2023-12-30 16:16:50,086 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 4:14:02, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7600, loss: 0.7600 2023-12-30 16:17:12,797 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 4:13:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7649, loss: 0.7649 2023-12-30 16:17:35,442 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 4:13:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7573, loss: 0.7573 2023-12-30 16:17:58,094 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 4:12:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7729, loss: 0.7729 2023-12-30 16:18:20,738 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 4:12:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7562, loss: 0.7562 2023-12-30 16:18:43,413 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 4:12:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7611, loss: 0.7611 2023-12-30 16:19:06,101 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 4:11:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7716, loss: 0.7716 2023-12-30 16:19:28,727 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 4:11:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7643, loss: 0.7643 2023-12-30 16:19:51,369 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 4:10:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7662, loss: 0.7662 2023-12-30 16:20:13,956 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 4:10:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7721, loss: 0.7721 2023-12-30 16:20:36,549 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 4:10:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7511, loss: 0.7511 2023-12-30 16:20:59,142 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 4:09:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7557, loss: 0.7557 2023-12-30 16:21:21,739 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 4:09:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7633, loss: 0.7633 2023-12-30 16:21:44,339 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 4:09:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7711, loss: 0.7711 2023-12-30 16:22:06,932 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 4:08:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7443, loss: 0.7443 2023-12-30 16:22:29,625 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 4:08:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7806, loss: 0.7806 2023-12-30 16:22:52,282 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 4:07:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7763, loss: 0.7763 2023-12-30 16:23:14,937 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 4:07:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7611, loss: 0.7611 2023-12-30 16:23:37,602 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 4:07:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7764, loss: 0.7764 2023-12-30 16:24:00,266 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 4:06:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7809, loss: 0.7809 2023-12-30 16:24:22,887 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 4:06:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7588, loss: 0.7588 2023-12-30 16:24:45,556 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 4:06:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7639, loss: 0.7639 2023-12-30 16:25:08,246 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 4:05:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7691, loss: 0.7691 2023-12-30 16:25:30,922 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 4:05:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7692, loss: 0.7692 2023-12-30 16:25:53,596 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 4:04:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7679, loss: 0.7679 2023-12-30 16:26:16,209 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 4:04:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7666, loss: 0.7666 2023-12-30 16:26:38,892 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 4:04:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7566, loss: 0.7566 2023-12-30 16:27:01,503 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 4:03:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.7717, loss: 0.7717 2023-12-30 16:27:24,295 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 4:03:21, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7619, loss: 0.7619 2023-12-30 16:27:47,061 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 4:02:59, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7840, loss: 0.7840 2023-12-30 16:28:09,743 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 4:02:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7588, loss: 0.7588 2023-12-30 16:28:32,369 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 4:02:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.7778, loss: 0.7778 2023-12-30 16:28:55,032 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 4:01:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7774, loss: 0.7774 2023-12-30 16:29:17,632 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 4:01:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7668, loss: 0.7668 2023-12-30 16:29:40,260 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 4:01:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7561, loss: 0.7561 2023-12-30 16:30:02,909 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 4:00:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7732, loss: 0.7732 2023-12-30 16:30:25,576 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 4:00:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7649, loss: 0.7649 2023-12-30 16:30:35,134 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-30 16:34:11,330 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 16:34:11,868 - pyskl - INFO - top1_acc 0.8185 top5_acc 0.9634 2023-12-30 16:34:11,889 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8185, top5_acc: 0.9634 2023-12-30 16:34:55,770 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 3:59:48, time: 0.439, data_time: 0.213, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7746, loss: 0.7746 2023-12-30 16:35:18,251 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 3:59:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7673, loss: 0.7673 2023-12-30 16:35:40,870 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 3:59:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7559, loss: 0.7559 2023-12-30 16:36:03,607 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 3:58:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.7841, loss: 0.7841 2023-12-30 16:36:26,305 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 3:58:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7626, loss: 0.7626 2023-12-30 16:36:48,914 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 3:57:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7595, loss: 0.7595 2023-12-30 16:37:11,462 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 3:57:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7772, loss: 0.7772 2023-12-30 16:37:33,997 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 3:57:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7526, loss: 0.7526 2023-12-30 16:37:56,584 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 3:56:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7617, loss: 0.7617 2023-12-30 16:38:19,304 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 3:56:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7532, loss: 0.7532 2023-12-30 16:38:42,076 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 3:55:59, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7614, loss: 0.7614 2023-12-30 16:39:04,908 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 3:55:36, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7595, loss: 0.7595 2023-12-30 16:39:27,644 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 3:55:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7649, loss: 0.7649 2023-12-30 16:39:50,293 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 3:54:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7657, loss: 0.7657 2023-12-30 16:40:12,869 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 3:54:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7691, loss: 0.7691 2023-12-30 16:40:35,520 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 3:54:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7686, loss: 0.7686 2023-12-30 16:40:58,165 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 3:53:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7607, loss: 0.7607 2023-12-30 16:41:20,687 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 3:53:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7582, loss: 0.7582 2023-12-30 16:41:43,180 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 3:52:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7596, loss: 0.7596 2023-12-30 16:42:05,691 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 3:52:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7642, loss: 0.7642 2023-12-30 16:42:28,260 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 3:52:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7711, loss: 0.7711 2023-12-30 16:42:50,858 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 3:51:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7613, loss: 0.7613 2023-12-30 16:43:13,436 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 3:51:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7793, loss: 0.7793 2023-12-30 16:43:35,979 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 3:51:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7623, loss: 0.7623 2023-12-30 16:43:58,525 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 3:50:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7807, loss: 0.7807 2023-12-30 16:44:21,063 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 3:50:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7520, loss: 0.7520 2023-12-30 16:44:43,654 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 3:49:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7728, loss: 0.7728 2023-12-30 16:45:06,301 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 3:49:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7496, loss: 0.7496 2023-12-30 16:45:28,946 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 3:49:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7620, loss: 0.7620 2023-12-30 16:45:51,584 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 3:48:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7618, loss: 0.7618 2023-12-30 16:46:14,224 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 3:48:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7677, loss: 0.7677 2023-12-30 16:46:36,840 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 3:47:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7617, loss: 0.7617 2023-12-30 16:46:59,457 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 3:47:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7587, loss: 0.7587 2023-12-30 16:47:22,082 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 3:47:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7577, loss: 0.7577 2023-12-30 16:47:44,723 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 3:46:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7753, loss: 0.7753 2023-12-30 16:48:07,365 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 3:46:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7714, loss: 0.7714 2023-12-30 16:48:29,993 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 3:46:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7543, loss: 0.7543 2023-12-30 16:48:52,658 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 3:45:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7508, loss: 0.7508 2023-12-30 16:49:15,271 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 3:45:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7657, loss: 0.7657 2023-12-30 16:49:24,748 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-30 16:53:00,531 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 16:53:01,082 - pyskl - INFO - top1_acc 0.8121 top5_acc 0.9607 2023-12-30 16:53:01,102 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8121, top5_acc: 0.9607 2023-12-30 16:53:44,770 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 3:44:47, time: 0.437, data_time: 0.211, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7537, loss: 0.7537 2023-12-30 16:54:07,330 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 3:44:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7705, loss: 0.7705 2023-12-30 16:54:29,916 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 3:44:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7753, loss: 0.7753 2023-12-30 16:54:52,500 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 3:43:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7507, loss: 0.7507 2023-12-30 16:55:15,137 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 3:43:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7626, loss: 0.7626 2023-12-30 16:55:37,749 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 3:42:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7488, loss: 0.7488 2023-12-30 16:56:00,531 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 3:42:30, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7581, loss: 0.7581 2023-12-30 16:56:23,244 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 3:42:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7519, loss: 0.7519 2023-12-30 16:56:45,933 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 3:41:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7465, loss: 0.7465 2023-12-30 16:57:08,540 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 3:41:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7593, loss: 0.7593 2023-12-30 16:57:31,223 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 3:40:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7463, loss: 0.7463 2023-12-30 16:57:53,959 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 3:40:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7516, loss: 0.7516 2023-12-30 16:58:16,672 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 3:40:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7565, loss: 0.7565 2023-12-30 16:58:39,459 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 3:39:50, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7487, loss: 0.7487 2023-12-30 16:59:02,201 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 3:39:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7634, loss: 0.7634 2023-12-30 16:59:24,830 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 3:39:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7587, loss: 0.7587 2023-12-30 16:59:47,467 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 3:38:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7448, loss: 0.7448 2023-12-30 17:00:10,073 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 3:38:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7696, loss: 0.7696 2023-12-30 17:00:32,703 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 3:37:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7639, loss: 0.7639 2023-12-30 17:00:55,402 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 3:37:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7512, loss: 0.7512 2023-12-30 17:01:18,031 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 3:37:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7661, loss: 0.7661 2023-12-30 17:01:40,668 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 3:36:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7564, loss: 0.7564 2023-12-30 17:02:03,325 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 3:36:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7592, loss: 0.7592 2023-12-30 17:02:26,024 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 3:36:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7601, loss: 0.7601 2023-12-30 17:02:48,731 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 3:35:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7634, loss: 0.7634 2023-12-30 17:03:11,522 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 3:35:15, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7626, loss: 0.7626 2023-12-30 17:03:34,201 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 3:34:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7578, loss: 0.7578 2023-12-30 17:03:56,916 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 3:34:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7609, loss: 0.7609 2023-12-30 17:04:19,641 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 3:34:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7537, loss: 0.7537 2023-12-30 17:04:42,334 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 3:33:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7661, loss: 0.7661 2023-12-30 17:05:05,019 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 3:33:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7583, loss: 0.7583 2023-12-30 17:05:27,725 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 3:32:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7450, loss: 0.7450 2023-12-30 17:05:50,405 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 3:32:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7702, loss: 0.7702 2023-12-30 17:06:13,066 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 3:32:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7679, loss: 0.7679 2023-12-30 17:06:35,856 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 3:31:49, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7571, loss: 0.7571 2023-12-30 17:06:58,675 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 3:31:27, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7524, loss: 0.7524 2023-12-30 17:07:21,478 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 3:31:04, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7532, loss: 0.7532 2023-12-30 17:07:44,156 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 3:30:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7650, loss: 0.7650 2023-12-30 17:08:06,846 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 3:30:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7663, loss: 0.7663 2023-12-30 17:08:16,257 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-30 17:11:54,034 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 17:11:54,529 - pyskl - INFO - top1_acc 0.8088 top5_acc 0.9600 2023-12-30 17:11:54,556 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8088, top5_acc: 0.9600 2023-12-30 17:12:38,360 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 3:29:47, time: 0.438, data_time: 0.213, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7526, loss: 0.7526 2023-12-30 17:13:00,937 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 3:29:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7639, loss: 0.7639 2023-12-30 17:13:23,492 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 3:29:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7446, loss: 0.7446 2023-12-30 17:13:46,048 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 3:28:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7439, loss: 0.7439 2023-12-30 17:14:08,650 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 3:28:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7506, loss: 0.7506 2023-12-30 17:14:31,241 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 3:27:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7618, loss: 0.7618 2023-12-30 17:14:53,853 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 3:27:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7465, loss: 0.7465 2023-12-30 17:15:16,443 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 3:27:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7545, loss: 0.7545 2023-12-30 17:15:39,087 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 3:26:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7582, loss: 0.7582 2023-12-30 17:16:01,795 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 3:26:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7418, loss: 0.7418 2023-12-30 17:16:24,567 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 3:25:58, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7617, loss: 0.7617 2023-12-30 17:16:47,187 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 3:25:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7600, loss: 0.7600 2023-12-30 17:17:09,915 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 3:25:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7561, loss: 0.7561 2023-12-30 17:17:32,607 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 3:24:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7531, loss: 0.7531 2023-12-30 17:17:55,265 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 3:24:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7647, loss: 0.7647 2023-12-30 17:18:17,900 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 3:24:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7410, loss: 0.7410 2023-12-30 17:18:40,533 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 3:23:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7585, loss: 0.7585 2023-12-30 17:19:03,227 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 3:23:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7549, loss: 0.7549 2023-12-30 17:19:25,887 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 3:22:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7450, loss: 0.7450 2023-12-30 17:19:48,628 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 3:22:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7563, loss: 0.7563 2023-12-30 17:20:11,218 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 3:22:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7640, loss: 0.7640 2023-12-30 17:20:33,779 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 3:21:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7656, loss: 0.7656 2023-12-30 17:20:56,408 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 3:21:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7481, loss: 0.7481 2023-12-30 17:21:18,935 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 3:21:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7369, loss: 0.7369 2023-12-30 17:21:41,473 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 3:20:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7537, loss: 0.7537 2023-12-30 17:22:04,003 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 3:20:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7565, loss: 0.7565 2023-12-30 17:22:26,578 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 3:19:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7554, loss: 0.7554 2023-12-30 17:22:49,279 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 3:19:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7550, loss: 0.7550 2023-12-30 17:23:12,113 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 3:19:06, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7613, loss: 0.7613 2023-12-30 17:23:34,826 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 3:18:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7467, loss: 0.7467 2023-12-30 17:23:57,508 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 3:18:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7729, loss: 0.7729 2023-12-30 17:24:20,246 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 3:17:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7531, loss: 0.7531 2023-12-30 17:24:42,918 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 3:17:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7448, loss: 0.7448 2023-12-30 17:25:05,577 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 3:17:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7743, loss: 0.7743 2023-12-30 17:25:28,212 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 3:16:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7481, loss: 0.7481 2023-12-30 17:25:50,920 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 3:16:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7624, loss: 0.7624 2023-12-30 17:26:13,529 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 3:16:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7545, loss: 0.7545 2023-12-30 17:26:36,100 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 3:15:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7585, loss: 0.7585 2023-12-30 17:26:58,684 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 3:15:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7665, loss: 0.7665 2023-12-30 17:27:08,060 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-30 17:30:45,887 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 17:30:46,369 - pyskl - INFO - top1_acc 0.8135 top5_acc 0.9603 2023-12-30 17:30:46,390 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8135, top5_acc: 0.9603 2023-12-30 17:31:30,307 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 3:14:47, time: 0.439, data_time: 0.212, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7673, loss: 0.7673 2023-12-30 17:31:52,963 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 3:14:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7640, loss: 0.7640 2023-12-30 17:32:15,585 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 3:14:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7522, loss: 0.7522 2023-12-30 17:32:38,229 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 3:13:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7476, loss: 0.7476 2023-12-30 17:33:00,924 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 3:13:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7432, loss: 0.7432 2023-12-30 17:33:23,612 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 3:12:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7621, loss: 0.7621 2023-12-30 17:33:46,327 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 3:12:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7589, loss: 0.7589 2023-12-30 17:34:09,004 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 3:12:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.7470, loss: 0.7470 2023-12-30 17:34:31,578 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 3:11:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7438, loss: 0.7438 2023-12-30 17:34:54,342 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 3:11:21, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.7606, loss: 0.7606 2023-12-30 17:35:16,950 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 3:10:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7603, loss: 0.7603 2023-12-30 17:35:39,670 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 3:10:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7515, loss: 0.7515 2023-12-30 17:36:02,442 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 3:10:12, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7607, loss: 0.7607 2023-12-30 17:36:25,141 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 3:09:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7507, loss: 0.7507 2023-12-30 17:36:47,909 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 3:09:26, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7474, loss: 0.7474 2023-12-30 17:37:10,615 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 3:09:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7466, loss: 0.7466 2023-12-30 17:37:33,292 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 3:08:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7497, loss: 0.7497 2023-12-30 17:37:55,933 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 3:08:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7523, loss: 0.7523 2023-12-30 17:38:18,541 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 3:07:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7606, loss: 0.7606 2023-12-30 17:38:41,187 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 3:07:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7525, loss: 0.7525 2023-12-30 17:39:03,752 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 3:07:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7466, loss: 0.7466 2023-12-30 17:39:26,303 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 3:06:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7534, loss: 0.7534 2023-12-30 17:39:48,862 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 3:06:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7471, loss: 0.7471 2023-12-30 17:40:11,497 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 3:06:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7601, loss: 0.7601 2023-12-30 17:40:34,117 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 3:05:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7422, loss: 0.7422 2023-12-30 17:40:56,750 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 3:05:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7576, loss: 0.7576 2023-12-30 17:41:19,567 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 3:04:52, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7546, loss: 0.7546 2023-12-30 17:41:42,287 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 3:04:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7512, loss: 0.7512 2023-12-30 17:42:05,063 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 3:04:06, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7677, loss: 0.7677 2023-12-30 17:42:27,792 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 3:03:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7498, loss: 0.7498 2023-12-30 17:42:50,525 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 3:03:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7578, loss: 0.7578 2023-12-30 17:43:13,193 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 3:02:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7512, loss: 0.7512 2023-12-30 17:43:35,855 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 3:02:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7437, loss: 0.7437 2023-12-30 17:43:58,560 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 3:02:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7617, loss: 0.7617 2023-12-30 17:44:21,408 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 3:01:49, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7437, loss: 0.7437 2023-12-30 17:44:44,155 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 3:01:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7656, loss: 0.7656 2023-12-30 17:45:06,885 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 3:01:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7603, loss: 0.7603 2023-12-30 17:45:29,580 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 3:00:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7460, loss: 0.7460 2023-12-30 17:45:52,244 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 3:00:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7478, loss: 0.7478 2023-12-30 17:46:01,644 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-30 17:49:37,758 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 17:49:38,285 - pyskl - INFO - top1_acc 0.8217 top5_acc 0.9621 2023-12-30 17:49:38,289 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_132.pth was removed 2023-12-30 17:49:38,429 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. 2023-12-30 17:49:38,431 - pyskl - INFO - Best top1_acc is 0.8217 at 138 epoch. 2023-12-30 17:49:38,452 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8217, top5_acc: 0.9621 2023-12-30 17:50:22,469 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 2:59:46, time: 0.440, data_time: 0.214, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7521, loss: 0.7521 2023-12-30 17:50:45,138 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 2:59:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7481, loss: 0.7481 2023-12-30 17:51:07,901 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 2:59:01, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7639, loss: 0.7639 2023-12-30 17:51:30,547 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 2:58:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7522, loss: 0.7522 2023-12-30 17:51:53,186 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 2:58:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7422, loss: 0.7422 2023-12-30 17:52:15,836 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 2:57:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7524, loss: 0.7524 2023-12-30 17:52:38,483 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 2:57:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7363, loss: 0.7363 2023-12-30 17:53:01,141 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 2:57:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7534, loss: 0.7534 2023-12-30 17:53:23,774 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 2:56:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7545, loss: 0.7545 2023-12-30 17:53:46,353 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 2:56:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7410, loss: 0.7410 2023-12-30 17:54:08,938 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 2:55:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7518, loss: 0.7518 2023-12-30 17:54:31,522 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 2:55:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7487, loss: 0.7487 2023-12-30 17:54:54,119 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 2:55:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7503, loss: 0.7503 2023-12-30 17:55:16,693 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 2:54:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7357, loss: 0.7357 2023-12-30 17:55:39,234 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 2:54:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7665, loss: 0.7665 2023-12-30 17:56:01,776 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 2:54:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7391, loss: 0.7391 2023-12-30 17:56:24,305 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 2:53:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7516, loss: 0.7516 2023-12-30 17:56:46,841 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 2:53:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7569, loss: 0.7569 2023-12-30 17:57:09,515 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 2:52:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7458, loss: 0.7458 2023-12-30 17:57:32,153 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 2:52:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7538, loss: 0.7538 2023-12-30 17:57:54,798 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 2:52:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7540, loss: 0.7540 2023-12-30 17:58:17,450 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 2:51:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7467, loss: 0.7467 2023-12-30 17:58:40,110 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 2:51:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7568, loss: 0.7568 2023-12-30 17:59:02,819 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 2:51:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7564, loss: 0.7564 2023-12-30 17:59:25,490 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 2:50:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7494, loss: 0.7494 2023-12-30 17:59:48,157 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 2:50:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7570, loss: 0.7570 2023-12-30 18:00:10,815 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 2:49:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7503, loss: 0.7503 2023-12-30 18:00:33,466 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 2:49:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7543, loss: 0.7543 2023-12-30 18:00:56,220 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 2:49:06, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7443, loss: 0.7443 2023-12-30 18:01:18,942 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 2:48:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7457, loss: 0.7457 2023-12-30 18:01:41,643 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 2:48:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7521, loss: 0.7521 2023-12-30 18:02:04,320 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 2:47:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7457, loss: 0.7457 2023-12-30 18:02:26,995 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 2:47:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7450, loss: 0.7450 2023-12-30 18:02:49,730 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 2:47:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7459, loss: 0.7459 2023-12-30 18:03:12,501 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 2:46:48, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7404, loss: 0.7404 2023-12-30 18:03:35,209 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 2:46:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7649, loss: 0.7649 2023-12-30 18:03:57,891 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 2:46:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7421, loss: 0.7421 2023-12-30 18:04:20,542 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 2:45:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7458, loss: 0.7458 2023-12-30 18:04:43,218 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 2:45:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7491, loss: 0.7491 2023-12-30 18:04:52,642 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-30 18:08:28,621 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 18:08:29,113 - pyskl - INFO - top1_acc 0.8192 top5_acc 0.9627 2023-12-30 18:08:29,137 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8192, top5_acc: 0.9627 2023-12-30 18:09:14,038 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 2:44:46, time: 0.449, data_time: 0.223, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7377, loss: 0.7377 2023-12-30 18:09:36,562 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 2:44:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7472, loss: 0.7472 2023-12-30 18:09:59,135 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 2:44:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7472, loss: 0.7472 2023-12-30 18:10:21,724 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 2:43:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7509, loss: 0.7509 2023-12-30 18:10:44,270 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 2:43:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7469, loss: 0.7469 2023-12-30 18:11:06,974 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 2:42:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7581, loss: 0.7581 2023-12-30 18:11:29,690 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 2:42:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7403, loss: 0.7403 2023-12-30 18:11:52,416 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 2:42:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7445, loss: 0.7445 2023-12-30 18:12:15,186 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 2:41:43, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7411, loss: 0.7411 2023-12-30 18:12:37,890 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 2:41:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7471, loss: 0.7471 2023-12-30 18:13:00,546 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 2:40:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7447, loss: 0.7447 2023-12-30 18:13:23,159 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 2:40:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7469, loss: 0.7469 2023-12-30 18:13:45,806 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 2:40:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7582, loss: 0.7582 2023-12-30 18:14:08,491 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 2:39:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7525, loss: 0.7525 2023-12-30 18:14:31,092 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 2:39:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7545, loss: 0.7545 2023-12-30 18:14:53,678 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 2:39:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7422, loss: 0.7422 2023-12-30 18:15:16,278 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 2:38:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7403, loss: 0.7403 2023-12-30 18:15:38,900 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 2:38:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7577, loss: 0.7577 2023-12-30 18:16:01,523 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 2:37:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7537, loss: 0.7537 2023-12-30 18:16:24,191 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 2:37:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7611, loss: 0.7611 2023-12-30 18:16:46,794 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 2:37:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7500, loss: 0.7500 2023-12-30 18:17:09,405 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 2:36:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7475, loss: 0.7475 2023-12-30 18:17:32,045 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 2:36:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7520, loss: 0.7520 2023-12-30 18:17:54,779 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 2:36:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7362, loss: 0.7362 2023-12-30 18:18:17,427 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 2:35:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7398, loss: 0.7398 2023-12-30 18:18:40,418 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 2:35:14, time: 0.230, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7488, loss: 0.7488 2023-12-30 18:19:03,132 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 2:34:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7294, loss: 0.7294 2023-12-30 18:19:25,778 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 2:34:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7521, loss: 0.7521 2023-12-30 18:19:48,406 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 2:34:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7432, loss: 0.7432 2023-12-30 18:20:11,066 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 2:33:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7518, loss: 0.7518 2023-12-30 18:20:33,658 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 2:33:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7426, loss: 0.7426 2023-12-30 18:20:56,351 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 2:32:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7590, loss: 0.7590 2023-12-30 18:21:19,087 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 2:32:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7563, loss: 0.7563 2023-12-30 18:21:41,741 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 2:32:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7599, loss: 0.7599 2023-12-30 18:22:04,366 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 2:31:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7539, loss: 0.7539 2023-12-30 18:22:26,929 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 2:31:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7505, loss: 0.7505 2023-12-30 18:22:49,524 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 2:31:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7343, loss: 0.7343 2023-12-30 18:23:12,165 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 2:30:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7569, loss: 0.7569 2023-12-30 18:23:34,794 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 2:30:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7550, loss: 0.7550 2023-12-30 18:23:44,242 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-30 18:27:19,873 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 18:27:20,361 - pyskl - INFO - top1_acc 0.8199 top5_acc 0.9626 2023-12-30 18:27:20,385 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8199, top5_acc: 0.9626 2023-12-30 18:28:04,262 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 2:29:45, time: 0.439, data_time: 0.214, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7349, loss: 0.7349 2023-12-30 18:28:26,800 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 2:29:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7534, loss: 0.7534 2023-12-30 18:28:49,351 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 2:29:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7524, loss: 0.7524 2023-12-30 18:29:11,995 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 2:28:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7422, loss: 0.7422 2023-12-30 18:29:34,630 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 2:28:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7482, loss: 0.7482 2023-12-30 18:29:57,234 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 2:27:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7378, loss: 0.7378 2023-12-30 18:30:19,890 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 2:27:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7412, loss: 0.7412 2023-12-30 18:30:42,509 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 2:27:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7440, loss: 0.7440 2023-12-30 18:31:05,265 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 2:26:42, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7519, loss: 0.7519 2023-12-30 18:31:27,930 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 2:26:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7486, loss: 0.7486 2023-12-30 18:31:50,612 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 2:25:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7442, loss: 0.7442 2023-12-30 18:32:13,262 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 2:25:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7535, loss: 0.7535 2023-12-30 18:32:35,840 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 2:25:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7544, loss: 0.7544 2023-12-30 18:32:58,460 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 2:24:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7371, loss: 0.7371 2023-12-30 18:33:21,111 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 2:24:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7533, loss: 0.7533 2023-12-30 18:33:43,822 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 2:24:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7521, loss: 0.7521 2023-12-30 18:34:06,507 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 2:23:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7476, loss: 0.7476 2023-12-30 18:34:29,154 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 2:23:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7492, loss: 0.7492 2023-12-30 18:34:51,796 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 2:22:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7458, loss: 0.7458 2023-12-30 18:35:14,429 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 2:22:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7458, loss: 0.7458 2023-12-30 18:35:36,990 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 2:22:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7412, loss: 0.7412 2023-12-30 18:35:59,678 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 2:21:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7470, loss: 0.7470 2023-12-30 18:36:22,357 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 2:21:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7456, loss: 0.7456 2023-12-30 18:36:44,966 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 2:20:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7505, loss: 0.7505 2023-12-30 18:37:07,590 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 2:20:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7515, loss: 0.7515 2023-12-30 18:37:30,277 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 2:20:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7352, loss: 0.7352 2023-12-30 18:37:52,954 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 2:19:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7547, loss: 0.7547 2023-12-30 18:38:15,671 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 2:19:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7302, loss: 0.7302 2023-12-30 18:38:38,394 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 2:19:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.7447, loss: 0.7447 2023-12-30 18:39:01,047 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 2:18:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7511, loss: 0.7511 2023-12-30 18:39:23,646 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 2:18:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7518, loss: 0.7518 2023-12-30 18:39:46,232 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 2:17:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7402, loss: 0.7402 2023-12-30 18:40:08,809 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 2:17:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7555, loss: 0.7555 2023-12-30 18:40:31,397 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 2:17:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7624, loss: 0.7624 2023-12-30 18:40:53,989 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 2:16:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7516, loss: 0.7516 2023-12-30 18:41:16,667 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 2:16:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7359, loss: 0.7359 2023-12-30 18:41:39,265 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 2:16:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7466, loss: 0.7466 2023-12-30 18:42:01,826 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 2:15:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7564, loss: 0.7564 2023-12-30 18:42:24,399 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 2:15:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7487, loss: 0.7487 2023-12-30 18:42:33,786 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-30 18:46:11,737 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 18:46:12,257 - pyskl - INFO - top1_acc 0.8100 top5_acc 0.9582 2023-12-30 18:46:12,285 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8100, top5_acc: 0.9582 2023-12-30 18:46:56,304 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 2:14:45, time: 0.440, data_time: 0.214, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7483, loss: 0.7483 2023-12-30 18:47:18,948 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 2:14:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7338, loss: 0.7338 2023-12-30 18:47:41,563 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 2:13:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7524, loss: 0.7524 2023-12-30 18:48:04,089 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 2:13:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7609, loss: 0.7609 2023-12-30 18:48:26,624 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 2:13:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7460, loss: 0.7460 2023-12-30 18:48:49,163 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 2:12:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7567, loss: 0.7567 2023-12-30 18:49:11,722 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 2:12:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7465, loss: 0.7465 2023-12-30 18:49:34,378 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 2:12:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7493, loss: 0.7493 2023-12-30 18:49:57,122 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 2:11:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7464, loss: 0.7464 2023-12-30 18:50:19,820 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 2:11:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7403, loss: 0.7403 2023-12-30 18:50:42,441 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 2:10:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7562, loss: 0.7562 2023-12-30 18:51:05,148 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 2:10:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7503, loss: 0.7503 2023-12-30 18:51:27,826 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 2:10:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7483, loss: 0.7483 2023-12-30 18:51:50,519 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 2:09:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7543, loss: 0.7543 2023-12-30 18:52:13,276 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 2:09:24, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7520, loss: 0.7520 2023-12-30 18:52:35,910 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 2:09:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7278, loss: 0.7278 2023-12-30 18:52:58,584 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 2:08:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7481, loss: 0.7481 2023-12-30 18:53:21,332 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 2:08:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7502, loss: 0.7502 2023-12-30 18:53:43,867 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 2:07:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7564, loss: 0.7564 2023-12-30 18:54:06,389 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 2:07:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7409, loss: 0.7409 2023-12-30 18:54:28,926 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 2:07:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7561, loss: 0.7561 2023-12-30 18:54:51,465 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 2:06:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7434, loss: 0.7434 2023-12-30 18:55:14,041 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 2:06:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7452, loss: 0.7452 2023-12-30 18:55:36,661 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 2:05:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7461, loss: 0.7461 2023-12-30 18:55:59,267 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 2:05:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7597, loss: 0.7597 2023-12-30 18:56:21,956 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 2:05:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7490, loss: 0.7490 2023-12-30 18:56:44,540 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 2:04:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7365, loss: 0.7365 2023-12-30 18:57:07,099 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 2:04:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7530, loss: 0.7530 2023-12-30 18:57:29,787 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 2:04:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7401, loss: 0.7401 2023-12-30 18:57:52,489 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 2:03:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7479, loss: 0.7479 2023-12-30 18:58:15,169 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 2:03:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7410, loss: 0.7410 2023-12-30 18:58:37,871 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 2:02:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7409, loss: 0.7409 2023-12-30 18:59:00,516 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 2:02:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7324, loss: 0.7324 2023-12-30 18:59:23,161 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 2:02:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7444, loss: 0.7444 2023-12-30 18:59:45,733 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 2:01:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7523, loss: 0.7523 2023-12-30 19:00:08,292 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 2:01:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7491, loss: 0.7491 2023-12-30 19:00:30,863 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 2:01:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7491, loss: 0.7491 2023-12-30 19:00:53,468 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 2:00:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7530, loss: 0.7530 2023-12-30 19:01:16,151 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 2:00:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7465, loss: 0.7465 2023-12-30 19:01:25,516 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-30 19:05:01,982 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 19:05:02,475 - pyskl - INFO - top1_acc 0.8263 top5_acc 0.9639 2023-12-30 19:05:02,479 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_138.pth was removed 2023-12-30 19:05:02,625 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. 2023-12-30 19:05:02,627 - pyskl - INFO - Best top1_acc is 0.8263 at 142 epoch. 2023-12-30 19:05:02,649 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8263, top5_acc: 0.9639 2023-12-30 19:05:47,041 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 1:59:44, time: 0.444, data_time: 0.217, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7524, loss: 0.7524 2023-12-30 19:06:09,728 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 1:59:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7393, loss: 0.7393 2023-12-30 19:06:32,328 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 1:58:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7365, loss: 0.7365 2023-12-30 19:06:54,918 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 1:58:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7475, loss: 0.7475 2023-12-30 19:07:17,558 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 1:58:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7418, loss: 0.7418 2023-12-30 19:07:40,221 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 1:57:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7465, loss: 0.7465 2023-12-30 19:08:02,949 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 1:57:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7444, loss: 0.7444 2023-12-30 19:08:25,591 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 1:57:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7492, loss: 0.7492 2023-12-30 19:08:48,252 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 1:56:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7497, loss: 0.7497 2023-12-30 19:09:10,951 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 1:56:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7440, loss: 0.7440 2023-12-30 19:09:33,687 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 1:55:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7502, loss: 0.7502 2023-12-30 19:09:56,370 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 1:55:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7493, loss: 0.7493 2023-12-30 19:10:19,016 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 1:55:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7459, loss: 0.7459 2023-12-30 19:10:41,825 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 1:54:47, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7333, loss: 0.7333 2023-12-30 19:11:04,624 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 1:54:24, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7525, loss: 0.7525 2023-12-30 19:11:27,405 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 1:54:01, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7437, loss: 0.7437 2023-12-30 19:11:50,089 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 1:53:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7565, loss: 0.7565 2023-12-30 19:12:12,667 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 1:53:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7386, loss: 0.7386 2023-12-30 19:12:35,290 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 1:52:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7559, loss: 0.7559 2023-12-30 19:12:57,946 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 1:52:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7413, loss: 0.7413 2023-12-30 19:13:20,570 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 1:52:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7342, loss: 0.7342 2023-12-30 19:13:43,129 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 1:51:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7470, loss: 0.7470 2023-12-30 19:14:05,697 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 1:51:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7279, loss: 0.7279 2023-12-30 19:14:28,383 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 1:50:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7441, loss: 0.7441 2023-12-30 19:14:51,064 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 1:50:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7438, loss: 0.7438 2023-12-30 19:15:13,626 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 1:50:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7488, loss: 0.7488 2023-12-30 19:15:36,192 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 1:49:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7487, loss: 0.7487 2023-12-30 19:15:58,799 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 1:49:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7519, loss: 0.7519 2023-12-30 19:16:21,494 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 1:49:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7442, loss: 0.7442 2023-12-30 19:16:44,112 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 1:48:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7315, loss: 0.7315 2023-12-30 19:17:06,821 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 1:48:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7508, loss: 0.7508 2023-12-30 19:17:29,568 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 1:47:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7377, loss: 0.7377 2023-12-30 19:17:52,269 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 1:47:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7460, loss: 0.7460 2023-12-30 19:18:14,958 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 1:47:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7540, loss: 0.7540 2023-12-30 19:18:37,557 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 1:46:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7470, loss: 0.7470 2023-12-30 19:19:00,184 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 1:46:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7405, loss: 0.7405 2023-12-30 19:19:22,805 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 1:46:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7363, loss: 0.7363 2023-12-30 19:19:45,478 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 1:45:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7328, loss: 0.7328 2023-12-30 19:20:08,020 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 1:45:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7417, loss: 0.7417 2023-12-30 19:20:17,395 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-30 19:23:53,354 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 19:23:53,834 - pyskl - INFO - top1_acc 0.8163 top5_acc 0.9597 2023-12-30 19:23:53,855 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8163, top5_acc: 0.9597 2023-12-30 19:24:37,547 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 1:44:43, time: 0.437, data_time: 0.211, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7346, loss: 0.7346 2023-12-30 19:25:00,124 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 1:44:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7483, loss: 0.7483 2023-12-30 19:25:22,680 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 1:43:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7490, loss: 0.7490 2023-12-30 19:25:45,348 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 1:43:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7332, loss: 0.7332 2023-12-30 19:26:08,078 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 1:43:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7413, loss: 0.7413 2023-12-30 19:26:30,773 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 1:42:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7519, loss: 0.7519 2023-12-30 19:26:53,414 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 1:42:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7555, loss: 0.7555 2023-12-30 19:27:16,008 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 1:42:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7440, loss: 0.7440 2023-12-30 19:27:38,560 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 1:41:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7524, loss: 0.7524 2023-12-30 19:28:01,156 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 1:41:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7466, loss: 0.7466 2023-12-30 19:28:23,738 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 1:40:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7542, loss: 0.7542 2023-12-30 19:28:46,383 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 1:40:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7397, loss: 0.7397 2023-12-30 19:29:08,976 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 1:40:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7457, loss: 0.7457 2023-12-30 19:29:31,611 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 1:39:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7509, loss: 0.7509 2023-12-30 19:29:54,409 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 1:39:23, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7440, loss: 0.7440 2023-12-30 19:30:17,118 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 1:39:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7309, loss: 0.7309 2023-12-30 19:30:39,690 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 1:38:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7481, loss: 0.7481 2023-12-30 19:31:02,346 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 1:38:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7462, loss: 0.7462 2023-12-30 19:31:25,033 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 1:37:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7536, loss: 0.7536 2023-12-30 19:31:47,714 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 1:37:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7404, loss: 0.7404 2023-12-30 19:32:10,432 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 1:37:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7524, loss: 0.7524 2023-12-30 19:32:33,096 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 1:36:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7337, loss: 0.7337 2023-12-30 19:32:55,714 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 1:36:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7504, loss: 0.7504 2023-12-30 19:33:18,345 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 1:35:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7407, loss: 0.7407 2023-12-30 19:33:40,971 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 1:35:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7423, loss: 0.7423 2023-12-30 19:34:03,615 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 1:35:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7453, loss: 0.7453 2023-12-30 19:34:26,218 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 1:34:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7515, loss: 0.7515 2023-12-30 19:34:48,817 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 1:34:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7426, loss: 0.7426 2023-12-30 19:35:11,433 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 1:34:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7446, loss: 0.7446 2023-12-30 19:35:34,088 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 1:33:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7445, loss: 0.7445 2023-12-30 19:35:56,745 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 1:33:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7522, loss: 0.7522 2023-12-30 19:36:19,494 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 1:32:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7360, loss: 0.7360 2023-12-30 19:36:42,150 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 1:32:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7370, loss: 0.7370 2023-12-30 19:37:04,730 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 1:32:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7405, loss: 0.7405 2023-12-30 19:37:27,329 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 1:31:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7338, loss: 0.7338 2023-12-30 19:37:49,899 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 1:31:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7404, loss: 0.7404 2023-12-30 19:38:12,581 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 1:31:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7484, loss: 0.7484 2023-12-30 19:38:35,299 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 1:30:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7418, loss: 0.7418 2023-12-30 19:38:57,894 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 1:30:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7381, loss: 0.7381 2023-12-30 19:39:07,303 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-30 19:42:43,170 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 19:42:43,661 - pyskl - INFO - top1_acc 0.8234 top5_acc 0.9627 2023-12-30 19:42:43,684 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8234, top5_acc: 0.9627 2023-12-30 19:43:28,404 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 1:29:42, time: 0.447, data_time: 0.221, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7453, loss: 0.7453 2023-12-30 19:43:50,933 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 1:29:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7563, loss: 0.7563 2023-12-30 19:44:13,638 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 1:28:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7490, loss: 0.7490 2023-12-30 19:44:36,300 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 1:28:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7512, loss: 0.7512 2023-12-30 19:44:58,936 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 1:28:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7464, loss: 0.7464 2023-12-30 19:45:21,559 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 1:27:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7408, loss: 0.7408 2023-12-30 19:45:44,293 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 1:27:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7428, loss: 0.7428 2023-12-30 19:46:07,014 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 1:27:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7399, loss: 0.7399 2023-12-30 19:46:29,704 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 1:26:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7523, loss: 0.7523 2023-12-30 19:46:52,365 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 1:26:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7338, loss: 0.7338 2023-12-30 19:47:15,092 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 1:25:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7558, loss: 0.7558 2023-12-30 19:47:37,834 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 1:25:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7319, loss: 0.7319 2023-12-30 19:48:00,566 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 1:25:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7490, loss: 0.7490 2023-12-30 19:48:23,278 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 1:24:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7493, loss: 0.7493 2023-12-30 19:48:45,990 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 1:24:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7361, loss: 0.7361 2023-12-30 19:49:08,690 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 1:23:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7345, loss: 0.7345 2023-12-30 19:49:31,348 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 1:23:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7475, loss: 0.7475 2023-12-30 19:49:53,926 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 1:23:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7464, loss: 0.7464 2023-12-30 19:50:16,504 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 1:22:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7582, loss: 0.7582 2023-12-30 19:50:39,073 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 1:22:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7421, loss: 0.7421 2023-12-30 19:51:01,696 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 1:22:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7432, loss: 0.7432 2023-12-30 19:51:24,363 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 1:21:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7378, loss: 0.7378 2023-12-30 19:51:46,974 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 1:21:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7577, loss: 0.7577 2023-12-30 19:52:09,821 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 1:20:56, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7446, loss: 0.7446 2023-12-30 19:52:32,754 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 1:20:33, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7456, loss: 0.7456 2023-12-30 19:52:55,568 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 1:20:11, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7535, loss: 0.7535 2023-12-30 19:53:18,254 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 1:19:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7506, loss: 0.7506 2023-12-30 19:53:40,922 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 1:19:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7341, loss: 0.7341 2023-12-30 19:54:03,550 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 1:19:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7474, loss: 0.7474 2023-12-30 19:54:26,248 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 1:18:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7442, loss: 0.7442 2023-12-30 19:54:48,916 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 1:18:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7535, loss: 0.7535 2023-12-30 19:55:11,540 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 1:17:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7435, loss: 0.7435 2023-12-30 19:55:34,093 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 1:17:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7564, loss: 0.7564 2023-12-30 19:55:56,711 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 1:17:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7368, loss: 0.7368 2023-12-30 19:56:19,338 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 1:16:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7452, loss: 0.7452 2023-12-30 19:56:41,992 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 1:16:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7416, loss: 0.7416 2023-12-30 19:57:04,707 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 1:15:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7420, loss: 0.7420 2023-12-30 19:57:27,544 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 1:15:36, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7404, loss: 0.7404 2023-12-30 19:57:50,252 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 1:15:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7614, loss: 0.7614 2023-12-30 19:57:59,853 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-30 20:01:35,719 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 20:01:36,213 - pyskl - INFO - top1_acc 0.8193 top5_acc 0.9614 2023-12-30 20:01:36,237 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8193, top5_acc: 0.9614 2023-12-30 20:02:21,136 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 1:14:42, time: 0.449, data_time: 0.223, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7441, loss: 0.7441 2023-12-30 20:02:43,666 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 1:14:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7389, loss: 0.7389 2023-12-30 20:03:06,261 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 1:13:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7352, loss: 0.7352 2023-12-30 20:03:28,965 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 1:13:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7538, loss: 0.7538 2023-12-30 20:03:51,640 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 1:13:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7327, loss: 0.7327 2023-12-30 20:04:14,277 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 1:12:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7461, loss: 0.7461 2023-12-30 20:04:36,850 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 1:12:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7581, loss: 0.7581 2023-12-30 20:04:59,510 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 1:12:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7623, loss: 0.7623 2023-12-30 20:05:22,075 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 1:11:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7223, loss: 0.7223 2023-12-30 20:05:44,690 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 1:11:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7445, loss: 0.7445 2023-12-30 20:06:07,380 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 1:10:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7372, loss: 0.7372 2023-12-30 20:06:30,081 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 1:10:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7500, loss: 0.7500 2023-12-30 20:06:52,693 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 1:10:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7541, loss: 0.7541 2023-12-30 20:07:15,234 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 1:09:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7355, loss: 0.7355 2023-12-30 20:07:37,815 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 1:09:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7544, loss: 0.7544 2023-12-30 20:08:00,424 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 1:08:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7414, loss: 0.7414 2023-12-30 20:08:22,981 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 1:08:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7329, loss: 0.7329 2023-12-30 20:08:45,590 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 1:08:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7574, loss: 0.7574 2023-12-30 20:09:08,141 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 1:07:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7440, loss: 0.7440 2023-12-30 20:09:30,752 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 1:07:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7425, loss: 0.7425 2023-12-30 20:09:53,345 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 1:07:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7518, loss: 0.7518 2023-12-30 20:10:15,977 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 1:06:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7467, loss: 0.7467 2023-12-30 20:10:38,603 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 1:06:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7380, loss: 0.7380 2023-12-30 20:11:01,263 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 1:05:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7398, loss: 0.7398 2023-12-30 20:11:23,929 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 1:05:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7410, loss: 0.7410 2023-12-30 20:11:46,568 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 1:05:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7468, loss: 0.7468 2023-12-30 20:12:09,220 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 1:04:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7425, loss: 0.7425 2023-12-30 20:12:31,895 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 1:04:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7562, loss: 0.7562 2023-12-30 20:12:54,586 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 1:04:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7406, loss: 0.7406 2023-12-30 20:13:17,246 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 1:03:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7501, loss: 0.7501 2023-12-30 20:13:39,917 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 1:03:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7348, loss: 0.7348 2023-12-30 20:14:02,570 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 1:02:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7443, loss: 0.7443 2023-12-30 20:14:25,187 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 1:02:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7586, loss: 0.7586 2023-12-30 20:14:47,822 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 1:02:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7519, loss: 0.7519 2023-12-30 20:15:10,445 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 1:01:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7502, loss: 0.7502 2023-12-30 20:15:33,063 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 1:01:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7469, loss: 0.7469 2023-12-30 20:15:55,694 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:00:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7540, loss: 0.7540 2023-12-30 20:16:18,325 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:00:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7588, loss: 0.7588 2023-12-30 20:16:40,958 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:00:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7483, loss: 0.7483 2023-12-30 20:16:50,467 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-30 20:20:27,036 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 20:20:27,522 - pyskl - INFO - top1_acc 0.8213 top5_acc 0.9620 2023-12-30 20:20:27,546 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8213, top5_acc: 0.9620 2023-12-30 20:21:12,139 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 0:59:41, time: 0.446, data_time: 0.220, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7482, loss: 0.7482 2023-12-30 20:21:34,714 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 0:59:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7493, loss: 0.7493 2023-12-30 20:21:57,281 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 0:58:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7496, loss: 0.7496 2023-12-30 20:22:19,875 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 0:58:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7510, loss: 0.7510 2023-12-30 20:22:42,494 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 0:58:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7328, loss: 0.7328 2023-12-30 20:23:05,090 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 0:57:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7544, loss: 0.7544 2023-12-30 20:23:27,669 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 0:57:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7338, loss: 0.7338 2023-12-30 20:23:50,265 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 0:57:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7438, loss: 0.7438 2023-12-30 20:24:12,895 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 0:56:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7407, loss: 0.7407 2023-12-30 20:24:35,510 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 0:56:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7522, loss: 0.7522 2023-12-30 20:24:58,098 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 0:55:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7370, loss: 0.7370 2023-12-30 20:25:20,784 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 0:55:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7413, loss: 0.7413 2023-12-30 20:25:43,402 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 0:55:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7457, loss: 0.7457 2023-12-30 20:26:06,052 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 0:54:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7404, loss: 0.7404 2023-12-30 20:26:28,673 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 0:54:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7458, loss: 0.7458 2023-12-30 20:26:51,408 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 0:53:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7537, loss: 0.7537 2023-12-30 20:27:14,057 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 0:53:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7511, loss: 0.7511 2023-12-30 20:27:36,616 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 0:53:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7347, loss: 0.7347 2023-12-30 20:27:59,204 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 0:52:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7498, loss: 0.7498 2023-12-30 20:28:21,859 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 0:52:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7514, loss: 0.7514 2023-12-30 20:28:44,417 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 0:52:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7394, loss: 0.7394 2023-12-30 20:29:06,962 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 0:51:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7460, loss: 0.7460 2023-12-30 20:29:29,510 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 0:51:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7453, loss: 0.7453 2023-12-30 20:29:52,098 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 0:50:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7517, loss: 0.7517 2023-12-30 20:30:14,650 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 0:50:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7414, loss: 0.7414 2023-12-30 20:30:37,322 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 0:50:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7369, loss: 0.7369 2023-12-30 20:31:00,059 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 0:49:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7479, loss: 0.7479 2023-12-30 20:31:22,731 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 0:49:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7306, loss: 0.7306 2023-12-30 20:31:45,318 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 0:49:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7407, loss: 0.7407 2023-12-30 20:32:07,879 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 0:48:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7406, loss: 0.7406 2023-12-30 20:32:30,503 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 0:48:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7394, loss: 0.7394 2023-12-30 20:32:53,141 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 0:47:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7467, loss: 0.7467 2023-12-30 20:33:15,840 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 0:47:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7491, loss: 0.7491 2023-12-30 20:33:38,455 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 0:47:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7431, loss: 0.7431 2023-12-30 20:34:00,984 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 0:46:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7533, loss: 0.7533 2023-12-30 20:34:23,527 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 0:46:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7397, loss: 0.7397 2023-12-30 20:34:46,061 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 0:45:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7482, loss: 0.7482 2023-12-30 20:35:08,610 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 0:45:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7567, loss: 0.7567 2023-12-30 20:35:31,182 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 0:45:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7292, loss: 0.7292 2023-12-30 20:35:40,575 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-30 20:39:16,583 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 20:39:17,063 - pyskl - INFO - top1_acc 0.8041 top5_acc 0.9559 2023-12-30 20:39:17,084 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8041, top5_acc: 0.9559 2023-12-30 20:40:00,815 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 0:44:40, time: 0.437, data_time: 0.211, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7462, loss: 0.7462 2023-12-30 20:40:23,476 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 0:44:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7416, loss: 0.7416 2023-12-30 20:40:46,201 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 0:43:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7354, loss: 0.7354 2023-12-30 20:41:08,939 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 0:43:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7334, loss: 0.7334 2023-12-30 20:41:31,627 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 0:43:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7542, loss: 0.7542 2023-12-30 20:41:54,345 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 0:42:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7455, loss: 0.7455 2023-12-30 20:42:17,041 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 0:42:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7527, loss: 0.7527 2023-12-30 20:42:39,753 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 0:42:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7430, loss: 0.7430 2023-12-30 20:43:02,392 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 0:41:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7408, loss: 0.7408 2023-12-30 20:43:25,069 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 0:41:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7453, loss: 0.7453 2023-12-30 20:43:47,654 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 0:40:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7468, loss: 0.7468 2023-12-30 20:44:10,341 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 0:40:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7378, loss: 0.7378 2023-12-30 20:44:32,967 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 0:40:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7411, loss: 0.7411 2023-12-30 20:44:55,638 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 0:39:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7496, loss: 0.7496 2023-12-30 20:45:18,245 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 0:39:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7574, loss: 0.7574 2023-12-30 20:45:40,858 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 0:38:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7451, loss: 0.7451 2023-12-30 20:46:03,497 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 0:38:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7422, loss: 0.7422 2023-12-30 20:46:26,118 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 0:38:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7369, loss: 0.7369 2023-12-30 20:46:48,705 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 0:37:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7442, loss: 0.7442 2023-12-30 20:47:11,240 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 0:37:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7465, loss: 0.7465 2023-12-30 20:47:33,793 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 0:37:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7627, loss: 0.7627 2023-12-30 20:47:56,329 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 0:36:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7362, loss: 0.7362 2023-12-30 20:48:18,873 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 0:36:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7457, loss: 0.7457 2023-12-30 20:48:41,434 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 0:35:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7440, loss: 0.7440 2023-12-30 20:49:04,109 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 0:35:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7462, loss: 0.7462 2023-12-30 20:49:26,699 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 0:35:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7402, loss: 0.7402 2023-12-30 20:49:49,300 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 0:34:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7395, loss: 0.7395 2023-12-30 20:50:11,880 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 0:34:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7361, loss: 0.7361 2023-12-30 20:50:34,484 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 0:33:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7403, loss: 0.7403 2023-12-30 20:50:57,126 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 0:33:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7536, loss: 0.7536 2023-12-30 20:51:19,910 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 0:33:14, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7384, loss: 0.7384 2023-12-30 20:51:42,662 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 0:32:51, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7445, loss: 0.7445 2023-12-30 20:52:05,330 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 0:32:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7419, loss: 0.7419 2023-12-30 20:52:27,966 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 0:32:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7508, loss: 0.7508 2023-12-30 20:52:50,608 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 0:31:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7400, loss: 0.7400 2023-12-30 20:53:13,235 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 0:31:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7475, loss: 0.7475 2023-12-30 20:53:35,905 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 0:30:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7481, loss: 0.7481 2023-12-30 20:53:58,512 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:30:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7609, loss: 0.7609 2023-12-30 20:54:21,087 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:30:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7364, loss: 0.7364 2023-12-30 20:54:30,471 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-30 20:58:07,119 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 20:58:07,612 - pyskl - INFO - top1_acc 0.8271 top5_acc 0.9635 2023-12-30 20:58:07,616 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_142.pth was removed 2023-12-30 20:58:07,762 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. 2023-12-30 20:58:07,764 - pyskl - INFO - Best top1_acc is 0.8271 at 148 epoch. 2023-12-30 20:58:07,786 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8271, top5_acc: 0.9635 2023-12-30 20:58:51,598 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:29:39, time: 0.438, data_time: 0.212, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7382, loss: 0.7382 2023-12-30 20:59:14,235 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:29:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7497, loss: 0.7497 2023-12-30 20:59:36,811 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:28:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7421, loss: 0.7421 2023-12-30 20:59:59,386 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:28:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7418, loss: 0.7418 2023-12-30 21:00:22,019 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:28:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7501, loss: 0.7501 2023-12-30 21:00:44,658 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:27:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7403, loss: 0.7403 2023-12-30 21:01:07,256 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:27:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7379, loss: 0.7379 2023-12-30 21:01:29,915 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:26:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7382, loss: 0.7382 2023-12-30 21:01:52,588 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:26:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7329, loss: 0.7329 2023-12-30 21:02:15,300 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:26:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7676, loss: 0.7676 2023-12-30 21:02:37,969 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:25:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7509, loss: 0.7509 2023-12-30 21:03:00,623 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:25:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7487, loss: 0.7487 2023-12-30 21:03:23,383 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:25:04, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7411, loss: 0.7411 2023-12-30 21:03:46,093 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:24:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7280, loss: 0.7280 2023-12-30 21:04:08,806 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:24:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7410, loss: 0.7410 2023-12-30 21:04:31,491 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:23:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7302, loss: 0.7302 2023-12-30 21:04:54,164 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:23:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7431, loss: 0.7431 2023-12-30 21:05:16,857 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:23:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7495, loss: 0.7495 2023-12-30 21:05:39,404 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:22:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7428, loss: 0.7428 2023-12-30 21:06:02,071 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:22:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7474, loss: 0.7474 2023-12-30 21:06:24,803 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:22:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7430, loss: 0.7430 2023-12-30 21:06:47,585 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:21:38, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7481, loss: 0.7481 2023-12-30 21:07:10,300 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:21:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7233, loss: 0.7233 2023-12-30 21:07:32,966 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:20:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7348, loss: 0.7348 2023-12-30 21:07:55,617 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:20:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7455, loss: 0.7455 2023-12-30 21:08:18,236 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:20:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7468, loss: 0.7468 2023-12-30 21:08:40,871 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:19:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7407, loss: 0.7407 2023-12-30 21:09:03,522 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:19:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7595, loss: 0.7595 2023-12-30 21:09:26,168 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:18:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7505, loss: 0.7505 2023-12-30 21:09:48,821 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:18:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7381, loss: 0.7381 2023-12-30 21:10:11,493 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:18:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7436, loss: 0.7436 2023-12-30 21:10:34,240 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:17:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7427, loss: 0.7427 2023-12-30 21:10:56,993 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:17:27, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7304, loss: 0.7304 2023-12-30 21:11:19,891 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:17:04, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7487, loss: 0.7487 2023-12-30 21:11:42,553 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:16:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7528, loss: 0.7528 2023-12-30 21:12:05,313 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:16:18, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7334, loss: 0.7334 2023-12-30 21:12:28,121 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:15:55, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7407, loss: 0.7407 2023-12-30 21:12:50,882 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:15:33, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7575, loss: 0.7575 2023-12-30 21:13:13,722 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:15:10, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7452, loss: 0.7452 2023-12-30 21:13:23,236 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-30 21:16:59,183 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 21:16:59,662 - pyskl - INFO - top1_acc 0.8138 top5_acc 0.9595 2023-12-30 21:16:59,684 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8138, top5_acc: 0.9595 2023-12-30 21:17:43,476 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:14:38, time: 0.438, data_time: 0.211, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7376, loss: 0.7376 2023-12-30 21:18:06,095 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:14:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7489, loss: 0.7489 2023-12-30 21:18:28,763 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:13:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7591, loss: 0.7591 2023-12-30 21:18:51,448 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:13:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7386, loss: 0.7386 2023-12-30 21:19:14,117 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:13:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7357, loss: 0.7357 2023-12-30 21:19:36,861 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:12:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7457, loss: 0.7457 2023-12-30 21:19:59,543 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:12:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7482, loss: 0.7482 2023-12-30 21:20:22,246 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:11:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7403, loss: 0.7403 2023-12-30 21:20:44,911 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:11:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7495, loss: 0.7495 2023-12-30 21:21:07,568 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:11:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7607, loss: 0.7607 2023-12-30 21:21:30,163 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:10:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7374, loss: 0.7374 2023-12-30 21:21:52,747 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:10:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7473, loss: 0.7473 2023-12-30 21:22:15,341 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:10:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7541, loss: 0.7541 2023-12-30 21:22:37,963 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:09:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7449, loss: 0.7449 2023-12-30 21:23:00,529 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:09:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7565, loss: 0.7565 2023-12-30 21:23:23,136 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:08:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7296, loss: 0.7296 2023-12-30 21:23:45,705 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:08:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7368, loss: 0.7368 2023-12-30 21:24:08,329 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:08:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7394, loss: 0.7394 2023-12-30 21:24:30,923 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:07:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7427, loss: 0.7427 2023-12-30 21:24:53,546 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:07:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7437, loss: 0.7437 2023-12-30 21:25:16,155 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:07:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7446, loss: 0.7446 2023-12-30 21:25:38,789 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:06:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7469, loss: 0.7469 2023-12-30 21:26:01,371 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:06:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7412, loss: 0.7412 2023-12-30 21:26:23,940 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:05:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7386, loss: 0.7386 2023-12-30 21:26:46,576 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:05:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7380, loss: 0.7380 2023-12-30 21:27:09,162 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:05:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7453, loss: 0.7453 2023-12-30 21:27:31,736 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:04:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7408, loss: 0.7408 2023-12-30 21:27:54,360 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:04:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7397, loss: 0.7397 2023-12-30 21:28:16,993 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:03:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7431, loss: 0.7431 2023-12-30 21:28:39,578 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:03:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7529, loss: 0.7529 2023-12-30 21:29:02,273 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:03:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7495, loss: 0.7495 2023-12-30 21:29:24,856 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:02:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7374, loss: 0.7374 2023-12-30 21:29:47,462 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:02:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7434, loss: 0.7434 2023-12-30 21:30:10,093 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:02:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7348, loss: 0.7348 2023-12-30 21:30:32,713 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:01:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7414, loss: 0.7414 2023-12-30 21:30:55,333 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:01:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7463, loss: 0.7463 2023-12-30 21:31:18,025 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:00:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7412, loss: 0.7412 2023-12-30 21:31:40,632 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:00:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7713, loss: 0.7713 2023-12-30 21:32:03,255 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7515, loss: 0.7515 2023-12-30 21:32:12,623 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-30 21:35:49,212 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 21:35:49,712 - pyskl - INFO - top1_acc 0.8141 top5_acc 0.9591 2023-12-30 21:35:49,733 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8141, top5_acc: 0.9591 2023-12-30 21:36:01,951 - pyskl - INFO - 50919 videos remain after valid thresholding 2023-12-30 22:07:20,116 - pyskl - INFO - Testing results of the last checkpoint 2023-12-30 22:07:20,116 - pyskl - INFO - top1_acc: 0.8184 2023-12-30 22:07:20,116 - pyskl - INFO - top5_acc: 0.9620 2023-12-30 22:07:20,117 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xsub/jm/best_top1_acc_epoch_148.pth 2023-12-30 22:38:36,816 - pyskl - INFO - Testing results of the best checkpoint 2023-12-30 22:38:36,816 - pyskl - INFO - top1_acc: 0.8317 2023-12-30 22:38:36,816 - pyskl - INFO - top5_acc: 0.9664